From 82d96f2dbf1300730454862eef2c5d3b6d62bf87 Mon Sep 17 00:00:00 2001
From: "cristiano.hoshikawa" <cristiano.hoshikawa@oracle.com>
Date: Thu, 10 Sep 2026 16:12:08 -0300
Subject: [PATCH] new feature: Multi-Intent

---
 IMPLEMENTACAO_MULTI_INTENT.md                 |  75 +++++
 agent_framework_oci/README.md                 |  29 +-
 agent_framework_oci/README_en.md              |  30 +-
 .../app/state.py                              |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../agent_template_backend/app/state.py       |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../agent_template_backend/app/state.py       |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../agent_template_backend/app/state.py       |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../agent_template_backend/app/state.py       |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../docs/TRANSACTION_SEMANTIC_CONFIRMATION.md |   2 +-
 .../app/state.py                              |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../docs/TRANSACTION_SEMANTIC_CONFIRMATION.md |   2 +-
 .../agent_template_backend/app/state.py       |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../app/state.py                              |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../agent_template_backend/app/state.py       |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../agent_template_backend/app/state.py       |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../features/en/16_multi_intent_planning.md   |  27 ++
 .../docs/features/en/README.md                |   1 +
 .../pt-BR/16_multi_intent_planning.md         |  46 +++
 .../docs/features/pt-BR/README.md             |   1 +
 .../src/agent_framework.egg-info/SOURCES.txt  |   2 +
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 .../agent_framework/routing/config_loader.py  |   7 +
 .../routing/enterprise_router.py              |  56 +++-
 .../agent_framework/routing/multi_intent.py   | 203 ++++++++++++
 .../agent_framework/routing/pending_topics.py | 101 ++++++
 .../__pycache__/__init__.cpython-313.pyc      | Bin 348 -> 350 bytes
 .../__pycache__/agent_runtime.cpython-313.pyc | Bin 198228 -> 198240 bytes
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 .../scripts/sync_pending_topics_to_tuning.py  | 109 +++++++
 .../agent_template_backend/app/state.py       |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../docs/TRANSACTION_SEMANTIC_CONFIRMATION.md |   2 +-
 .../app/state.py                              |   2 +
 .../app/workflows/agent_graph.py              |  23 +-
 .../docs/TRANSACTION_SEMANTIC_CONFIRMATION.md |   2 +-
 .../conftest.cpython-313-pytest-9.0.2.pyc     | Bin 791 -> 806 bytes
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 ...ral_candidate.cpython-313-pytest-9.0.2.pyc | Bin 0 -> 17575 bytes
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 ...ent_template_backend_safety_consistency.py |  70 ++++
 ...ntextual_reentry_transaction_parameters.py |  56 +++-
 .../test_reconciliation_state_rules_8_16.py   | 191 +++++++++++
 ...test_route_stickiness_transaction_shift.py |  14 +
 ...it_abandonment_and_structural_candidate.py | 298 ++++++++++++++++++
 ...st_transaction_parameter_llm_precedence.py |  31 ++
 .../tests/test_transactional_tool_flow.py     |  65 +++-
 .../tests/unit/test_multi_intent_planner.py   |  66 ++++
 .../unit/test_pending_topics_isolation.py     |  53 ++++
 .../tests/unit/test_readme_feature_catalog.py |  39 +++
 .../unit/test_tuning_pending_topics_sync.py   |  38 +++
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 app/state.py                                  |   3 +-
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 app/workflows/agent_graph.py                  |  24 +-
 config/routing.yaml                           |   4 +
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 contas_mcp/servers/contas_mcp_server/main.py  |  89 ++++++
 tests/migration/test_multi_intent_contas.py   |  55 ++++
 302 files changed, 2070 insertions(+), 28 deletions(-)
 create mode 100644 IMPLEMENTACAO_MULTI_INTENT.md
 create mode 100644 agent_framework_oci/docs/features/en/16_multi_intent_planning.md
 create mode 100644 agent_framework_oci/docs/features/pt-BR/16_multi_intent_planning.md
 create mode 100644 agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/multi_intent.cpython-313.pyc
 create mode 100644 agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/pending_topics.cpython-313.pyc
 create mode 100644 agent_framework_oci/libs/agent_framework/src/agent_framework/routing/multi_intent.py
 create mode 100644 agent_framework_oci/libs/agent_framework/src/agent_framework/routing/pending_topics.py
 create mode 100644 agent_framework_oci/scripts/sync_pending_topics_to_tuning.py
 create mode 100644 agent_framework_oci/tests/__pycache__/test_agent_template_backend_safety_consistency.cpython-313-pytest-9.0.2.pyc
 create mode 100644 agent_framework_oci/tests/__pycache__/test_transaction_explicit_abandonment_and_structural_candidate.cpython-313-pytest-9.0.2.pyc
 create mode 100644 agent_framework_oci/tests/__pycache__/test_transaction_explicit_abandonment_and_structural_candidate.cpython-313.pyc
 create mode 100644 agent_framework_oci/tests/test_agent_template_backend_safety_consistency.py
 create mode 100644 agent_framework_oci/tests/test_reconciliation_state_rules_8_16.py
 create mode 100644 agent_framework_oci/tests/test_transaction_explicit_abandonment_and_structural_candidate.py
 create mode 100644 agent_framework_oci/tests/unit/test_multi_intent_planner.py
 create mode 100644 agent_framework_oci/tests/unit/test_pending_topics_isolation.py
 create mode 100644 agent_framework_oci/tests/unit/test_readme_feature_catalog.py
 create mode 100644 agent_framework_oci/tests/unit/test_tuning_pending_topics_sync.py
 create mode 100644 tests/migration/test_multi_intent_contas.py

diff --git a/IMPLEMENTACAO_MULTI_INTENT.md b/IMPLEMENTACAO_MULTI_INTENT.md
new file mode 100644
index 00000000..7f1ad2b7
--- /dev/null
+++ b/IMPLEMENTACAO_MULTI_INTENT.md
@@ -0,0 +1,75 @@
+# Implementação Multi-Intent
+
+## Entregas
+
+- Planejador determinístico no framework, limitado às intents, agents e tools
+  cadastrados no `routing.yaml`.
+- Priorização automática pela natureza das tools em `tool_policies.yaml`, sem
+  política por combinação.
+- Persistência padrão em `pending_topics` e histórico em `handled_topics`.
+- Tratamento de confirmação composta (`sim e ...`) sem provocar troca de intent
+  durante uma transação aberta.
+- Composição das mensagens controladas das operações secundárias antes dos
+  guardrails de saída.
+- Tratamento do cancelamento de Tamboro combinado com segunda via ou assunto
+  realmente fora do escopo.
+- Desambiguação de cobranças repetidas por seleção relativa, incluindo
+  `as duas mais caras`, alimentando o batch já suportado pelo workflow de
+  cancelamento.
+- Guias em português e inglês em `agent_framework_oci/docs/features`.
+- Integração propagada às dez variantes de backend existentes em
+  `agent_framework_oci/Tuning-Performance`, sem criar um exemplo artificial.
+- Script idempotente `agent_framework_oci/scripts/sync_pending_topics_to_tuning.py`
+  para manter as cópias sincronizadas.
+
+## Testes adicionados
+
+- `agent_framework_oci/tests/unit/test_multi_intent_planner.py`
+- `tests/migration/test_multi_intent_contas.py`
+- `agent_framework_oci/tests/unit/test_tuning_pending_topics_sync.py`
+
+## Evidências recuperadas do Contas antigo
+
+O documento antigo `docs/PENDING_TOPICS_CAMADA.md` descrevia explicitamente:
+
+- cancelamento simples;
+- cancelamento + pergunta conceitual sobre outro serviço;
+- cancelamento + solicitação fora do contexto, como alteração de CNPJ;
+- drenagem de tópicos pendentes antes da confirmação ou finalização;
+- manutenção do tópico para retry quando não fosse produzida resposta útil.
+
+Esses comportamentos foram usados como referência. A segunda via não é tratada
+como fora de escopo quando a versão atual do Contas possui uma intent/tool para
+ela; nesse caso ela é executada como consulta secundária. Somente uma solicitação
+sem capability registrada vira `off_context`.
+
+## Resultado da validação
+
+O recorte de 23 testes do planejador e das integrações transacionais afetadas
+passa integralmente. A execução ampla de `agent_framework_oci/tests/unit` e
+`tests/migration` resultou em 946 testes aprovados e 33 falhas já presentes em
+áreas fora desta alteração (principalmente checkpoints, runtime legado de
+workflows, guardrails e paridade histórica).
+
+## Limite de execução
+
+Consultas secundárias conhecidas são executadas e consolidadas. Assuntos sem
+capability são tratados como `off_context`. Uma segunda ação mutável permanece
+pendente e requer confirmação própria ou um workflow transacional coordenador.
+
+## Correção de isolamento da operação secundária
+
+O teste real `cancelar Tamboro + segunda via` revelou que o agent secundário
+herdava o snapshot operacional da transação primária. Isso fazia o
+`FaturasAgent` reutilizar `selected_tool_call=cancelar_vas_avulso` e repetir a
+confirmação do cancelamento. O estado filho agora limpa integralmente transação,
+tool selecionada/pendente, workflow, parâmetros ausentes, resultados MCP,
+`next_state`, `workflow_id` e usa a cláusula secundária também como
+`sanitized_input`. O teste `test_pending_topics_isolation.py` protege essa regra.
+
+Uma segunda execução real mostrou outro campo de roteamento que precisava ser
+isolado: `mcp_tools` permanecia com a allowlist da operação primária. O runtime
+usa esse campo de primeiro nível como fonte de verdade, portanto o
+`FaturasAgent` ainda selecionava o cancelamento. O estado filho agora sobrescreve
+`domain`, `mcp_tools` e `available_mcp_tools` exclusivamente com a capability do
+tópico secundário.
diff --git a/agent_framework_oci/README.md b/agent_framework_oci/README.md
index 37427cf0..9fe147f4 100644
--- a/agent_framework_oci/README.md
+++ b/agent_framework_oci/README.md
@@ -185,6 +185,7 @@ O framework deve concentrar os motores reutilizáveis:
 - Telemetria Langfuse/OpenTelemetry.
 - Analytics IC/NOC/GRL.
 - MCP Tool Router.
+- Planejamento multi-intent e fila persistente de `pending_topics`.
 - Cache.
 - RAG genérico.
 
@@ -230,6 +231,8 @@ Input Guardrails
   ↓
 Enterprise Router ou Supervisor
   ↓
+Planejamento multi-intent / pending_topics
+  ↓
 Agente especializado
   ↓
 MCP Tool Router / RAG / Cache / LLM
@@ -11486,6 +11489,8 @@ O conteúdo desta pasta deve ser tratado como uma extensão adicional do framewo
 | Um exemplo antigo não compila | documentação histórica versus API atual | [Validação README x Código](docs/developer/pt/VALIDATION_README_ALIGNMENT.md) |
 | Preciso criar um agente novo do zero | fluxo completo | [`README.md`](README.md) |
 | Preciso saber onde colocar uma nova feature | arquitetura e boundaries | [Arquitetura e Conceitos](docs/developer/pt/01_architecture_and_concepts.md) |
+| Duas solicitações na mesma mensagem acionam apenas uma intent | decomposição multi-intent, `pending_topics`, allowlist de tools | [Planejamento Multi-Intent](docs/features/pt-BR/16_multi_intent_planning.md) |
+| O agent secundário repete a transação ou confirmação primária | isolamento de `active_transaction`, `mcp_tools` e estado operacional | [Planejamento Multi-Intent](docs/features/pt-BR/16_multi_intent_planning.md) |
 
 ### 34. Funcionalidades Avançadas
 
@@ -11561,9 +11566,31 @@ O conteúdo desta pasta deve ser tratado como uma extensão adicional do framewo
 
 **Use quando:** um `COER`/guardrail de entrada gera mensagem genérica, `route=blocked` carrega resultados antigos ou há dúvida sobre a precedência entre input guardrails, routing e tools.
 
+### Guias de features implementadas
+
+Os manuais `01` a `12` acima organizam os assuntos por área de desenvolvimento. Os guias abaixo documentam cada feature executável individualmente:
+
+1. [Autenticação](docs/features/pt-BR/01_authentication.md)
+2. [Workflow Transacional Determinístico](docs/features/pt-BR/02_deterministic_transactional_workflow.md)
+3. [Composição por LLM Solicitada pelo Domínio](docs/features/pt-BR/03_domain_requested_llm_composition.md)
+4. [RAG Solicitado pelo Domínio](docs/features/pt-BR/04_domain_requested_rag.md)
+5. [Memória de Longo Prazo](docs/features/pt-BR/05_long_term_memory.md)
+6. [Regressão Offline de Workflow](docs/features/pt-BR/06_offline_workflow_regression.md)
+7. [Pause e Resume de Workflow](docs/features/pt-BR/07_pause_resume_workflow.md)
+8. [Route Stickiness](docs/features/pt-BR/08_route_stickiness.md)
+9. [Replay em Interrupções de Voz](docs/features/pt-BR/09_voice_interruption_replay.md)
+10. [Recuperação de Erro em Workflow](docs/features/pt-BR/10_workflow_error_recovery.md)
+11. [Clarificação](docs/features/pt-BR/11_clarification.md)
+12. [Idempotência Durável](docs/features/pt-BR/12_durable_idempotency.md)
+13. [Estados Transacionais Dinâmicos](docs/features/pt-BR/13_dynamic_transaction_states.md)
+14. [Replay Após Finalização](docs/features/pt-BR/14_post_finalization_replay.md)
+15. [Guardrails de Retrieval e Tools](docs/features/pt-BR/15_retrieval_tool_guardrails.md)
+16. [Planejamento Multi-Intent e Pending Topics](docs/features/pt-BR/16_multi_intent_planning.md)
+
+O [índice de features em português](docs/features/pt-BR/README.md) deve ser atualizado sempre que um novo guia for adicionado.
+
 ### Tutorial principal
 
 [`README.md`](README.md) continua sendo a referência para o passo a passo completo:
 
 `arquitetura → configuração → criação do agente → registro → estado → routing → tools → MCP → identidade → execução → testes → gateways → memória → RAG`.
-
diff --git a/agent_framework_oci/README_en.md b/agent_framework_oci/README_en.md
index 38df2bf4..b877ea44 100644
--- a/agent_framework_oci/README_en.md
+++ b/agent_framework_oci/README_en.md
@@ -126,7 +126,7 @@ Details the evaluation and certification framework, including evaluation archite
 
 Defines the platform operational readiness and SRE model, including managed components, health checks, readiness, SLOs, metrics, dashboards, alerts, runbooks, incident management, capacity planning, and production checklists.
 
-### [IMPORTANT: Disclaimer Auth and Security](specs/Disclaimer%20Auth%20and%20Security_EN.md)
+### [IMPORTANT: Disclaimer Auth and Security](specs/Disclaimer_Auth_and_Security_EN.md)
 
 Oracle Cloud Infrastructure Security Best Practice Recommendations.
 
@@ -186,6 +186,7 @@ The framework should concentrate the reusable engines:
 - Langfuse/OpenTelemetry Telemetry.
 - Analytics IC/NOC/GRL.
 - MCP Tool Router.
+- Multi-intent planning and the persistent `pending_topics` queue.
 - Cache.
 - Generic RAG.
 
@@ -231,6 +232,8 @@ Input Guardrails
 ↓
 Enterprise Router or Supervisor
 ↓
+Multi-intent planning / pending_topics
+↓
 Specialized agent
 ↓
 MCP Tool Router / RAG / Cache / LLM
@@ -11388,6 +11391,8 @@ The content of this folder should be treated as an additional framework extensio
 | Logs/traces do not correlate the same agent | labels, IDs, observability mapping | [Observability](docs/developer/en/11_observability_persistence_and_operational_readiness.md) |
 | Historical example no longer compiles | stale docs vs current API | [README Alignment Validation](docs/developer/en/VALIDATION_README_ALIGNMENT.md) |
 | Need to create a new agent from scratch | complete flow | [`README_en.md`](README_en.md) |
+| Two requests in one message trigger only one intent | multi-intent decomposition, `pending_topics`, tool allowlist | [Multi-Intent Planning](docs/features/en/16_multi_intent_planning.md) |
+| A secondary agent repeats the primary transaction or confirmation | isolation of `active_transaction`, `mcp_tools`, and operational state | [Multi-Intent Planning](docs/features/en/16_multi_intent_planning.md) |
 
 ### 34. Advanced Features
 
@@ -11463,6 +11468,29 @@ The content of this folder should be treated as an additional framework extensio
 
 **Use it when:** `COER`/input guardrails generate generic messages, `route=blocked` carries stale results, or you need to reason about precedence between input guardrails, routing, and tools.
 
+### Implemented feature guides
+
+The `01` through `12` manuals above organize documentation by development area. The guides below document each executable feature individually:
+
+1. [Authentication](docs/features/en/01_authentication.md)
+2. [Deterministic Transactional Workflow](docs/features/en/02_deterministic_transactional_workflow.md)
+3. [Domain-Requested LLM Composition](docs/features/en/03_domain_requested_llm_composition.md)
+4. [Domain-Requested RAG](docs/features/en/04_domain_requested_rag.md)
+5. [Long-Term Memory](docs/features/en/05_long_term_memory.md)
+6. [Offline Workflow Regression](docs/features/en/06_offline_workflow_regression.md)
+7. [Pause and Resume Workflow](docs/features/en/07_pause_resume_workflow.md)
+8. [Route Stickiness](docs/features/en/08_route_stickiness.md)
+9. [Voice Interruption Replay](docs/features/en/09_voice_interruption_replay.md)
+10. [Workflow Error Recovery](docs/features/en/10_workflow_error_recovery.md)
+11. [Clarification](docs/features/en/11_clarification.md)
+12. [Durable Idempotency](docs/features/en/12_durable_idempotency.md)
+13. [Dynamic Transaction States](docs/features/en/13_dynamic_transaction_states.md)
+14. [Post-Finalization Replay](docs/features/en/14_post_finalization_replay.md)
+15. [Retrieval and Tool Guardrails](docs/features/en/15_retrieval_tool_guardrails.md)
+16. [Multi-Intent Planning and Pending Topics](docs/features/en/16_multi_intent_planning.md)
+
+The [English feature index](docs/features/en/README.md) must be updated whenever a new feature guide is added.
+
 ### Main tutorial
 
 [`README_en.md`](README_en.md) remains the complete step-by-step guide.
diff --git a/agent_framework_oci/Tuning-Performance/Authentication/agent_template_backend_authentication/app/state.py b/agent_framework_oci/Tuning-Performance/Authentication/agent_template_backend_authentication/app/state.py
index 84d9f49e..6ec11159 100644
--- a/agent_framework_oci/Tuning-Performance/Authentication/agent_template_backend_authentication/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/Authentication/agent_template_backend_authentication/app/state.py
@@ -35,6 +35,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/agent_graph.py
index ed17e04b..bb2d550a 100644
--- a/agent_framework_oci/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -409,6 +410,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -547,14 +552,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -623,6 +642,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/state.py b/agent_framework_oci/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/state.py
index 84d9f49e..6ec11159 100644
--- a/agent_framework_oci/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/state.py
@@ -35,6 +35,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/agent_graph.py
index ed17e04b..bb2d550a 100644
--- a/agent_framework_oci/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -409,6 +410,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -547,14 +552,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -623,6 +642,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/state.py b/agent_framework_oci/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/state.py
index fc680927..ef4f2c70 100644
--- a/agent_framework_oci/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/state.py
@@ -35,6 +35,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/agent_graph.py
index fc292459..5c5f9a28 100644
--- a/agent_framework_oci/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -407,6 +408,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -545,14 +550,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -621,6 +640,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/state.py b/agent_framework_oci/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/state.py
index 84d9f49e..6ec11159 100644
--- a/agent_framework_oci/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/state.py
@@ -35,6 +35,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/agent_graph.py
index ed17e04b..bb2d550a 100644
--- a/agent_framework_oci/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -409,6 +410,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -547,14 +552,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -623,6 +642,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/app/state.py b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/app/state.py
index fc680927..ef4f2c70 100644
--- a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/app/state.py
@@ -35,6 +35,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/agent_graph.py
index fc292459..5c5f9a28 100644
--- a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -407,6 +408,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -545,14 +550,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -621,6 +640,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
index a5508710..8cbc0077 100644
--- a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
+++ b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
@@ -4,7 +4,7 @@ Este template suporta confirmação transacional em duas camadas: primeiro um pa
 
 A configuração `router.transaction_confirmation.semantic_fallback` usa três classes: `SIM`, `NAO` e `CONTINUAR`. O prompt pode usar `{{ pending_prompt }}`, `{{ relevant_conversation_context }}`, `{{ user_input }}` e `{{ allowed_values }}`. O histórico injetado é apenas contexto de interpretação; não substitui validação de negócio ou evidência MCP.
 
-Exemplo: após `Você confirma o cancelamento do serviço Tamboro Mensal?`, a frase `isso mesmo, pode confirmar` pode ser classificada como `SIM`. Já `mas qual é o valor?` deve ser `CONTINUAR`, portanto não executa a ação por confirmação.
+Exemplo: após `Você confirma o cancelamento do serviço adicional selecionado?`, a frase `isso mesmo, pode confirmar` pode ser classificada como `SIM`. Já `mas qual é o valor?` deve ser `CONTINUAR`, portanto não executa a ação por confirmação.
 
 Entradas explícitas já suportadas continuam no caminho determinístico e não geram custo adicional de LLM. Em observabilidade, o fallback usa `transaction.confirmation.semantic_classifier` e o `route_decision.metadata` informa `transaction_confirmation_source: semantic`.
 
diff --git a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/state.py b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/state.py
index fc680927..ef4f2c70 100644
--- a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/state.py
@@ -35,6 +35,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
index fc292459..5c5f9a28 100644
--- a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -407,6 +408,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -545,14 +550,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -621,6 +640,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
index a5508710..8cbc0077 100644
--- a/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
+++ b/agent_framework_oci/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
@@ -4,7 +4,7 @@ Este template suporta confirmação transacional em duas camadas: primeiro um pa
 
 A configuração `router.transaction_confirmation.semantic_fallback` usa três classes: `SIM`, `NAO` e `CONTINUAR`. O prompt pode usar `{{ pending_prompt }}`, `{{ relevant_conversation_context }}`, `{{ user_input }}` e `{{ allowed_values }}`. O histórico injetado é apenas contexto de interpretação; não substitui validação de negócio ou evidência MCP.
 
-Exemplo: após `Você confirma o cancelamento do serviço Tamboro Mensal?`, a frase `isso mesmo, pode confirmar` pode ser classificada como `SIM`. Já `mas qual é o valor?` deve ser `CONTINUAR`, portanto não executa a ação por confirmação.
+Exemplo: após `Você confirma o cancelamento do serviço adicional selecionado?`, a frase `isso mesmo, pode confirmar` pode ser classificada como `SIM`. Já `mas qual é o valor?` deve ser `CONTINUAR`, portanto não executa a ação por confirmação.
 
 Entradas explícitas já suportadas continuam no caminho determinístico e não geram custo adicional de LLM. Em observabilidade, o fallback usa `transaction.confirmation.semantic_classifier` e o `route_decision.metadata` informa `transaction_confirmation_source: semantic`.
 
diff --git a/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/state.py b/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/state.py
index fc680927..ef4f2c70 100644
--- a/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/state.py
@@ -35,6 +35,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/agent_graph.py
index fc292459..5c5f9a28 100644
--- a/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -407,6 +408,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -545,14 +550,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -621,6 +640,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/state.py b/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/state.py
index fc680927..ef4f2c70 100644
--- a/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/state.py
@@ -35,6 +35,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
index fc292459..5c5f9a28 100644
--- a/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -407,6 +408,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -545,14 +550,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -621,6 +640,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/state.py b/agent_framework_oci/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/state.py
index 1d82e35c..de25c1e8 100644
--- a/agent_framework_oci/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/state.py
@@ -38,6 +38,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/agent_graph.py
index e22cf447..b950fa4e 100644
--- a/agent_framework_oci/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -409,6 +410,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -547,14 +552,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -623,6 +642,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/state.py b/agent_framework_oci/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/state.py
index 69555085..0b4da3e9 100644
--- a/agent_framework_oci/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/state.py
+++ b/agent_framework_oci/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/state.py
@@ -39,6 +39,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/agent_graph.py b/agent_framework_oci/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/agent_graph.py
index e22cf447..b950fa4e 100644
--- a/agent_framework_oci/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/agent_graph.py
+++ b/agent_framework_oci/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -409,6 +410,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -547,14 +552,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -623,6 +642,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/docs/features/en/16_multi_intent_planning.md b/agent_framework_oci/docs/features/en/16_multi_intent_planning.md
new file mode 100644
index 00000000..fbc3c122
--- /dev/null
+++ b/agent_framework_oci/docs/features/en/16_multi_intent_planning.md
@@ -0,0 +1,27 @@
+# Multi-Intent Planning
+
+`MultiIntentPlanner` recognizes independent requests in one utterance and
+builds a plan constrained to the intents, agents, and tools declared in
+`config/routing.yaml`. It does not execute operations or let the LLM invent a
+sequence: the router selects the primary operation and the domain workflow
+continues to own the transaction.
+
+## Configuration and execution
+
+No additional configuration is required. The planner uses the intents already
+declared in `routing.yaml`, selects the single transactional operation from
+`tool_policies.yaml`, and persists the remaining requests as `pending_topics`.
+
+Known read-only topics execute through their own agent. A second mutation stays
+pending for its own confirmation, while an unknown clause becomes off-context.
+
+The router resolves clauses from registered intent keywords and routes the
+transactional operation first. The graph drains read-only pending topics before
+output supervision. During an open transaction,
+`yes, and send me the invoice` confirms the transaction and records the
+secondary request instead of causing an intent shift.
+
+For multiple side-effecting actions, implement a transactional coordinator
+that persists the plan, confirms it, executes idempotently, and records partial
+failure or compensation. See `tests/unit/test_multi_intent_planner.py`. No
+special Tuning-Performance template is needed because the behavior is native.
diff --git a/agent_framework_oci/docs/features/en/README.md b/agent_framework_oci/docs/features/en/README.md
index 4cf22497..e74d579c 100644
--- a/agent_framework_oci/docs/features/en/README.md
+++ b/agent_framework_oci/docs/features/en/README.md
@@ -17,3 +17,4 @@ Documentation for the main `agent_framework_oci` features.
 - [Dynamic Transaction States](13_dynamic_transaction_states.md)
 - [Post Finalization Replay](14_post_finalization_replay.md)
 - [Retrieval / Tool Guardrails](15_retrieval_tool_guardrails.md)
+- [Multi-Intent Planning](16_multi_intent_planning.md)
diff --git a/agent_framework_oci/docs/features/pt-BR/16_multi_intent_planning.md b/agent_framework_oci/docs/features/pt-BR/16_multi_intent_planning.md
new file mode 100644
index 00000000..92700152
--- /dev/null
+++ b/agent_framework_oci/docs/features/pt-BR/16_multi_intent_planning.md
@@ -0,0 +1,46 @@
+# Planejamento Multi-Intent
+
+O `MultiIntentPlanner` reconhece solicitações independentes na mesma mensagem e
+cria um plano limitado às intents, agents e tools declarados em
+`config/routing.yaml`. O planejador não executa operações nem permite que o LLM
+invente uma sequência: o roteador escolhe a operação primária e o workflow do
+domínio continua responsável pela transação.
+
+## Configuração
+
+Não existe configuração adicional. O planejador usa as intents do `routing.yaml`
+e lê `tool_policies.yaml` para priorizar automaticamente a única operação
+transacional. Pedidos secundários são persistidos em `pending_topics`.
+
+- intent conhecida e read-only: executada pelo agent correspondente;
+- intent conhecida e transacional: mantida pendente para confirmação própria;
+- trecho sem capability correspondente: respondido como `off_context`.
+
+Consultas secundárias com `execute` podem ser executadas pelo agent correspondente
+e consolidadas. Uma segunda mutação é marcada como `defer`, pois exige um
+workflow transacional coordenador.
+
+## Fluxo de execução
+
+1. O `EnterpriseRouter` separa a entrada em cláusulas e resolve cada uma pelas
+   keywords das intents cadastradas.
+2. `tool_policies.yaml` identifica a operação transacional e a torna primária.
+3. A primeira operação é roteada normalmente para seu agent/workflow.
+4. O `agent_graph` compõe as mensagens públicas antes do supervisor de saída.
+5. Durante uma confirmação, uma frase como `sim e me manda a segunda via`
+   confirma a transação aberta e registra a solicitação secundária, sem causar
+   troca indevida de intent.
+
+## Operações mutáveis
+
+Para executar mais de uma ação com efeito colateral, implemente um workflow
+transacional coordenador. Ele deve persistir o plano, pedir confirmação quando
+necessário, executar cada passo com idempotência e registrar sucesso parcial,
+falha e compensação. O planejador fornece o contrato; a política de negócio e a
+orquestração permanecem no domínio.
+
+## Referência executável
+
+Veja os testes genéricos em `tests/unit/test_multi_intent_planner.py`. Como a
+feature é padrão do runtime, não existe uma cópia especial do
+`agent_template_backend` em `Tuning-Performance`.
diff --git a/agent_framework_oci/docs/features/pt-BR/README.md b/agent_framework_oci/docs/features/pt-BR/README.md
index 3654d7d7..41b7813d 100644
--- a/agent_framework_oci/docs/features/pt-BR/README.md
+++ b/agent_framework_oci/docs/features/pt-BR/README.md
@@ -17,3 +17,4 @@ Documentação das principais features do `agent_framework_oci`.
 - [Estados Transacionais Dinâmicos](13_dynamic_transaction_states.md)
 - [Replay Após Finalização](14_post_finalization_replay.md)
 - [Guardrails de Retrieval e Tools](15_retrieval_tool_guardrails.md)
+- [Planejamento Multi-Intent](16_multi_intent_planning.md)
diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework.egg-info/SOURCES.txt b/agent_framework_oci/libs/agent_framework/src/agent_framework.egg-info/SOURCES.txt
index ddcd57f4..a54b9a88 100644
--- a/agent_framework_oci/libs/agent_framework/src/agent_framework.egg-info/SOURCES.txt
+++ b/agent_framework_oci/libs/agent_framework/src/agent_framework.egg-info/SOURCES.txt
@@ -201,6 +201,8 @@ src/agent_framework/routing/config_loader.py
 src/agent_framework/routing/continuity.py
 src/agent_framework/routing/enterprise_router.py
 src/agent_framework/routing/models.py
+src/agent_framework/routing/multi_intent.py
+src/agent_framework/routing/pending_topics.py
 src/agent_framework/runtime/__init__.py
 src/agent_framework/runtime/agent_runtime.py
 src/agent_framework/runtime/transaction_input.py
diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/__pycache__/__init__.cpython-313.pyc
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delta 31
mcmbQwH<yq5GcPX}0}$NKoWGHKBNJo$<h@L)o1ZXQvj6~+%L$|a

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/analytics/providers/__pycache__/pubsub.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/analytics/providers/__pycache__/pubsub.cpython-313.pyc
index 94db8040188d811301be0987166e203149b5349a..f1ebe313dbc2dab86cbf8f08853b8ec8e0e4e48c 100644
GIT binary patch
delta 34
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delta 31
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/billing/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/billing/__pycache__/__init__.cpython-313.pyc
index bb73a106172168aaadc4c29b927572f93ce678a9..ec7116ff9127b94c77f147785fb31e2a8f8dae77 100644
GIT binary patch
delta 31
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delta 28
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/billing/__pycache__/usage_repository.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/billing/__pycache__/usage_repository.cpython-313.pyc
index dcb6ac636e5ded731cd3f54b9857dac3c217e476..7203cc94d9632e32a87df7cbdd3113d7a1359dcf 100644
GIT binary patch
delta 34
ocmX?Bb)t&<GcPX}0}!ZwTC|ZnkDak$auvHOQ@qjU`RvP00m!Bc5dZ)H

delta 31
lcmX?6b*zf}GcPX}0}$NKoWGGfkDak@auvJk=7sFbO#!cQ3a9`8

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/cache/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/cache/__pycache__/__init__.cpython-313.pyc
index 1ceb7715cf50973e4f7eb06fdd2758766df4d212..a607903edc95f311dd46ca0713375ae02895a285 100644
GIT binary patch
delta 30
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delta 27
hcmcc4c$Ja+GcPX}0}$NKoIjD<n6YG{z3RlYLI80I2vq<8

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/cache/__pycache__/cache.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/cache/__pycache__/cache.cpython-313.pyc
index 6d3d8bfac55cdb31897e7933b4c057e4887ba6d3..7ef20fe02ff9d1c62b066135db19636bdc49981a 100644
GIT binary patch
delta 36
qcmeBfWbAEZ<o?Xd%f$c$s-G5Z<Q8UPES@aSq{<X;wAqEp-3|b;s0k+k

delta 33
ncmeBeWbAHa<o?Xd%f$c$w=?H&<Q8UPESxOQq`KLS$=wbBoDK-S

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/__init__.cpython-313.pyc
index 7ad47ad82e50b921f16931c05e22c42c32554825..d7acb1d5ed4fdbf6102ae5cd58993e27f9ac8192 100644
GIT binary patch
delta 30
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delta 27
hcmcb`c!QDqGcPX}0}$NKoIjD<n6Z4Kz3RlY5&&_%2w?yK

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/adapters.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/adapters.cpython-313.pyc
index 132c5a6e767c5f88061cbc684a03b88b8e8c87f2..49d22a1ff269c343469d36abb3fc024c83a8480a 100644
GIT binary patch
delta 34
pcmX@3a87~yGcPX}0}!ZwTC|b-EE8kp<eN;YOz}pW|1tUT0sy^o3hw{_

delta 30
kcmX@7a7KaqGcPX}0}$NKoWGI#EE8k-<eN;Yo0$E00ha^`h5!Hn

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/base.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/base.cpython-313.pyc
index 24f958a537dfa0eca95b4e22062c5bf248bc049c..92f7a89657781282c8d5abf41a4d142fe546c10c 100644
GIT binary patch
delta 34
ocmZqSYvbeo%*)Hg00gR^7H#CVVqz?v?8c<Z6mPUSn`tHs0F>?szyJUM

delta 31
lcmZqUYvJSm%*)Hg00g%)=Wpb;Vqz?w?8c<JIhScB3jl#c2v-0A

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/gateway.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/gateway.cpython-313.pyc
index 3c0369721258942baa8004a146edb4d193e0e8cb..22d70f4ebb4697ff03152e637d77b505c55b9655 100644
GIT binary patch
delta 34
ocmeCy?bYS}%*)Hg00gR^7H#C7&(2sec{RH#Q@qjU3+%i30IRqPc>n+a

delta 31
lcmeCx?bhY~%*)Hg00g%)=Wpbm&(2sjc{RK0=1c6m`2duq3J?GQ

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/interruption.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/interruption.cpython-313.pyc
index bbcd9dec39f20898c3cf9973fd5f7d13cc57b385..120a77d969e24519857b93394c065c1dd02cd309 100644
GIT binary patch
delta 34
pcmdmCw9AP5GcPX}0}!ZwTC|aS8WUsf<V8%XOz}pWk24jD0RXn73U&Yh

delta 31
mcmdmGw8Mz|GcPX}0}$NKoWGHK8WUsn<V8%Xn@=(oiU9zgstOGN

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/transcription.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/channels/__pycache__/transcription.cpython-313.pyc
index f9581836a70b199742d219a1cad872040b766773..c96aa636824773888078f47bfdcba5aaf20e739a 100644
GIT binary patch
delta 34
ocmbQrJ)N8TGcPX}0}!ZwTC|Z{mzl9{vL&-BQ@qjUIA(Ju0G7xIT>t<8

delta 31
lcmbQvJ(ZjLGcPX}0}$NKoWGG<mzl9<vL&<X<^*PQCIEu>2lM~{

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/checkpoints/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/checkpoints/__pycache__/__init__.cpython-313.pyc
index f0d1c0a3d27435f2caf378446bccd912f15a1bc8..156fbc620ead88022047c72125c743736f322e66 100644
GIT binary patch
delta 33
ocmbQuK9`;QGcPX}0}!ZwTC|b-5))(1<a<o2Oz}pOnVDw*0G+W3ivR!s

delta 30
lcmbQsKAWBUGcPX}0}$NKoWGI#5))(9<a<o2lUbQ(004$-2_gUh

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/checkpoints/__pycache__/checkpoint_repository.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/checkpoints/__pycache__/checkpoint_repository.cpython-313.pyc
index 1de528d25fb6d7ba79286df61294222352517c2f..f8dc611e7810add7d1bcffc854d4b8ef7ced2d8f 100644
GIT binary patch
delta 36
rcmbPzg>mi`M()qNyj%=Gp!#XiMs8(h#?Hz5%&JWBMw>&JkEa0u&;ttI

delta 33
ocmbPxg>m*3M()qNyj%=Ga65DUMs8(h#`ekj%&MEin2)Cc0Jm=nbpQYW

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/checkpoints/__pycache__/langgraph_saver.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/checkpoints/__pycache__/langgraph_saver.cpython-313.pyc
index 5b1b72e52b354a656b251737e60f951f5b1f4999..8a9eeb090c2f945892de4fc4a5e9cde5221d82fe 100644
GIT binary patch
delta 36
rcmey^%=EdLiTg7zFBbz4sD4_sk$W2xWAo%gOsY)rMw_2Aan%C=;z0}c

delta 33
ocmey|%=EFDiTg7zFBbz4+|Hc8k$W2xW8>sQOsbn-GI7-d0LCv1jQ{`u

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/config/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/config/__pycache__/__init__.cpython-313.pyc
index d425540198f6eade2b8d2ebf7be4c147ccd9cc5e..30c732eca1ac3114de36c7312a8e1af2f9abec3b 100644
GIT binary patch
delta 30
kcmcb{c!QDqGcPX}0}!ZuS~QW{n6Z4Ky(&|@(ZrM@0EK1<!2kdN

delta 27
hcmcb?c#V<!GcPX}0}$NKoIjD<n6Y%Cz3RlYA^>qk2w4CC

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/config/__pycache__/agent_registry.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/config/__pycache__/agent_registry.cpython-313.pyc
index 4cb1188fa51191c52b35d170e580f72eebe78810..8bb7929ced31af1ba6d1d9ce2a0b4e3b1223d309 100644
GIT binary patch
delta 34
ocmZ2%w$zOKGcPX}0}!ZuTC|bdk(se}vM;kLQ@qjUBIb?a0H}8fm;e9(

delta 31
lcmZ2#w%CmOGcPX}0}$NKoWGIVk(sf2vM;mh<`U+O;sBEH2`~Tv

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/config/__pycache__/settings.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/config/__pycache__/settings.cpython-313.pyc
index 2b8e87945d35c337ab7babf068b3f2cf7df812f3..a3a2721b27af4685fcba81a1b81ecb425e399900 100644
GIT binary patch
delta 34
ocmcbceLtJ~GcPX}0}!ZuTC|ZnN{g|4a+;PZQ@qjUZml400LtD9#Q*>R

delta 31
lcmcbgeK(u?GcPX}0}$NKoWGGfN{g{{a+;Rv=3cEJZUC`Q3S9sI

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/gateways/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/gateways/__pycache__/__init__.cpython-313.pyc
index d3caec6dbfb738b0929b76c5a8609d64cfda0701..39c367612555acede75fa09b14e65901d65350fe 100644
GIT binary patch
delta 30
kcmdnQw1tWLGcPX}0}!ZuS~QWniLr8GpDI(l(ZtR50EA%)cK`qY

delta 27
hcmdnOw26uPGcPX}0}$NKoIjDfiLrcQpX$V|^#E@&2@e1O

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/gateways/__pycache__/mcp_gateway_client.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/gateways/__pycache__/mcp_gateway_client.cpython-313.pyc
index 35c314ee5b3c43c701992554fdf2b30ea8c9c7fa..ea291b6bfe6fa10d5092a217732cb30db7e1dafa 100644
GIT binary patch
delta 34
ocmZpXYLnvr%*)Hg00b(Z7H#A{!N}M=`3j>dQ@qjUpN!nx0H}}(1poj5

delta 31
lcmZpZYLVjp%*)Hg00g%)=Wpab!N}M+`3j@z=HHCm+yId~37r4{

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/__init__.cpython-313.pyc
index 9d7ec1f172bbf2e2aad34879f80a2271fd0da34f..25eb6a003bbf0ea27723bedd32dfd60d309e9c0b 100644
GIT binary patch
delta 33
ocmcc1eV?2AGcPX}0}!ZwTC|b-BMW2o<i9McOz}pOl~{KJ0J7E!oB#j-

delta 30
lcmcc5eV3d2GcPX}0}$NKoWGI#BMW2Y<i9MclT}!E0|1#R3Nruz

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/base.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/base.cpython-313.pyc
index 411bdd790a2732a4ce62d656584992034bf581af..fa70a44e747f1da346cf457acad71e9111980353 100644
GIT binary patch
delta 34
ocmcc5^^lAEGcPX}0}!ZwTC|aymx-}_vLur#Q@qh;J0?YD0HqoTZ~y=R

delta 31
lcmaFJb)Sp-GcPX}0}$NKoWGHqmx-}-vLuu0W(OukW&n_G2nPTF

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/config_loader.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/config_loader.cpython-313.pyc
index 83fc0fbe9968cd118ef53fca59904173915b6e5f..436b6f35d6364e7d86f9b6eb9060b00fc882df08 100644
GIT binary patch
delta 34
ocmX@%e#)KuGcPX}0}!ZwTC|bdfr+tUvJaCgQ@qjULZ)y<0JWG2vH$=8

delta 31
lcmX@*e!`vmGcPX}0}$NKoWGIVfr+thvJaE$=3=IBMF5_=2}u9|

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/custom_rails.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/custom_rails.cpython-313.pyc
index 46aba4528cd469cfb65e0d02f6a692b4ab8da1d7..de3f3f0c8c0b1a7f987ffe435e11f19c110edd04 100644
GIT binary patch
delta 34
ocmdm@v`vZoGcPX}0}!ZwTC|ZnjfJs(auJIvQ@qjU=`3@30IX~Y=l}o!

delta 31
lcmdm{v_*;gGcPX}0}$NKoWGGfjfJsxauJK_=9w&Wc>tC834Z_p

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/framework_llm_client.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/framework_llm_client.cpython-313.pyc
index 37a3be28a91e1f83bedc1b86c176591245db0216..e250fed35e05e50c58006ba0db1c1f779b5187a3 100644
GIT binary patch
delta 36
rcmcaPlkxUUM()qNyj%=Gp!#XiM(#dN#`ejxI8~YAjW+M+lyU|D-A)T-

delta 33
ocmcaTlkw(EM()qNyj%=Ga65DUM(#dN#@5NRI8`?v<dkv-0Ky0g`~Uy|

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/llm_rails.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/llm_rails.cpython-313.pyc
index 15525708ce5cd7693985d5cfa2ae98412c4b59ed..6f98d07d7d66bf24182fc5688edafda3c4145712 100644
GIT binary patch
delta 34
pcmZ3iw^Wb&GcPX}0}!ZwTC|aSGBab%<oV31Oz}pWk1)pz0|2kZ3Mc>o

delta 31
mcmZ3gw^)z+GcPX}0}$NKoWGHKGBab<<oV31n~yQa3j+X{a0$Nv

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/output_supervisor.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/output_supervisor.cpython-313.pyc
index cba5b65bab9e4a5a8d899af2e18002a14488462b..6dbc0149b3264e1887304f2f69be9ef032ec841f 100644
GIT binary patch
delta 36
rcmeygm+{M9M()qNyj%=Gp!#XiM(*!ij4hLyxmB6sjW%m=p9%&5?4S$W

delta 33
ocmeyem+{kHM()qNyj%=Ga65DUM(*!ij7^i7xm7o7ai0nX0MK>|a{vGU

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/parallel_executor.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/parallel_executor.cpython-313.pyc
index 7e6aac259fe338f6d76810aa3eafceb6211cbe8e..60934f023578ee4c6ef3399a8db4ded2992a7add 100644
GIT binary patch
delta 36
rcmaF1it)uNM()qNyj%=Gp!#XiMs7D&#+J!Jtg1}$Mw`o7-}?gq-Kh(k

delta 33
ocmaE{it*VhM()qNyj%=Ga65DUMs7D&#-_<Ztg4$US>O8u0K<R_G5`Po

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/pipeline.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/pipeline.cpython-313.pyc
index 8dde16feb181034fe7ba63f795f7e35f98b711a4..2261f53b02f7c3b5b2a22791bd3c632bfd5116cb 100644
GIT binary patch
delta 34
ocmeAS?GEMs%*)Hg00gR^7H#By%*<Fl`8~5LQ@qh;5tdRl0JydaTL1t6

delta 31
lcmeAU?F{Aq%*)Hg00g%)=WpbG%*<Fh`8~7hW-*phH2|MB3Gx5{

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_action.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_action.cpython-313.pyc
index 9c73700d2813445e62300af94bd16ceec3662bc5..be67b8eca5a8dcb6b61bd33cdd1489529a85774f 100644
GIT binary patch
delta 33
ncmeBUoxsZdnU|M~0SHt-E!xPP&&XIextdXxDc)%E0>*a$l5`1}

delta 30
kcmbQh+Q-WMnU|M~0SInq&fmzL&&XIaxtdXR@*>7}0DamCF8}}l

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_decision.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_decision.cpython-313.pyc
index 15d43753ba9b2a84fac78b18ea10f89de07b65fa..9c9966ad3ac704c91f6be2a78ac65db81aae0b3f 100644
GIT binary patch
delta 34
ocmX@gbDW3!GcPX}0}!ZwTC|b7oSCs<ax=3kQ@qjU70h#)0Ifs{1poj5

delta 31
lcmX@kbCiesGcPX}0}$NKoWGH~oSCt1ax=5)=2gsdnE;lH37h}`

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_result.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_result.cpython-313.pyc
index e4a777cefa3d75953bd2195f7651c549824b5cc2..2445e18d91c64a982e5ab3c5bd7ab6d079a47f50 100644
GIT binary patch
delta 34
ocmaFE{*ImdGcPX}0}!ZwTC|ZnnTfG(az2wPQ@qjUDNGTJ0J7x?!T<mO

delta 31
lcmaFI{)V0VGcPX}0}$NKoWGGfnTfGxaz2yl=4nh3i~yVD30VLD

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rails.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rails.cpython-313.pyc
index 81567b4f75d597629543b6d2ccc90bc99e42d382..db39055e0c5151a8cf4e02202d50d6e9b4745174 100644
GIT binary patch
delta 36
rcmdmUiD};@ChpI?yj%=Gp!#XiM($8H#)`>_Y^qH0Mw{E%wk-kx-a-r4

delta 33
ocmdmYiD}OzChpI?yj%=Ga65DUM($8H#<IzYY^s|(*tRVK0K?-8ZU6uP

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/__init__.cpython-313.pyc
index 744f80f5c5d7318b22bd66a166614d1a7a28f7d6..1afa0019b247272390d2a32d42a226d5774b6623 100644
GIT binary patch
delta 34
ocmdlazD1n-GcPX}0}!ZwTC|ZnfRnLpatx;`Q@qjUMovQ}0H%WpEC2ui

delta 31
lcmdlYzDb<>GcPX}0}$NKoWGGffRnLhatx>H=4MVqCIFDG2*UsX

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/_compat.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/_compat.cpython-313.pyc
index 6d79bde398d68a35c24d2dbb1c7aa9026a1d3f55..a580e3921007d9f25d609a8dffbc4d1566b3543f 100644
GIT binary patch
delta 34
ocmeAb?ic3%%*)Hg00gR^7H#C7!^YS;c?Fv)Q@qjUvup>L0Hx{*LjV8(

delta 31
lcmeAd?iJ?#%*)Hg00g%)=Wpbm!^YS=c?Fy5=JRX^m;jGh3EBVv

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/contestation_validation.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/contestation_validation.cpython-313.pyc
index 4dfda6f51ec3c74a81caeb6a090689a7a76ade6e..a101e62981864cc6f79678debc4bf381e8f63d3e 100644
GIT binary patch
delta 34
ocmZn^Y!>AH%*)Hg00gR^7H#BKV`ZE=*@#t@Dc)#vII9*j0F#jjJpcdz

delta 31
lcmZn`Y!u}F%*)Hg00g%)=WpazV`ZE?*@#tjb0n)4GXQ_>2h;!n

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/contracts.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/contracts.cpython-313.pyc
index 3865d2ccb10837dc2e49b8e7d8222ec4cf2e0d39..49a250a36a0c67e94703133a0c9aace9a549a344 100644
GIT binary patch
delta 34
pcmexr`rVZKGcPX}0}!ZwTC|b-6dPmv<ZEoIOz}pWf3y7(1^~}%3@!iw

delta 31
mcmexv`qh;CGcPX}0}$NFoWGI#6dPmf<ZEoIoBy)?5(WUYl?%oI

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/input_size.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/input_size.cpython-313.pyc
index 84347c885a8a4f09766e64d734d1357fbc64c07d..82e7e46da57b9b157e78c6b74f86dd560c5a92f2 100644
GIT binary patch
delta 34
ocmX>ob6AG^GcPX}0}!ZwTC|b-FAHPGWKLF9rg)>xdaS~n0I>QAIRF3v

delta 31
lcmX>sb5Mr+GcPX}0}$NKoWGI#FAHPaWKLGq%?7N(oB)}$2+#lk

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_adapter.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_adapter.cpython-313.pyc
index 0366ecf2ff1b033d61a5370c37a5af783c9465e4..bbf2cb75c6361041fe4a06cf15d2936c56c83a3e 100644
GIT binary patch
delta 34
ocmcaEdsCMCGcPX}0}!ZwTC|b7fP=Afat((nQ@qjUg&byV0JVk*>i_@%

delta 31
lcmca9dtH|MGcPX}0}$NKoWGH~fP=Apat(*-=EWRlYyh3?34#Cs

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_client.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_client.cpython-313.pyc
index 8435c79964d1aef42f5e0a215f4da581bfb3f895..54882cd316d3f48566cc1b3a7c222653ae0337ae 100644
GIT binary patch
delta 34
ocmbPdwZMw|GcPX}0}!ZwTC|Znii5FZavFy!Q@qjUZjQ+!0IVem+W-In

delta 31
lcmZ2rHP4FsGcPX}0}$NKoWGGfii5FjavF!~=3b7;A^?@T3331c

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_rails.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_rails.cpython-313.pyc
index 9f11ca3c5ffb34802a11f668a2e4595be112873a..738d967fceea86e6ee16a2e231cda257e75efbf2 100644
GIT binary patch
delta 34
ocmdnzdcc+YGcPX}0}!ZwTC|bdkeRW4vMsYJQ@qjUB<2`-0I@O&dH?_b

delta 31
lcmX@$y3dvSGcPX}0}$NKoWGIVkeRV{vMsaf<`m`_c>tQ+2@wDQ

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/output_sanitization.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/output_sanitization.cpython-313.pyc
index 401fe78747fa6765ff6d5e4aa7f1adf40cf4abf0..c9af6e39fb44117422a773e189ff237acc0f9cd7 100644
GIT binary patch
delta 34
pcmcbXb0dfQGcPX}0}!ZwTC|Zno|AFn<ZMn=rg)>x6F86Q0079p3l#tW

delta 31
lcmcbSb1jGaGcPX}0}$NKoWGGfo|CbEayF;x=1H8#bO5iJ3akJC

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/pipeline.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/pipeline.cpython-313.pyc
index 69494e732a706979de39af6aa3fb89d8c196b8f9..367c823ff27e4bf9340dd13bd6d19c5b15ed948f 100644
GIT binary patch
delta 34
ocmeyG^gW6DGcPX}0}!ZwTC|Z{Re-T=vY~(~Q@qjUFadc*0LBvu=>Px#

delta 31
lcmeyK^fih5GcPX}0}$NKoWGG<Re-T&vY~+L<_H0KMF6eB34j0q

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/__init__.cpython-313.pyc
index c2e493eb3f2fffb4c91e94b009d3fdadd868fa7d..0988eff547a8ac4bc8c4d99ccc8e661e66bf06c3 100644
GIT binary patch
delta 33
ncmcb~e4Cm3GcPX}0}!ZwTC|aypOLX|vNWSAQ@qh+2gaEInxhEC

delta 30
kcmcc3e3O~`GcPX}0}$NFoWGHqpOLX=vNWUWWGBX%0ETo3T>t<8

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/_context.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/_context.cpython-313.pyc
index 154eeca3942098426f9ca4fe30ef342edc03b541..efbe6b8bb5e5cec23f67b8cecb46c1beee6ee78b 100644
GIT binary patch
delta 34
pcmaE_`%#zsGcPX}0}!ZwTC|aS3kzf4<O3|KOz}pWpR#ZX0RYE$3g7?$

delta 31
mcmeyU`(Bs(GcPX}0}$NFoWGHK3kze<<O3|Ko1e3A2>}4Da0++;

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/ausencia_oferta_proativa.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/ausencia_oferta_proativa.cpython-313.pyc
index 8030b6c4ea3971ee3e84eb9d42e108adcc0a82a9..84b19f8fc632b12e12e5880d556d473f166a327f 100644
GIT binary patch
delta 34
ocmZ1*zdoM(GcPX}0}!ZwTC|bdSC4Vt<VZbLrg)>xb$a@Y0K6LtEdT%j

delta 31
lcmZ1<zc!xxGcPX}0}$NFoWGIVSC4Vd<VZc$%?*0`i~ysu3B>>a

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/coerencia.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/coerencia.cpython-313.pyc
index 77fcc99b89f5e444dd02db55de42f74f1ea2a5a3..d378484121290287d5894995442c142ee54ee1d7 100644
GIT binary patch
delta 34
pcmdn1uwQ}uGcPX}0}!ZwTC|b-G#_LC<m-H@Oz}pW|L{370sy<73hV#?

delta 31
mcmdn5uvdZmGcPX}0}$NFoWGI#G#_K{<m-H@oB#1SG6DdiND71i

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/dlex_in.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/dlex_in.cpython-313.pyc
index 4fbb618a7bcc8cc86665045bdd2aebcfd113e9c1..fe8fd1273681524ffade4362e27d11c6c02e0d3a 100644
GIT binary patch
delta 33
ncmbQiHH(Y;GcPX}0}!ZwTC|b-FEeBBWKI@Urg)>tdMvL1nV$)B

delta 30
kcmbQmHG_-$GcPX}0}$NFoWGI#FEeBJWKI^<$p$R10E8?F3jhEB

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/dlex_out.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/dlex_out.cpython-313.pyc
index ec16fea2b8a44c072efec444d2b5f4f5834eab22..59f0fb27f7e0b11f21a34daa8e6110c9bf04317d 100644
GIT binary patch
delta 33
ncmbQvH<OS1GcPX}0}!ZwTC|b-JS$`0<lC&OOz}pW*u)tDpGyfs

delta 31
lcmbQqH=U3BGcPX}0}$NFoWGI#JS$_*<lC&Oo0-_e83B-w2-^Sv

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/fallback.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/fallback.cpython-313.pyc
index 67419e574914730ab06f54daa5d5ca7bd7a4a8f8..f489aff469a3bd3cc057f49877db335c66ab1004 100644
GIT binary patch
delta 36
qcmey;$@s04k^3_*FBbz4sD4_sk-JKsv2Svlyed<?(dO0io~i)g{0o@?

delta 33
ncmey?$@ry{k^3_*FBbz4+{v83k-JKsv1f9dyz1t)@}8;y#bpaI

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/fraseologia.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/fraseologia.cpython-313.pyc
index d5c23d92e725dc02f066fbfe499888d9c959fcf2..2ce265f6ac88defd811c911787931c9719e14ac9 100644
GIT binary patch
delta 34
ocmca;ec77(GcPX}0}!ZwTC|ZnScY-p<ailXrg)>xEi%500J^ve8UO$Q

delta 31
lcmca?ebJixGcPX}0}$NFoWGGfScb8Ga=eV{<~A8$MgXF|39<kH

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/out_of_scope.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/out_of_scope.cpython-313.pyc
index 605811986280b8ee4a34176e04fbcaef573585cf..31d97eeb0111ab7c00f90baa6d1167577e4033d2 100644
GIT binary patch
delta 36
rcmccG!Fauck^3_*FBbz4sD4_sk^7z#<D|*2oK%_OjW+W;yD<U)<Xa2O

delta 33
ocmccK!FaWUk^3_*FBbz4+{v83k^7z#<AlktoK!apI=e9f0LD%WWB>pF

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/pinj.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/pinj.cpython-313.pyc
index 6414806b2764b7848fa2bfbf5996ca95571402cf..c947a70ed1e9f72e1b02ceb2a1be01b36030aeac 100644
GIT binary patch
delta 34
ocmaFi_{x#{GcPX}0}!ZwTC|b7N}jQ6a+|y=Q@qjU)$+EC0LHiqy8r+H

delta 31
lcmaFm_`;F<GcPX}0}$NFoWGH~N}jP}a+|#B=C$&+i~y}E3R3_8

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/ragsec.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/ragsec.cpython-313.pyc
index 288c058af36d21749a2d6d7ae3982ba9fedf07f2..3ee4c5594911b4fd746b48a4ba6a07acc6ca6426 100644
GIT binary patch
delta 34
ocmaFB@rZ-_GcPX}0}!ZwTC|Z{hMBQvvIes%Q@qh;UuI!O0H?eNqW}N^

delta 31
lcmaFF@qmN-GcPX}0}$NFoWGG<hMBQzvIev2W`Aa3MgWqD2s;1(

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/revprec.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/revprec.cpython-313.pyc
index 1140c6aaf99ffcca67206a0df2888a06e1b75666..c4cce796677a117e2ef6f4f137109e6581f6df73 100644
GIT binary patch
delta 34
ocmX>naY2InGcPX}0}!ZwTC|b-HWy>><mX(fOz}pWdAOYz0lRAoA^-pY

delta 31
lcmca0aZZB!GcPX}0}$NFoWGI#HWy>}<mX(foB6n%7y+T33Az9P

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/tox.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/tox.cpython-313.pyc
index 0e61c16a7f8ae6733763faed965fe024aa1c18a4..2171e2e85e24bfb1dec83d3b49c1c6813f2e8e83 100644
GIT binary patch
delta 33
ncmZo+ZDZyB%*)Hg00gR^7H#A%WMu4|T+67+6mK+n5#u8OkfaHT

delta 30
kcmZo;ZDHm9%*)Hg00eh3=WpaLWMpigT+66Bc?shq0DLM5ApigX

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/toxicidade_output.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/toxicidade_output.cpython-313.pyc
index 3299142be1a5054fc5c3869830bbdeea20142beb..383f5c7a82da392bc338d451d10c6c9eeb89f857 100644
GIT binary patch
delta 34
ocmZ3$zKEUsGcPX}0}!ZwTC|Znk%@8o<Xk3Irg)>xlbHAz0iVDK^8f$<

delta 31
lcmZ3)zJQ(kGcPX}0}$NFoWGGfk%@8Y<Xk4z%~P287y*h}2#Wv!

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/__init__.cpython-313.pyc
index 463c0bef084488da3435791a26d1971da3eefd30..2340921bd1cbb20c5d6294c6b63291f9475bbbed 100644
GIT binary patch
delta 33
ocmey*)5y#HnU|M~0SHt-E!xPvkd?7#@>*6^rg)>tmsr;V0H;R^cmMzZ

delta 30
lcmZqV{m;YwnU|M~0SNA7&fmzrkd?7(@>*8a$yZp{0sxNx3J?GQ

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/alcada.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/alcada.cpython-313.pyc
index 8e6db06e0b92999e4f7823b53b09e1d19f3fdaec..a6892a37332d2dfb9538660fe8e0ed57017978af 100644
GIT binary patch
delta 34
ocmZoy?^Ngh%*)Hg00gR^7H#By&BoX@`8%5`Q@qh;8TM=*0Irh?2LJ#7

delta 31
lcmeBFZ&&C3%*)Hg00eh3=WpbG&BoX<`8%8HW;yn39srfr37-G}

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/anatel.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/anatel.cpython-313.pyc
index c11fe045c7868d0df77f418b26a915d5260541d6..04fcca85114c1126c0f04e11a8114e79cd9c30c0 100644
GIT binary patch
delta 34
ocmdnvzR#WeGcPX}0}!ZwTC|b-D>q};WJVrUrg)>xYCO}#0lR7n6#xJL

delta 31
lcmdnzzQ>*WGcPX}0}$NFoWGI#D>q}uWJVs<%^Ez@!~vsH39SGC

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/confirmation.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/confirmation.cpython-313.pyc
index cc0ecfdaaa98bd87996476b9892c47cd699b882a..ef27b0365afec6e912b037368a4d5c6657630508 100644
GIT binary patch
delta 34
ocmZ1!wj_-EGcPX}0}!ZwTC|bdSe$XfWP5Q{rg)>xDdPKt0kPEz1poj5

delta 31
lcmZ1ywkVAIGcPX}0}$NFoWGIVSe&tMvc0(K<}~qr!T_5z37r4{

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/dlex_in.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/dlex_in.cpython-313.pyc
index c0af6cba1317f5dbf4a35bca10d653980aee474c..031c6db0c976270a2d1c7c0abf11700c2ffa1735 100644
GIT binary patch
delta 34
pcmX>vc~O%4GcPX}0}!ZwTC|b-AS+|{<g=`*Oz}pWKe66r0|32Q3uXWS

delta 31
mcmca8d0vwHGcPX}0}$NFoWGI#AS+|%<g=`*o4>H$Wdi`DKMMW;

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/dlex_out.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/dlex_out.cpython-313.pyc
index 5ba6e9b7eff2d1c3b99375ed704cb2d3ea26ad9e..05fe8ace342a6159daf82e4e00498f71338845b3 100644
GIT binary patch
delta 34
ocmZpcYL(*t%*)Hg00gR^7H#A{!phh)`2wpdQ@qjUudICR0I1Fi3;+NC

delta 31
lcmZpbYL?>u%*)Hg00eh3=Wpab!phh+`2wrz=I^Y0>;REr38Vl3

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/ragsec.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/ragsec.cpython-313.pyc
index 5131d4d0a6674019fae99a2f6c1953abe000ae87..ec9e2e53aed7f0f425bd6959f2649cc41e440abf 100644
GIT binary patch
delta 34
ocmcbnbwi8$GcPX}0}!ZwTC|b-8ardx<VWnPOz}pW**W}q0l^CjQ~&?~

delta 31
lcmcbibxn)=GcPX}0}$NFoWGI#8ardh<VWnPn>jiBc>$){3G4s>

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/revprec.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/revprec.cpython-313.pyc
index 65cc96c33437694d3dc1ff285cdc87083bf2df0f..c944a36ec41d93741bb9c5763d5990e3a08551c6 100644
GIT binary patch
delta 34
ocmcbo^+1dJGcPX}0}!ZwTC|b-B|BsH<ge_iOz}pWr8r!80mWYmlK=n!

delta 31
lcmaE$bx(`?GcPX}0}$NFoWGI#B|Bs1<ge_in`Jm$cmb-33M&8r

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/tox.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/tox.cpython-313.pyc
index 8e03ce6e98a51c116428e70c1d97752931e436bb..ad33f8857a89d20efa2fc163dca5748b1121732d 100644
GIT binary patch
delta 34
ocmaFr@Z5p>GcPX}0}!ZwTC|b-w*X`NWOhMSrg)>xI)aw`0K}OJ5&!@I

delta 31
lcmaFv@YI3(GcPX}0}$NFoWGI#w*X`7WOhN-&3b~C`~a(b390}9

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/__init__.cpython-313.pyc
index 65e10062714d88d6309bee94fdfcb8be8c039e29..a280463231c8753740771be4e95e7adc4bf24d19 100644
GIT binary patch
delta 33
ncmbQrGM$C{GcPX}0}!ZwTC|Znf|0Rjatfm=Q@qjSPR1Spk+=y9

delta 30
kcmbQvGL?n<GcPX}0}$NFoWGGff|0RnatfpB<Zi|u0DWr+qW}N^

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/alcada.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/alcada.cpython-313.pyc
index e41a0782449d94797eefdf20f2d760734f1a9306..34c982f536bf16f10cc93fa92986f26a11176134 100644
GIT binary patch
delta 34
ocmcb~cbkv<GcPX}0}!ZwTC|ZniIuTyavrNHQ@qjU$*jj10kLcfDgXcg

delta 31
lcmcc3cax9%GcPX}0}$NFoWGGfiIuTqavrPd=Bcd57y+7<3BmvX

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/pinj_patterns.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/pinj_patterns.cpython-313.pyc
index 116a2fef47147d406b4edaf6e26297d54c38c0da..18dbfb220c8bd9de3585b985f208ec79bed56097 100644
GIT binary patch
delta 34
pcmbOvJ4KfJGcPX}0}!ZwTC|aS1sCJQ$y>Nonc|H$-{jiK3;?Vr3YP!?

delta 31
mcmbOtJ4u%NGcPX}0}$NFoWGHK1s7xg<SksPn{RXNWCj3~$qFw3

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/tox_blocklist.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/tox_blocklist.cpython-313.pyc
index 69fa2d6a6a5e45c9db53c3411caf5ef94e124142..c5c716a1899e2d6cc624763ded75da7947198eef 100644
GIT binary patch
delta 34
ocmaFF{e+wQGcPX}0}!ZwTC|Z{j)igJWGxm|rg)>x{w$Lj0jiq`I{*Lx

delta 31
lcmaFD{fL|UGcPX}0}$NFoWGG<j)k#*vKEW#=0KLoi~yA>2-5%n

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/__init__.cpython-313.pyc
index 02cfd33cdafdcfe487e67a09a4586fcf63201aff..8e60226c1d282f93653ef861ac61487f5594b5ae 100644
GIT binary patch
delta 31
lcmbQiJd2t8GcPX}0}!ZwS~QXSDP!ftkE%@ZMw7)Dn*feQ33UJf

delta 28
icmbQmJcF70GcPX}0}$NFoIjEKDP#G>kE)X;7@Gig?+Fb6

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/mcp_mapper.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/mcp_mapper.cpython-313.pyc
index ebfe626848cb13201d3f47d16724e2a5a3f9f34d..15e00436bcfa4dbb93b6cc1a06d6331467cef250 100644
GIT binary patch
delta 34
ocmcbja!rN%GcPX}0}!ZwTC|bdiJ7r_vLCZ5Q@qjUV&;c@0I>=Q{{R30

delta 31
lcmcbnaz%yvGcPX}0}$NFoWGIViJ7r-vLCbR=2GT|d;prp36}r>

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/models.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/models.cpython-313.pyc
index c7643ed88d9fcb0c5f955f74a732bc4e3e9146fc..a9e0d412c2d723ecb824ad3d9331487a6823b590 100644
GIT binary patch
delta 34
ocmX>haY};wGcPX}0}!ZwTC|b7oSCtFax=3kQ@qjU70e4b0I;D7BLDyZ

delta 31
lcmX>laYBOoGcPX}0}$NFoWGH~oSCt7ax=5)=2grKH~^Wu3A+FQ

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/resolver.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/resolver.cpython-313.pyc
index a6cfed472a36d72cc8cedaa012ff71d6150f488c..667d8c2e1341cb33f8bde81f9549ba4d860976d3 100644
GIT binary patch
delta 34
ocmaE<@>+%aGcPX}0}!ZwTC|Znn3=J1ay+vtQ@qjU7UrjX0Jw1qUH||9

delta 31
lcmaE@@=}HSGcPX}0}$NFoWGGfn3=JBay+x@<~HW1d;p<O3HAU0

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/__pycache__/__init__.cpython-313.pyc
index c1caea452ed64079c88067aee1a70f6c95baeef8..f2b28f373a5958179cc856e30211041e7b34ef9e 100644
GIT binary patch
delta 33
ocmaFG@`i=`GcPX}0}!ZuTC|aSBO_z^<h_ilOz}pOA2D_S0I#45rT_o{

delta 30
lcmaFE@`{D~GcPX}0}$NFoWGHKBO_z!<h_illb<kl005Vg3O@h<

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/__pycache__/judge.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/__pycache__/judge.cpython-313.pyc
index fbca2fb9a0a8c2206009170f483241c0381dcf0b..513c1ac69fe7be88e1d2d525fd0226b5d7fc8ae1 100644
GIT binary patch
delta 36
rcmZ2_kZJirChpI?yj%=Gpz>+aMs9l+#*)e2EUHZLMw<&*Oy>Xq&uI#?

delta 33
ocmZ2}kZI{bChpI?yj%=Ga3^#AMs9l+#-hpIEUKG}SWM>t0JgmfOaK4?

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/__pycache__/__init__.cpython-313.pyc
index 2f95a868653bc463b2becd4da52c383697130dbf..f29e56b8a016920672c23e851f91ee98a640bba8 100644
GIT binary patch
delta 30
kcmaFJ_?VIVGcPX}0}!ZuS~QW{n6YW1y(&|@(ZrNm0Ek@(?EnA(

delta 27
hcmaFN_>htNGcPX}0}$NFoIjD<n6Y7^z3RlYS^#tB2!;Rv

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/__pycache__/llm_client.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/__pycache__/llm_client.cpython-313.pyc
index 5d7c24389f574ef93695f755de345e9635efbc3e..37d75e8944dffa835aa4ad72be064d8ead3a044a 100644
GIT binary patch
delta 34
ocmbQEHBXECGcPX}0}!ZuTC|b-J2PX;WM&psrg)>x8Z2J~0IQk_*#H0l

delta 31
lcmbQIHAjp4GcPX}0}$NFoWGI#J2PX`WM&rC%~~v91OSyg3331c

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/__init__.cpython-313.pyc
index cf731d8f5ed168b5936e3199898001ee582f79c7..4d82da4c3025135e6dbe5be50c7be83e1986b712 100644
GIT binary patch
delta 30
kcmaFK_?nUXGcPX}0}!ZuS~QW{n6Yc3y(&|@(ZrNi0E&eP4FCWD

delta 27
hcmaFO_>z(PGcPX}0}$NFoIjD<n6YD`z3RlYRseO!2&Mo4

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/aluc.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/aluc.cpython-313.pyc
index e25ed611d44eb1b6a6150b86165115fbd36818f6..1f63e39dd96c8c726f3792e6183a53703ef92522 100644
GIT binary patch
delta 33
ncmZoPZZ_ur%*)Hg00b(Z7H#B?lVEI{oF$>k6mK-SU*Z!0n+pl|

delta 30
kcmZoRZZzip%*)Hg00eh3=WpbWlVEI_oF$<;d7{K80ELtZkN^Mx

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/csi.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/csi.cpython-313.pyc
index 615c00918c4526c7ee9de6095f341ed089b7250d..f1dc7156ba6270a4527bc3246cc49ffd2362f9ea 100644
GIT binary patch
delta 33
ncmdnOwT+AWGcPX}0}!ZuTC|Z{m4&f&vLTBqQ@qjSFqV4&m5m7x

delta 30
kcmdnSwS|lOGcPX}0}$NFoWGG<m4&f+vLTD=<Or5~0D-Frr~m)}

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/fallback.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/fallback.cpython-313.pyc
index 627aa3e0cf1cd059aeb92a6a251473ede1633019..852c9e0041ce1a48fff41c61767223864be0d216 100644
GIT binary patch
delta 34
pcmaEC_tcL2GcPX}0}!ZuTC|b7osY3=@?<_$rg)>xJNQ-$006~13mX6c

delta 31
mcmaEA_t=j6GcPX}0}$NFoWGH~osY3&@?<{M&Aa$k3jhGD2@13T

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/rqlt.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/rqlt.cpython-313.pyc
index 3de4edefcd0aaa883d0a02dad6c1c0c9e7e158ee..bc32f1015af446afa6bea6f5e58b84a437e8e601 100644
GIT binary patch
delta 33
ncmeC>?C0eE%*)Hg00b(Z7H#A%U}kKaT*Iu&6mK+nA@dsmlf((E

delta 30
kcmeC@?B(SC%*)Hg00eh3=WpaLU}kKYT*It7c`@@F0Dlt+MF0Q*

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/vctn.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/judges/calibrated/prompts/__pycache__/vctn.cpython-313.pyc
index 3250734d187c42e76dd191b399bf8bc92674dd2d..16fc593ab54c46d725b1d9245f5b54a430157b91 100644
GIT binary patch
delta 33
ncmeyw@`Z)_GcPX}0}!ZuTC|Znk&&@&axSAPQ@qjSNsJEwsq6|Z

delta 30
kcmeyu@`;7}GcPX}0}$NFoWGGfk&&@waxSCl<SC2~0Fz+}#sB~S

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/__init__.cpython-313.pyc
index 4f933a0ac3a85bffbb604f13ca6416efcb127b59..c982ee8057ee2cee2c946729d85d627dbdac2263 100644
GIT binary patch
delta 33
ncmcb^e2<y?GcPX}0}!ZwTC|Z{laaAxvMHk~Q@qjSD8?oLoa_kb

delta 30
kcmcb|e21C)GcPX}0}$NKoWGG<laaA#vMHnL<QT>#0EkQoe*gdg

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/base.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/base.cpython-313.pyc
index 1cc721696070506232a4c3bdbc2104aa3c2474c3..467a89078ec5fe8d66bc74dbfa294754fba67ec7 100644
GIT binary patch
delta 34
pcmcc4bCZYrGcPX}0}!ZwTC|b-3?pN~<Qt5tOz}pW|1w6g006qD3ef-n

delta 31
mcmcb~bDf9#GcPX}0}$NKoWGI#3?pOS<Qt5toBuOLu>b&}zzS#p

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/profile_resolver.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/profile_resolver.cpython-313.pyc
index a8df724167e12f1a46531c7d27cb8158ca4c1537..37d1d0c09bb8e2ffac4b2d088dbc788fd8392bd5 100644
GIT binary patch
delta 34
ocmaFm@y3JuGcPX}0}!ZwTC|b7nwha?ayzpsQ@qjUHO%`I0LFF;4gdfE

delta 31
lcmaFk@ydhyGcPX}0}$NKoWGH~nwha`ayzr?=5@^b6acMj3Z(!5

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/providers.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/providers.cpython-313.pyc
index 55667e21d4a1c237a62147b39d68e3f00203f89b..31f23ae75f731381df0b18cfde43e091c32d9a72 100644
GIT binary patch
delta 36
qcmZpA&(!jsiTg7zFBbz4sD4_skz19Ov2?N_t145x(dIB#olOAGAPS8D

delta 33
ncmZp9&(!puiTg7zFBbz4+|Hc8kz19Ov3Rl}tLo+mR-H`%ww?+k

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/structured_output.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/structured_output.cpython-313.pyc
index 51f486a6969f6a23d417ecc607343c89d4a949fc..97ff627d28cd7c7e6c3480c87f26731f390a31da 100644
GIT binary patch
delta 34
pcmZ2%wbY9HGcPX}0}!ZwTC|aS4>M!!<P*%QOz}pW-!hv?0syyt3Yh=^

delta 31
mcmZ2#wb+XLGcPX}0}$NKoWGHK4>M!+<P*%Qo8L2=Ndf?#=L#?Y

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/types.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/types.cpython-313.pyc
index 5082409e4340596536d659e8666d7c969ad73d8d..64babb1800ccd920e5a73bbd96a5b3a1b4792e94 100644
GIT binary patch
delta 34
ocmeyx`G=GHGcPX}0}!ZwTC|b7f|;>!atpI6Q@qjUmCS*R0J!lA5C8xG

delta 31
lcmeyv`HPeLGcPX}0}$NKoWGH~f|)UYatpKS=GDxBi~ylC38w%6

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/__init__.cpython-313.pyc
index d4bfbb4b0e7b682562881676864f1043fbb418dc..72a2ad3ec4e124d2fc443ccdcf20b70f2868f289 100644
GIT binary patch
delta 33
ncmcb~e4Cm3GcPX}0}!ZwTC|Z{i;=NpvKgZ)Q@qjSXvR7KoJ0uW

delta 30
kcmcc3e3O~`GcPX}0}$NKoWGG<i;=NtvKgc5<XFZ!0Ee&$cmMzZ

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/client.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/client.cpython-313.pyc
index e51ef90c54cd2e2256cde40059ca93a1ecf0aa28..6575b47d080058687702318a78e9a775e8cecf45 100644
GIT binary patch
delta 36
rcmey>&-kaGk^3_*FBbz4sD4_sk$WLCW6|Wb%&JWBMw>4&Yq$Ua<VFj$

delta 33
ocmey<&-kmKk^3_*FBbz4+|Hc8k$WLCW5MLL%&MEOFl)E~0LW(xO8@`>

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/models.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/models.cpython-313.pyc
index 2c1f9120711765e55ee48eb043d255067cf4df44..c29938b2d1363f7faf16de53025c0d4c4990a031 100644
GIT binary patch
delta 34
ocmca1a7%#uGcPX}0}!ZwTC|bdgNd<datM<uQ@qjUN~Zg)0Ie<w+5i9m

delta 31
lcmca5a6^FmGcPX}0}$NKoWGIVgNd<VatM>^=4z(<tN@oa32^`b

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/registry.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/registry.cpython-313.pyc
index c2d673c659ab7ef9dd560f35944e5a4f6747e8b7..3c77fe0bcead9b9200ecad6f1e4ae7a3c4970d8d 100644
GIT binary patch
delta 34
ocmZosZBym`%*)Hg00gR^7H#AfVPY(qtiYto6mPWImC0TJ0F_?|EdT%j

delta 31
lcmZouZBga^%*)Hg00g%)=WpZ|VPY(rtiYtY*`3K=004p#2gCpX

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/tool_policy.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/tool_policy.cpython-313.pyc
index 3703011ad132fdc65420c2580ee52e56990aba29..d05e49d44fe24bd5a3eac015527c84c4443c112c 100644
GIT binary patch
delta 34
ocmdn0vt5V#GcPX}0}!ZwTC|b7h>5X$avhT@Q@qjU#Y~fg0k8845C8xG

delta 31
lcmdn4vsH)tGcPX}0}$NKoWGH~h>5XuavhWE=A}%NgaMfu38w%6

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/tool_router.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/tool_router.cpython-313.pyc
index 78b78233a1eb585942f249c82c2e99522ba014d5..fbc730745e615e9f7b9ab0ed7067034b121d573a 100644
GIT binary patch
delta 34
pcmaEx_dbvNGcPX}0}!ZwTC|aSKNn;9<kMWLOz}pWKXBFR007wq3<m%J

delta 31
mcmaE#_co9FGcPX}0}$NKoWGHKKNn-^<kMWLn?G^Y>Hq+}Q45{`

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/__init__.cpython-313.pyc
index eb070c7e05299ca1835aeb4e4b30ab498154fae0..aaf6786f45868c3e0327dbfef2c05a58c615d099 100644
GIT binary patch
delta 33
ocmaFQ@sWf3GcPX}0}!ZwTC|aSE;D2K<dw{-Oz}pO&oM6q0I&xNoB#j-

delta 30
lcmey!@t%YGGcPX}0}$NKoWGHKE;D24<dw{-lP@qY1OS){3Nruz

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/long_term_extractor.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/long_term_extractor.cpython-313.pyc
index 4d634cfb799f49cea11ef51dab12fbee15f192d5..43cef0b8602db9fc8422586a6e91248dd6593371 100644
GIT binary patch
delta 34
pcmca8d|8<LGcPX}0}!ZwTC|aSD;s0e<b!OgOz}pWpRv7W0sy+G3qAk<

delta 31
mcmcaCd{LPDGcPX}0}$NKoWGHKD;s0O<b!Ogn_sZKW&!}A@e0)d

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/long_term_memory.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/long_term_memory.cpython-313.pyc
index a36e263449346d2a5368c29a6bd5fd7bf0b95412..b4da7475f2e644c85cbe20a25bad63a1f54cfd44 100644
GIT binary patch
delta 34
ocmdmPy3>^VGcPX}0}!ZwTC|bdiixp)vKx~sQ@qjUY$hKG0ISdmMF0Q*

delta 31
lcmdmKy4{rfGcPX}0}$NKoWGIViixpyvKy1?=3FKp2>_Ms2;2Yw

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/long_term_models.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/long_term_models.cpython-313.pyc
index 2193260b049aaeae9d42d8a436cb8a5696a7bc07..8af63eb24dc8d3bc298366374588642cf33db458 100644
GIT binary patch
delta 34
ocmcb@dySX-GcPX}0}!ZwTC|b7i;=N@@-#+Org)>xyBQ@}0kUNY)&Kwi

delta 31
lcmcb{dxe+#GcPX}0}$NKoWGH~i;=N*@-#-(&3hRoSpk~q32guX

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/long_term_store.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/long_term_store.cpython-313.pyc
index 5aa19260dc11bc3b250ca1c1af8b687daf1d2d88..43b94734c3f92bbb670a23022b4d979e860d0440 100644
GIT binary patch
delta 36
rcmZpA!r1bJk^3_*FBbz4sD4_sk^3<dW8LKUOsY)rMw>;L-{k=S;A9Lg

delta 33
ocmZp9!r1hLk^3_*FBbz4+|Hc8k^3<dW6k9EOsbp3nBV0A0K=^d#Q*>R

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/message_history.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/message_history.cpython-313.pyc
index 8d6318d37ea9c56faa41e7709032b734574327ad..ff0d9324af503f91cee26ebf73bdb30fe37d7332 100644
GIT binary patch
delta 34
ocmZ4PxYCjPGcPX}0}!ZwTC|b-A0uPkWG*IErg)>x`b-sa0JE+Mxc~qF

delta 31
lcmZ4KxZIKZGcPX}0}$NKoWGI#A0uPUWG*Jv&4x@BasZrA2~Yq4

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/summary_memory.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/summary_memory.cpython-313.pyc
index eb0f8b4106542bee35f4a3e88d9182285bd33b8b..ad97060a12c9cab32379472a2ccff71c9ce99b04 100644
GIT binary patch
delta 34
pcmcbY_#lz{GcPX}0}!ZwTC|b-C^KX2<crLzOz}pWzcIhi0RYnh3_Sn<

delta 31
mcmaEmcrTIrGcPX}0}$NKoWGI#C^KXA<crLzn}0CB&;bCq=?l~V

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/summary_store.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/summary_store.cpython-313.pyc
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GIT binary patch
delta 34
ocmdnswaJV7GcPX}0}!ZwTC|Z{mWi=uvL=%%Q@qh;Kc+`Y0IbdlrvLx|

delta 31
lcmdnwwZV(~GcPX}0}$NKoWGG<mWi=yvL=)2<^ZNgN&uHl2|fS-

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/__init__.cpython-313.pyc
index e60831ded1d1a2c7005cea4a4a216bbc59aeea1e..4d602976b0d776fb3752603e9105799f0b92a70f 100644
GIT binary patch
delta 30
kcmcb{c!QDqGcPX}0}!ZuS~QW{n6Z4Ky(&|@(ZrM@0EK1<!2kdN

delta 27
hcmcb?c#V<!GcPX}0}$NKoIjD<n6Y%Cz3RlYA^>qk2w4CC

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/identity.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/identity.cpython-313.pyc
index 0916ec78ad8068ac37f86ce23a6bcdb7998472ab..470d06179324a7185399ee7f5c91dc571b9822ae 100644
GIT binary patch
delta 34
ocmeB_?w02M%*)Hg00b(Z7H#A{%E(wg`68n#Q@qjUZ;X?<0je<yga7~l

delta 31
lcmeB{?v&>K%*)Hg00g%)=Wpab%E(wc`68q0<{ylcxdD>y3LF3c

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/session.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/session.cpython-313.pyc
index 68e68130b9cb3a2f7b6a7cb165866deb156b3453..b8dec2db152fdd1f734b6f60ff1ccfc2e5639536 100644
GIT binary patch
delta 34
ocmbOtI!%=OGcPX}0}!ZuTC|aynVGR{GC#8_Q@qh;6XpbV0F%lH761SM

delta 31
lcmbOxIz^QGGcPX}0}$NKoWGHqnVGR<GC#BGW;5mlb^w6v2d)4B

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/__init__.cpython-313.pyc
index e52f92a1a3cc19934b4d110dc4c0717d23adfdf8..b91eb2a722715eae2cc8d2bb159574a222dc1f7f 100644
GIT binary patch
delta 33
ncmeyw^@WT3GcPX}0}!ZwTC|Znl7+Euaw>}|Q@qjSE|wPns)q_I

delta 30
kcmeyu^@)r7GcPX}0}$NKoWGGfl7+Emaw?1J<Q|q60F&tn!T<mO

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/code_mapper.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/code_mapper.cpython-313.pyc
index fdade17464fd7f3d769b1661051d31ee531424c6..221f212712284107c6889ea3ffe4a40eb1990f86 100644
GIT binary patch
delta 36
rcmX@UoblvxM()qNyj%=Gp!#XiM((SujE$2YvZ^x08*OG|JLn4l;ZzIK

delta 33
ocmX@PobmW_M()qNyj%=Ga65DUM((SujP;WrvZ`+8U_0mw0K}#XX#fBK

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/context.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/context.cpython-313.pyc
index f3181065f504cfdf6e2265bc0b246622d6ab9e47..fd75cd4d88b55b2c58059f9d314065faece7683b 100644
GIT binary patch
delta 34
pcmca*dB>9bGcPX}0}!ZwTC|b-G#g{><m+szOz}pW|FGQ?1pvt03*P_$

delta 31
mcmca(dCQXfGcPX}0}$NKoWGI#G#g{}<m+szoBy%h69oXSmJ4<O

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/event_bus.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/event_bus.cpython-313.pyc
index a7a250c450b695e9f002c249848e021b1fc5d1a4..2c167ff049ca630013edd052fb7101f80dfb8c6d 100644
GIT binary patch
delta 34
ocmdlWvq^^gGcPX}0}!ZwTC|b-2Qy>+WEK`xrg)>xnk?*G0IO99@c;k-

delta 31
lcmdlavq6UYGcPX}0}$NKoWGI#2Qy>sWEK|H&Dt#NTmY1`2#5dx

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/guardrail_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/guardrail_events.cpython-313.pyc
index aa4a5022d33fe949dbc8b87baf13fdd6db4726fc..b1947d21dea0b1b79913ae35dbc1621732ce08d5 100644
GIT binary patch
delta 34
ocmZn?Xc6H4%*)Hg00gR^7H#BKVq|QatjDOz6mPUSm~lND0Fv<to&W#<

delta 31
lcmZn>XcFN5%*)Hg00g%)=WpazVq|QYtjDOjIh1id8vuW*2sHoz

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/ic_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/ic_events.cpython-313.pyc
index 10a61af95e5a4a4452abfdde49a3103a1116b0f5..27ca857fb71f23be39ed24ed2b36dc29f0192f03 100644
GIT binary patch
delta 33
ocmey!@|lJEGcPX}0}!ZwTC|aS5+h^%<avy$Oz}pO4>PU<0Irq_h5!Hn

delta 30
lcmey&@{xu6GcPX}0}$NKoWGHK5+h^n<avy$laDg40|1uW3LO9d

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/judge_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/judge_events.cpython-313.pyc
index 47e173e2c70480a3060307dfc7f5fa03b8eab301..840e6ba465884cd065627d27408564c8a80b80f4 100644
GIT binary patch
delta 34
ocmZqTZsF$s%*)Hg00gR^7H#AfVPtHYtiY(s6mPWImC=?30FLDc@&Et;

delta 31
lcmZqSZsO+t%*)Hg00g%)=WpZ|VPtHWtiY(c*`3jr1ps^;2Z;ax

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/langgraph_telemetry.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/langgraph_telemetry.cpython-313.pyc
index a09c898da6fb0ad3a314cce151d76a1ebb186d7e..9c70f7a92fb45e3a475fd7d87643f8e898948f44 100644
GIT binary patch
delta 34
ocmaE?_Ee4gGcPX}0}!ZwTC|bdo|&<8vNy9TQ@qjU0_M;B0JY`{IRF3v

delta 31
lcmaE=_E?SkGcPX}0}$NKoWGIVo|&<IvNyBp<|5|L`~aU43D5ul

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/llm_advisors.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/llm_advisors.cpython-313.pyc
index f6a537b0a8dba3a28ead07668c2eacda9f94b5c7..e02f1ceb831b9f72cd85abef0b95b658e7f693d1 100644
GIT binary patch
delta 34
pcmew<_FIhmGcPX}0}!ZwTC|aS5hG*M<aLayOz}pWFEcLV1OUQZ3l0DP

delta 31
mcmew@_EU`eGcPX}0}$NKoWGHK5hG*6<aLayo3Ao1;{*VyGYX{u

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/noc_contract.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/noc_contract.cpython-313.pyc
index d117f5c2339fdeafc92734c4ec9b2b775ecefd90..0c967ffb07ff968574e5581c17d72fcc79227568 100644
GIT binary patch
delta 34
ocmcblenp-8GcPX}0}!ZwTC|bdiHWgkvLBNwQ@qjUVy1XO0I-A!h5!Hn

delta 31
lcmcbjeo3ACGcPX}0}$NKoWGIViHWgcvLBP`=2E73K>(T=2^|0c

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/noc_otel.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/noc_otel.cpython-313.pyc
index 6ac05fd6c7a57e4a2962b0957b3eed3c7255d5ce..f953f75d4d843669eee55782d730300a91205871 100644
GIT binary patch
delta 34
pcmdmJxY>~VGcPX}0}!ZwTC|aS9W!Iy<Xz0FOz}pW?=xQ#0RXsX3lRVS

delta 31
mcmdmNxY3aNGcPX}0}$NKoWGHK9W!Ii<Xz0Fn;$Y?5&;091PZ7C

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/observer.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/observer.cpython-313.pyc
index c8a30ca5d675110f11008b37027d2b7790583f52..78e790327615426a5b9f20ed5309a1ec425f0942 100644
GIT binary patch
delta 34
pcmeyM{z;wtGcPX}0}!ZwTC|aSAv0s$<h9JIOz}pWFEPsr006@#3Y-7{

delta 31
mcmeyQ{z0AlGcPX}0}$NKoWGHKAv0sm<h9JIo3Aj-2><}8(+V>H

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/otel.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/otel.cpython-313.pyc
index 4961d2f537277d2974c0f3fcff9b14ee92ceb959..54969b6ed70478c9543f1631e8f123185ff6be51 100644
GIT binary patch
delta 34
pcmcaCbybS{GcPX}0}!ZwTC|aS6&qvK<ZW!KOz}pWZ?jdf0RXy93b+6O

delta 31
mcmcaAby<r0GcPX}0}$NKoWGHK6&qv4<ZW!KoA0t!umJ#}x(ZJK

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/streaming_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/streaming_events.cpython-313.pyc
index fa0d088f4d046364cf44f54f8073ef4753ae67a1..310750e687cd5bb4468f8cd3d1e0d3526dbd89e4 100644
GIT binary patch
delta 34
ocmZ3*w}y}VGcPX}0}!ZwTC|bdfRV9nvJImuQ@qjUM8=b>0G_4^EdT%j

delta 31
lcmZ3(w~CMZGcPX}0}$NKoWGIVfRV9fvJIo^=48f`tN@B92*dyY

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/telemetry.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/telemetry.cpython-313.pyc
index 6e14600a6939321ee95ea4ecc1ee7b2f5d0f8f70..1403568adbaa51b2d8d3dfb882f1f3932b7eba33 100644
GIT binary patch
delta 36
rcmX>-llkmSX710tyj%=Gp!#XiMs5Xm#`?)R?5a%hMw<iKtBwKy%~}fA

delta 33
ocmX>*llk;aX710tyj%=Ga65DUMs5Xm#@fj`?5dlC*{hBM0JRhfZU6uP

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/token_cost.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/token_cost.cpython-313.pyc
index 676cc7dedb94dc6df122e5f6509cbfe3a8ba0116..65093788144fde6d31cecf249f51fb767bb8f999 100644
GIT binary patch
delta 34
ocmez5{Kc93GcPX}0}!ZwTC|bdjFYipvJ<B&Q@qjUbk1%G0KZuZAOHXW

delta 31
lcmez3{K=X7GcPX}0}$NKoWGIVjFYi$vJ<E3=1k6R2>_?63AX?M

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/workflow_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/workflow_events.cpython-313.pyc
index 8cfe8a502b587de0b19ae61825a16d21cb1cd2e3..0895aa48d59a818db7febed3b1f36988da16b933 100644
GIT binary patch
delta 34
ocmZpaYL?>u%*)Hg00gR^7H#DAWn^rf9LcE46mPV-j<J~=0Gb2|2><{9

delta 31
lcmZpcYLw#s%*)Hg00g%)=WpcpWn^rg9LcD<xq-2n8vuof2%rD}

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/oci/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/oci/__pycache__/__init__.cpython-313.pyc
index 199cb2d740ebca1e5f6e2e4e82dce82d6c100d52..d37c458eee01dc2fcfd236452416c1f39dee2bdc 100644
GIT binary patch
delta 30
kcmcc2c$Ja+GcPX}0}!ZwS~QW{n6YG{y(&|@(ZrN|0EDOrwg3PC

delta 27
hcmcc0c$ty=GcPX}0}$NKoIjD<n6YT0z3RlYd;oBf2u%P0

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/oci/__pycache__/auth.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/oci/__pycache__/auth.cpython-313.pyc
index c62ed31a4e3d665ce91952986bd50d12e015d0d0..df2d63e9c3feb8fb59155684295fba03e91269b7 100644
GIT binary patch
delta 34
ocmZ22xmJ?<GcPX}0}!ZwTC|b7mXonyawn%MQ@qjUb)0{h0IMPjUjP6A

delta 31
lcmZ20xmuF@GcPX}0}$NKoWGH~mXk4Wawn(i<_(;GnE;fZ3HAU0

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/__init__.cpython-313.pyc
index d4e59f695a8dc22edfab7133725bb78f654e8e8b..f43852636bd698f7f4bda0773ed5aaf7b68991e5 100644
GIT binary patch
delta 30
kcmcc3c$bm;GcPX}0}!ZwS~QW{n6YM}y(&|@(ZrN;0EW;A)&Kwi

delta 27
hcmcc1c$<;?GcPX}0}$NFoIjD<n6YZ2z3RlYasYCF2yOrX

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/oracle_store.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/oracle_store.cpython-313.pyc
index 99c6ac076a29b090431d5a8d31d86bcec86b5980..d82d14bf01e8838ecdff4e9032fd5f22bd593e42 100644
GIT binary patch
delta 36
rcmaF;jOpz&ChpI?yj%=Gp!#XiMs9W{#)iqlOsY)rMw=~|j5h)R<+uv_

delta 33
ocmaF+jOq0=ChpI?yj%=Ga3^#AMs9W{#=6PEOsbo$n2a|90L!fklK=n!

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/sqlite_store.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/sqlite_store.cpython-313.pyc
index 1d3f8d5d27df1a4510627dd4f7651e54c9d156ae..6876be87f74b5c9e07472790f2ec6565f5d800fe 100644
GIT binary patch
delta 34
ocmZ2gx~7!-GcPX}0}!ZwTC|Zng^{sgasi_%Q@qjUsf?nQ0KG5@5dZ)H

delta 31
lcmZ2ex~i1>GcPX}0}$NFoWGGfg^{stasi|2=IM;0mH?$Q38?@8

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/presentation/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/presentation/__pycache__/__init__.cpython-313.pyc
index c23bb7da8e2bd7b33448f87330d44e367274a8b1..f3d2b878835cde264dc191337dbb2fa05929b243 100644
GIT binary patch
delta 33
ncmX@ce1e(#GcPX}0}!ZwTC|ayhmo;%vIL_lQ@qh+TgFZRl(PtR

delta 30
kcmX@Xe2kg<GcPX}0}$NKoWGHqhmo;*vIL{*WP8R=0D&q93;+NC

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/presentation/__pycache__/renderers.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/presentation/__pycache__/renderers.cpython-313.pyc
index 68466170e26602c16899a0bade231aa135e12b60..2769ba9e35b846662ddd33ab0a72de0b50a70fd9 100644
GIT binary patch
delta 34
pcmcbscwdqGGcPX}0}!ZwTC|b-G9zQ%<ok@OOz}pWS(t9}0RX@a3bX(K

delta 31
mcmcbwcvq48GcPX}0}$NKoWGI#G9zQn<ok@Oo7tFd@&N#*FbYcm

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/__init__.cpython-313.pyc
index e6c302bfcb54d0b74d1f7f79b26a6e0e87590efc..9d0343e4aa7164112d74a134a9b95275626a16fe 100644
GIT binary patch
delta 33
ncmX@gdYqN}GcPX}0}!ZuTC|aylZmlpvM7@(Q@qh+E2eG$lr{)y

delta 30
kcmX@kdX$y>GcPX}0}$NKoWGHqlZmltvM7`4WE-Y#0D$5M0RR91

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/embedding_provider.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/embedding_provider.cpython-313.pyc
index fdf9cd31ec7deb781ec22a5aea1191f4319b017b..a7defeb1aec60ab8897d4f05d69f2814f9faf40f 100644
GIT binary patch
delta 34
ocmexj^v#I-GcPX}0}!ZwTC|bdmyxk<awMZFQ@qjUI>v9}0KP#AmjD0&

delta 31
lcmexn^u>t#GcPX}0}$NKoWGIVmyxk%awMbb<_5-Z;sB<Y3N8Qu

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/graph_store.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/graph_store.cpython-313.pyc
index 990e8dcda335a4178ffa70a8eb2c902e9837a5f5..5c39bc805e32aa675390c41d2aa1eb82f309e8cf 100644
GIT binary patch
delta 34
ocmbQPJyV<eGcPX}0}!ZuTC|bdn~|}6ayX+ZQ@qjU8b)am0HPoW;{X5v

delta 31
lcmbQKJzbmoGcPX}0}$NKoWGIVn~||}ayX;v<~l}c5de(^2zvkk

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/ingest.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/ingest.cpython-313.pyc
index c8a55a0147e2f7b8472a882130bad1ecafcf4329..ed178722ca839f349d004cf5951d25857131ecf7 100644
GIT binary patch
delta 34
ocmZ3Iv@D7HGcPX}0}!ZuTC|Z{keRV)vMjSIQ@qh;C+0`G0Ikvqo&W#<

delta 31
lcmZ3Mv?Pi9GcPX}0}$NKoWGG<keRVyvMjUeW*6p1x&WAd2{r%#

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/kbdb_service.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/kbdb_service.cpython-313.pyc
index 3933e8b08802110561ee102382afb686ba52b634..ef04e2691cce6d1a971a8715c4990b7b396fb8e9 100644
GIT binary patch
delta 34
pcmbR3H`kB*GcPX}0}!ZuTC|aS79(TD<YkPiOz}pWPcsIn0syuF3S|HQ

delta 31
mcmbR1H`|Z<GcPX}0}$NKoWGHK79(TX<YkPio6j-^r~&|<9|`>c

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/rag_service.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/rag_service.cpython-313.pyc
index 46bd04b43ef8158bb634d05edad9fbd369c33f94..853b2c2e7017d7851f931ddef5a1e26fa7c3c550 100644
GIT binary patch
delta 34
ocmbOjIysd4GcPX}0}!ZwTC|bdm4&f<av+N;Q@qjUG8Sny0IJmqH2?qr

delta 31
lcmbOnIx&>{GcPX}0}$NKoWGIVm4&f%av+Q9<_Z>RH2{>~2+RNg

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/vector_store.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/rag/__pycache__/vector_store.cpython-313.pyc
index 5cc1572641a040630b657dca0af7d38936184766..bcb6f09dca2d29042e2d7222885ff80544fa68d3 100644
GIT binary patch
delta 36
rcmcaVk@4X~M()qNyj%=Gpz>+aM(*cKj1`kVGpRDg8*P?gKJE$t<6aB*

delta 33
ocmaDjk@5aSM()qNyj%=Ga65DUM(*cKjAfHQGpTNtVm|H)0LFR?j{pDw

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/repositories/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/repositories/__pycache__/__init__.cpython-313.pyc
index 2ba82514c00d0326d5771de7ac4ffe21b2f24e48..f8fa52ddc84229b509cc290c330ecc4fb25ae2e2 100644
GIT binary patch
delta 30
kcmcb^c#o0$GcPX}0}!ZuS~QW{n6Y-Ey(&|@(ZrMr0EYw!*#H0l

delta 27
hcmcb|c!!buGcPX}0}$NKoIjD<n6Y}Iz3RlY3IKAg2yp-a

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/repositories/__pycache__/session_repository.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/repositories/__pycache__/session_repository.cpython-313.pyc
index 24a7ade35e3f5bc2e987718e32390930d7b106bd..216844ec58538a062db86eb9034df51d58ee06e7 100644
GIT binary patch
delta 34
ocmeBm?sw+?%*)Hg00b(Z7H#B~WnyfftjVOx6mPWIkI7yh0HHYuw*UYD

delta 31
lcmeBo?sew=%*)Hg00g%)=WpbeWnyfdtjVOhIe^Jt9srD}2u}b2

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__init__.py b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__init__.py
index 31af5729..663c91eb 100644
--- a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__init__.py
+++ b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__init__.py
@@ -1,9 +1,16 @@
 from .models import IntentDefinition, RouteDecision, RouterStatePolicy
 from .enterprise_router import EnterpriseRouter
+from .multi_intent import MultiIntentPlan, MultiIntentPlanner, PlannedIntent
+from .pending_topics import PendingTopicDrain, drain_pending_topics
 
 __all__ = [
     "IntentDefinition",
     "RouteDecision",
     "RouterStatePolicy",
     "EnterpriseRouter",
+    "PlannedIntent",
+    "MultiIntentPlan",
+    "MultiIntentPlanner",
+    "PendingTopicDrain",
+    "drain_pending_topics",
 ]
diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/__init__.cpython-313.pyc
index a1747c6dadcd2858a9e06ccf6553fb6666aabe5a..3c58cd4cabfeacb44e72166f029d5b85541b326f 100644
GIT binary patch
delta 363
zcmZ9H%}T>S6ov2P|6i<KxRP$7WYyp+C`HpMk-Bgp48epFiDS8q;7(k+41EK4eG6Zq
z+X2Zdl=cOjv4ZHpd^4PLE^}s~zUjfn_Z<)`T)*G1NE7Unv^fgnF^turk(g*E7Fvmo
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zh3}>X%S$%7ew>zfr<j$DcXN5r>DHjNbY_u_s%VOugf3x7*b*kd9-t+!@;m4XTt-3j
z5ubSvvJ@@9Tgl*0PR{Y*?-Ren+@v(CDoPiy5kcV3b3#Ie9?uWSZQK<K5qowZuu=&j
aEew`0_=J87qa}=5I9Y3stGt@n5s@#$s9;$D

delta 126
zcmeBVUCGS%nU|M~0SNA7&d++nFp*D!QD>sMDvv%xFmoVd5nDQoChNqS011{NW}u=X
z77)P-BG`b0pC<d{I7WlXM;Qee%O+oARGs{nF-DyiD8mTE#iBss12ZEd<9!CViwtge
R8T3D~uyQjsvKMg!WdPCO8lC_E

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/config_loader.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/config_loader.cpython-313.pyc
index 2b8a88a4687e491ba44cdd8e5874da3f600b8594..7c458e2d2717b3411ac9de68b4fcbaf50c5e842d 100644
GIT binary patch
delta 510
zcmew%*euHTnU|M~0SHt-Ey_C1GLcV$v16iogehMzrxZgLOA${ne=rxA#TzUT%nfGo
z1@i^-fLZ)N7B843kj|nhIC0en#@flV8C99$jW!=({KP7r%m^|Y3Rr+NGXn$T=e)`O
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zmm53+{T`hj6XN6+1YPFQXmGtFA~&OSNy>E*?TaGX9i|spj5i1YiOFl(4cSb9nu|;)
zKVesfF?l&;83iY6bL41%3@+jU5kepW>>duA-29Z%oK(9aYoHh?{EMw8@8U4w|H8$@
NsPvVKh0z488UW1@e+>Wt

delta 147
zcmZn`{UONrnU|M~0SNA7&d)l)Jdsa=v2LPzgf?$5rxZgLOA${nUoaP##T(2Y%nfGo
z1@i{;fLZ+MESdrnw|ro%p1hP%b@Lg<Ppp%TId$0dfCd)nPfq1jhB5m%Wf=t~ui?y@
eEXyUyWeSvM1ma?|$qrm5Twl4E7?p~IfC2z&njwn-

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/continuity.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/continuity.cpython-313.pyc
index 8866cf66b5aaef59b836214b138e7c2b201fa971..f8213f79eac0519d4f4ea7e024f1f05c175d4bf4 100644
GIT binary patch
delta 34
ocmdm6v%iM>GcPX}0}!ZwTC|b7f{C$eato6xQ@qjUl}uBt0ml#u{{R30

delta 31
lcmdmAv$ux(GcPX}0}$NFoWGH~f{C$Wato8{=G9D7tO2eI3YP!?

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/enterprise_router.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/enterprise_router.cpython-313.pyc
index aa65e5cbfd4533e0400df0d9ed67e4e9b3648647..1c415ff5a6f59e8391dda3168f1e2aaf4cc06448 100644
GIT binary patch
delta 11979
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/models.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/models.cpython-313.pyc
index dffeae85abe43d0b7ebeb9704a5bdaaf5677b285..3829534f76ef217219a80694f091d7cc2a1d2595 100644
GIT binary patch
delta 34
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delta 31
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/multi_intent.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/multi_intent.cpython-313.pyc
new file mode 100644
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/config_loader.py b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/config_loader.py
index 6ab4bd04..95a9740e 100644
--- a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/config_loader.py
+++ b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/config_loader.py
@@ -33,3 +33,10 @@ def load_state_policies(path: str) -> list[RouterStatePolicy]:
 def load_router_defaults(path: str) -> dict[str, Any]:
     data = load_routing_config(path)
     return data.get("router", {})
+
+
+def load_multi_intent_config(path: str) -> dict[str, Any]:
+    """Backward-compatible technical limits; no section is required."""
+    data = load_routing_config(path)
+    value = data.get("multi_intent", {})
+    return value if isinstance(value, dict) else {}
diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/enterprise_router.py b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/enterprise_router.py
index e622918f..ac060a6e 100644
--- a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/enterprise_router.py
+++ b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/enterprise_router.py
@@ -6,10 +6,12 @@ import re
 import unicodedata
 from typing import Any
 
-from .config_loader import load_intents, load_router_defaults, load_state_policies
+from .config_loader import load_intents, load_multi_intent_config, load_router_defaults, load_state_policies
+from .multi_intent import MultiIntentPlanner
 from .continuity import SemanticRouteContinuity
 from .models import IntentDefinition, RouteDecision, RouterStatePolicy
 from agent_framework.llm.structured_output import parse_json_object
+from agent_framework.mcp.tool_policy import ToolPolicyRegistry
 from agent_framework.runtime.transaction_parameters import extract_transaction_parameters, parse_transaction_confirmation
 from agent_framework.workflows.input_contract import (
     expected_input_reprompt,
@@ -44,6 +46,16 @@ class EnterpriseRouter:
         self.intents: list[IntentDefinition] = load_intents(self.config_path)
         self.state_policies: list[RouterStatePolicy] = load_state_policies(self.config_path)
         self.defaults = load_router_defaults(self.config_path)
+        tool_policies = ToolPolicyRegistry(getattr(settings, "TOOL_POLICIES_PATH", None))
+        transactional_tools = {
+            name for name, policy in tool_policies.policies.items()
+            if policy.operation_type == "transactional" or policy.require_confirmation
+        }
+        self.multi_intent_planner = MultiIntentPlanner(
+            self.intents,
+            load_multi_intent_config(self.config_path),
+            transactional_tools=transactional_tools,
+        )
         self.fallback_agent = self.defaults.get("fallback_agent", "billing_agent")
         self.intent_shift_threshold = float(self.defaults.get("confidence_threshold", 0.7))
         self.transaction_confirmation = dict(self.defaults.get("transaction_confirmation") or {})
@@ -727,6 +739,27 @@ class EnterpriseRouter:
         # intent/agente ativos devem prevalecer sobre a route stickiness. Isso
         # evita manter um fluxo read-only (por exemplo, tracking) quando o usuário
         # muda para uma ação transacional (por exemplo, devolução).
+        planner = getattr(self, "multi_intent_planner", None)
+        multi_intent_plan = planner.plan(str(text)) if planner is not None else None
+        if multi_intent_plan is not None:
+            primary = multi_intent_plan.operations[0]
+            decision = RouteDecision(
+                route=primary.agent,
+                agent=primary.agent,
+                intent=primary.intent,
+                confidence=1.0,
+                reason="Plano multi-intent validado a partir de intents configuradas.",
+                method="keyword",
+                metadata={
+                    "multi_intent": True,
+                    "multi_intent_plan": multi_intent_plan.model_dump(mode="json"),
+                },
+                domain=primary.domain,
+                mcp_tools=primary.tools,
+            )
+            await self._emit(decision, state)
+            return decision
+
         keyword_candidate = self._route_by_keyword(text)
         active_agent = str(state.get("active_agent") or "").strip()
         previous = state.get("route_decision") or {}
@@ -799,7 +832,13 @@ class EnterpriseRouter:
         """
         tx_status = str(state.get("transaction_status") or "").strip().upper()
         if tx_status == "AWAITING_CONFIRMATION":
-            confirmation = parse_transaction_confirmation(text)
+            active = state.get("active_transaction") if isinstance(state.get("active_transaction"), dict) else {}
+            previous = state.get("route_decision") if isinstance(state.get("route_decision"), dict) else {}
+            owner_intent = str(active.get("started_from_intent") or previous.get("intent") or state.get("intent") or "")
+            compound_plan = self.multi_intent_planner.plan_confirmation_secondary(
+                text, primary_intent=owner_intent, primary_agent=state_decision.agent
+            )
+            confirmation = "confirm" if compound_plan is not None else parse_transaction_confirmation(text)
             source = "deterministic"
             classifier_output = None
             raw_classifier = None
@@ -828,6 +867,12 @@ class EnterpriseRouter:
                 "transaction_confirmation_decision": confirmation,
                 "transaction_confirmation_source": source,
             }
+            if compound_plan is not None:
+                state_decision.metadata.update({
+                    "multi_intent": True,
+                    "multi_intent_confirmation": True,
+                    "multi_intent_plan": compound_plan.model_dump(mode="json"),
+                })
             if source == "semantic":
                 state_decision.metadata.update({
                     "transaction_confirmation_classifier_output": classifier_output,
@@ -1129,7 +1174,12 @@ class EnterpriseRouter:
                 kw_normalized = kw.casefold()
                 strategy = None
                 # Exato primeiro para preservar o comportamento existente.
-                if kw_normalized in normalized:
+                keyword_tokens = self._keyword_tokens(kw)
+                text_tokens = self._keyword_tokens(text)
+                if (
+                    (len(keyword_tokens) == 1 and keyword_tokens[0] in text_tokens)
+                    or (len(keyword_tokens) > 1 and kw_normalized in normalized)
+                ):
                     strategy = "exact"
                 elif self._ordered_keyword_match(kw, text):
                     strategy = "ordered_tokens"
diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/multi_intent.py b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/multi_intent.py
new file mode 100644
index 00000000..27354e17
--- /dev/null
+++ b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/multi_intent.py
@@ -0,0 +1,203 @@
+from __future__ import annotations
+
+import re
+import unicodedata
+import uuid
+from typing import Any, Literal
+
+from pydantic import BaseModel, Field
+
+from .models import IntentDefinition
+
+
+class PlannedIntent(BaseModel):
+    operation_id: str
+    intent: str
+    agent: str
+    domain: str | None = None
+    tools: list[str] = Field(default_factory=list)
+    source_text: str = ""
+    disposition: Literal["execute", "inform", "unsupported", "defer"] = "execute"
+    message: str | None = None
+    status: Literal["pending", "completed", "failed", "skipped"] = "pending"
+
+
+class MultiIntentPlan(BaseModel):
+    plan_id: str
+    operations: list[PlannedIntent]
+    execution_mode: Literal["primary_with_secondary", "sequential"] = "primary_with_secondary"
+    status: Literal["planned", "running", "completed", "partially_completed", "failed"] = "planned"
+
+
+class MultiIntentPlanner:
+    """Deterministic planner constrained by routing.yaml.
+
+    The planner never invents agents or tools. It recognizes independently
+    configured intents in conjunction-separated clauses. Execution remains
+    owned by the agent/workflow runtime.
+    """
+
+    _SPLIT = re.compile(r"\s*(?:,|;|\be\b|\bmas\b|\btamb[eé]m\b)\s*", re.I)
+    _CONFIRM_WITH_REMAINDER = re.compile(
+        r"^\s*(?:sim|s|pode|pode\s+sim|isso\s+mesmo|claro|ok|confirmo)\s*(?:,|;|\be\b)\s*(.+)$",
+        re.I,
+    )
+
+    def __init__(
+        self,
+        intents: list[IntentDefinition],
+        config: dict[str, Any] | None = None,
+        *,
+        transactional_tools: set[str] | None = None,
+    ):
+        self.intents = [item for item in intents if item.enabled]
+        self.config = dict(config or {})
+        # Multi-intent é capacidade padrão. O bloco opcional só permite limites
+        # técnicos/overrides; sua ausência nunca desabilita a detecção.
+        self.enabled = bool(self.config.get("enabled", True))
+        self.max_operations = max(2, int(self.config.get("max_operations", 4)))
+        self.transactional_tools = set(transactional_tools or set())
+
+    @staticmethod
+    def _normalize(value: str) -> str:
+        text = unicodedata.normalize("NFKD", str(value or ""))
+        return "".join(ch for ch in text if not unicodedata.combining(ch)).casefold()
+
+    def _intent_for_clause(self, clause: str) -> IntentDefinition | None:
+        normalized = self._normalize(clause)
+        clause_tokens = set(re.findall(r"[\w]+", normalized, flags=re.UNICODE))
+        matches: list[tuple[int, int, IntentDefinition]] = []
+        for intent in self.intents:
+            for keyword in intent.keywords:
+                token = self._normalize(keyword)
+                keyword_tokens = re.findall(r"[\w]+", token, flags=re.UNICODE)
+                matched = bool(
+                    keyword_tokens
+                    and (
+                        (len(keyword_tokens) == 1 and keyword_tokens[0] in clause_tokens)
+                        or (len(keyword_tokens) > 1 and token in normalized)
+                    )
+                )
+                if matched:
+                    matches.append((intent.priority, -len(token), intent))
+        if not matches:
+            return None
+        matches.sort(key=lambda item: (item[0], item[1]))
+        return matches[0][2]
+
+    def _is_transactional(self, operation: PlannedIntent) -> bool:
+        return any(tool in self.transactional_tools for tool in operation.tools)
+
+    @classmethod
+    def _looks_like_request(cls, clause: str) -> bool:
+        normalized = cls._normalize(clause)
+        return bool(re.search(
+            r"\b(quero|preciso|mandar|manda|mande|enviar|envia|envie|gerar|gera|gere|"
+            r"alterar|altera|altere|mudar|muda|mude|consultar|consulta|consulte|"
+            r"cancelar|cancela|cancele|explicar|explica|explique|mostrar|mostra|mostre|"
+            r"falar|comprar)\b",
+            normalized,
+        ))
+
+    @staticmethod
+    def _off_context(clause: str, operation_id: str) -> PlannedIntent:
+        return PlannedIntent(
+            operation_id=operation_id,
+            intent="off_context",
+            agent="",
+            source_text=clause,
+            disposition="unsupported",
+            message=f"Sobre {clause}, não consigo ajudar nesta jornada.",
+            status="pending",
+        )
+
+    def plan(self, text: str) -> MultiIntentPlan | None:
+        if not self.enabled:
+            return None
+        clauses = [part.strip(" .") for part in self._SPLIT.split(str(text or "")) if part.strip(" .")]
+        operations: list[PlannedIntent] = []
+        unknown_clauses: list[str] = []
+        seen: set[str] = set()
+        for clause in clauses[: self.max_operations * 2]:
+            intent = self._intent_for_clause(clause)
+            if intent is None:
+                if self._looks_like_request(clause):
+                    unknown_clauses.append(clause)
+                continue
+            if intent.name in seen:
+                continue
+            seen.add(intent.name)
+            operations.append(PlannedIntent(
+                operation_id=f"op-{len(operations) + 1}", intent=intent.name,
+                agent=intent.agent, domain=intent.domain, tools=list(intent.mcp_tools),
+                source_text=clause,
+            ))
+        if not operations or len(operations) + len(unknown_clauses) < 2:
+            return None
+        # Regra técnica geral: uma mutação que exige o contrato transacional é a
+        # operação primária. Não é necessário cadastrar cada par de intents.
+        transactional = [item for item in operations if self._is_transactional(item)]
+        if len(transactional) == 1:
+            primary_operation = transactional[0]
+            operations.sort(key=lambda item: item is not primary_operation)
+        for operation in operations[1:]:
+            if self._is_transactional(operation) and operation.disposition == "execute":
+                operation.disposition = "defer"
+        for clause in unknown_clauses[: max(0, self.max_operations - len(operations))]:
+            operations.append(self._off_context(clause, f"op-{len(operations) + 1}"))
+        return MultiIntentPlan(
+            plan_id=f"mip-{uuid.uuid4().hex}", operations=operations,
+            execution_mode="primary_with_secondary",
+        )
+
+    def plan_confirmation_secondary(
+        self, text: str, *, primary_intent: str, primary_agent: str
+    ) -> MultiIntentPlan | None:
+        """Recognize an explicit confirmation followed by another request.
+
+        The confirmation remains authoritative for the open transaction. The
+        secondary request is recorded and governed by the same combination
+        policy instead of turning the whole utterance into an intent shift.
+        """
+        if not self.enabled:
+            return None
+        match = self._CONFIRM_WITH_REMAINDER.match(str(text or ""))
+        if match is None:
+            return None
+        clause = match.group(1).strip()
+        secondary = self._intent_for_clause(clause)
+        primary = next((item for item in self.intents if item.name == primary_intent), None)
+        if secondary is not None and secondary.name == primary_intent:
+            return None
+        if secondary is None and not self._looks_like_request(clause):
+            return None
+        operations = [
+            PlannedIntent(
+                operation_id="op-1", intent=primary_intent, agent=primary_agent,
+                domain=primary.domain if primary else None,
+                tools=list(primary.mcp_tools) if primary else [],
+                source_text="confirmation", status="pending",
+            ),
+            (PlannedIntent(
+                operation_id="op-2", intent=secondary.name, agent=secondary.agent,
+                domain=secondary.domain, tools=list(secondary.mcp_tools), source_text=clause,
+            ) if secondary is not None else self._off_context(clause, "op-2")),
+        ]
+        if self._is_transactional(operations[1]) and operations[1].disposition == "execute":
+            operations[1].disposition = "defer"
+        return MultiIntentPlan(
+            plan_id=f"mip-{uuid.uuid4().hex}", operations=operations,
+            execution_mode="primary_with_secondary",
+        )
+
+    @staticmethod
+    def public_messages(plan: dict[str, Any] | MultiIntentPlan | None) -> list[str]:
+        if plan is None:
+            return []
+        data = plan.model_dump() if isinstance(plan, MultiIntentPlan) else plan
+        messages = []
+        for operation in data.get("operations", []) or []:
+            message = str(operation.get("message") or "").strip()
+            if message and message not in messages:
+                messages.append(message)
+        return messages
diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/pending_topics.py b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/pending_topics.py
new file mode 100644
index 00000000..5de65c78
--- /dev/null
+++ b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/pending_topics.py
@@ -0,0 +1,101 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import Any, Awaitable, Callable
+
+from .multi_intent import MultiIntentPlanner
+
+AgentHandler = Callable[[dict[str, Any]], Awaitable[dict[str, Any]]]
+
+
+@dataclass(frozen=True)
+class PendingTopicDrain:
+    answer: str
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
+
+
+async def drain_pending_topics(
+    state: dict[str, Any],
+    candidate: str,
+    handlers: dict[str, AgentHandler],
+) -> PendingTopicDrain:
+    """Drain read-only topics and retain anything that cannot finish safely."""
+    route = state.get("route_decision") if isinstance(state.get("route_decision"), dict) else {}
+    plan = route.get("metadata", {}).get("multi_intent_plan")
+    topics = list(state.get("pending_topics") or (
+        plan.get("operations", [])[1:] if isinstance(plan, dict) else []
+    ))
+    remaining: list[dict[str, Any]] = []
+    handled = list(state.get("handled_topics") or [])
+    secondary_answers: list[str] = []
+    for topic in topics:
+        disposition = topic.get("disposition")
+        if disposition == "defer":
+            remaining.append(topic)
+            continue
+        if disposition != "execute":
+            handled.append({**topic, "status": "completed"})
+            continue
+        handler = handlers.get(str(topic.get("agent") or ""))
+        if handler is None:
+            remaining.append(topic)
+            continue
+        source_text = str(topic.get("source_text") or "").strip()
+        child = {
+            **state,
+            "user_text": source_text,
+            "message_text": source_text,
+            "sanitized_input": source_text,
+            "route": topic.get("agent"),
+            "active_agent": topic.get("agent"),
+            "intent": topic.get("intent"),
+            "domain": topic.get("domain"),
+            "mcp_tools": topic.get("tools") or [],
+            "route_decision": {
+                "route": topic.get("agent"), "agent": topic.get("agent"),
+                "intent": topic.get("intent"), "mcp_tools": topic.get("tools") or [],
+                "metadata": {"multi_intent_secondary": True},
+            },
+            "active_transaction": None,
+            "transaction_status": None,
+            "transaction_pre_validation": None,
+            "confirmation_required": False,
+            "confirmation_received": False,
+            "selected_tool_call": {},
+            "pending_tool_call": {},
+            "pending_tool_clarification": None,
+            "pending_domain_workflow": None,
+            "missing_parameters": [],
+            "tool_policy_result": None,
+            "mcp_results": [],
+            "available_mcp_tools": topic.get("tools") or [],
+            "next_state": None,
+            "workflow_id": None,
+            "route_bypassed": False,
+        }
+        try:
+            result = await handler(child)
+        except Exception:
+            remaining.append(topic)
+            continue
+        answer = str((result or {}).get("answer") or "").strip()
+        if not answer:
+            remaining.append(topic)
+            continue
+        secondary_answers.append(answer)
+        handled.append({**topic, "status": "completed"})
+
+    secondary_answers.extend(MultiIntentPlanner.public_messages(plan))
+    unique = []
+    for answer in secondary_answers:
+        if answer and answer.casefold() not in candidate.casefold() and answer not in unique:
+            unique.append(answer)
+    if unique:
+        secondary = "\n\n".join(unique)
+        candidate = (
+            f"{secondary}\n\n{candidate.lstrip()}".strip()
+            if state.get("confirmation_required")
+            else f"{candidate.rstrip()}\n\n{secondary}".strip()
+        )
+    return PendingTopicDrain(candidate, remaining, handled)
diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/__init__.cpython-313.pyc
index a35920c55239c319b7f9a26329efc678d601cd51..a0fbec33b36e42d8ff815f6d7679383ec17f8df4 100644
GIT binary patch
delta 30
lcmcb^bdQPqGcPX}0}!ZuS~QV+En~&RovKXnMicMV0RWMV3Q7O~

delta 27
icmcb|bcc!iGcPX}0}$NKoIjC!Eo0flovITb)Byl`VhQ2^

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/agent_runtime.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/agent_runtime.cpython-313.pyc
index 23e52040f9fbf575b364daff0b9504c416890c46..5bb68f33354e72ce5b20de38e8c99aa60b82cd77 100644
GIT binary patch
delta 76
zcmcc8!}Fkrhx;=xFBbz4sC-(qk$Vb<My-BsUWtB+zHhK+d_YltR%&udv3_<^N|JtJ
fdTL%td~$wXNn&xlQS)w&_T3ze+jny?&HM`h?++WP

delta 64
zcmaFR!*ivFhx;=xFBbz4Y+zonk$Vb<Ord^mUWtB6Vo9QYa(-S(VsU(NW^O@FW?E)y
TO7n4!_TwCk+mCZF&HM`h#Pk=5

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/transaction_parameters.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/transaction_parameters.cpython-313.pyc
index dce1b61d246741e29d4ca3e231a5f82797711c8e..417545db0b84c24d873f3f288d759ddf30814fc3 100644
GIT binary patch
delta 68
zcmex5gRyZYBll-sUM>b8Q2DfIBex5)Mw@<aUWtB+zHhK+d_YltR%&udv3_<^N|JtJ
WdTL%td~$wXNn&xl(dKMsE>8dfZx-_a

delta 56
zcmZpi$@p~!Bll-sUM>b8FkxP>k=un?rb<6IuS7p3u_RGHIX|x?u{gdsGq)foGc7YU
KWpg<*mnQ(}SQ0+~

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/sse/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/sse/__pycache__/__init__.cpython-313.pyc
index abd217765813067c53de17863ce66d03f5a3e817..cd1f4cc42226925bc65a8022cf8c4b1761ab0ee0 100644
GIT binary patch
delta 30
kcmcc2c$Ja+GcPX}0}!ZwS~QW{n6YG{y(&|@(ZrN|0EDOrwg3PC

delta 27
hcmcc0c$ty=GcPX}0}$NKoIjD<n6YT0z3RlYd;oBf2u%P0

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/sse/__pycache__/events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/sse/__pycache__/events.cpython-313.pyc
index 27bd0c7dc1745a43259d6f9fadc98618bf3383fd..31ae89064a8eea11932850fc8748f976ff0eb178 100644
GIT binary patch
delta 34
ocmezD_0@~}GcPX}0}!ZwTC|b-J2PX^WM&psrg)>x8Z6$50LStQ9smFU

delta 31
lcmezB_1TO2GcPX}0}$NKoWGI#J2PX!WM&rC%~~wpiU6+I3AF$K

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/supervisor/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/supervisor/__pycache__/__init__.cpython-313.pyc
index 0db928e02476996ce1035f9937179d0c20fd7a42..65b6f01aaa43fc0ea3a54204f1d1bdd163b00477 100644
GIT binary patch
delta 30
kcmcb`c!!buGcPX}0}!ZwS~QW{n6Y}Iy(&|@(ZrN80EUYQ(f|Me

delta 27
hcmcb^c#DzyGcPX}0}$NKoIjD<n6YxAz3RlYG5~Tl2x$NS

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/supervisor/__pycache__/supervisor.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/supervisor/__pycache__/supervisor.cpython-313.pyc
index dcbefa0eea6db1b74cfabac4c49196316155de9b..689cc2fcd747a0422fda714d03e16f0d4f512bfd 100644
GIT binary patch
delta 34
pcmX@Fc2SM{GcPX}0}!ZwTC|b7kD0M{@+@Xmrg)>x`<W;30|2<~3XcE)

delta 31
mcmcbpc3zG9GcPX}0}$NKoWGH~kD0N0@+@Z6%?Ft$@B;v#+X^NC

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/__init__.cpython-313.pyc
index def6ac65b3e37a2137224777e1b62ae56eccab5e..ccefd30a992bb7c59c1d4f4b88acc5a87d8e86d1 100644
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delta 33
ocmaFI_JNK2GcPX}0}!ZuTC|aSJ`-cr<kd{7Oz}pOFEGsm0Izonm;e9(

delta 30
lcmeys_KuDFGcPX}0}$NFoWGHKJ`-cb<kd{7lP@vN0|1wz3NZix

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/graph.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/graph.cpython-313.pyc
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GIT binary patch
delta 34
ocmZqY?&RkF%*)Hg00b(Z7H#BqV`eO$9K@{36mPV-oLPVg0F`wJT>t<8

delta 31
lcmeC=Zs+Fy%*)Hg00eh3=Wpb8V`eO!9K@`;xsq9c2>^kf2lfB}

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/input_contract.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/input_contract.cpython-313.pyc
index 1eb76230833fc9cc6342beef525db965132754fb..078f3f4807341d8252a432417369e3c9b35b047f 100644
GIT binary patch
delta 34
pcmccSa>IrDGcPX}0}!ZuTC|aS9W!IY<Xz0FOz}pW?=zRn0RYAd3o!ry

delta 31
mcmccNa?OSNGcPX}0}$NFoWGHK9W!Iy<Xz0Fn;$Zl%K-qacnZn@

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/models.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/models.cpython-313.pyc
index b806c32462e6b69b82f3b4b99ccc546da61110dc..a01d23feb1687573528b1afbffc8acf832445bb2 100644
GIT binary patch
delta 34
pcmexr{oR`TGcPX}0}!ZuTC|b-6BA>_<bO=6Oz}pWm6<O|0RYf73w8hi

delta 31
mcmexv{neWLGcPX}0}$NFoWGI#6BA?E<bO=6n^l=FNdW+~r3()L

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/registry.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/registry.cpython-313.pyc
index 1180577c2d9f17939492c9ad9a85420d634885c7..950bd311334a7709d8a5ca850ebd7bc1d83bf371 100644
GIT binary patch
delta 34
pcmdlfv|EV#GcPX}0}!ZuTC|b-6eDBR<ZFzoOz}pWe>2*#0|2yT3X1>$

delta 31
mcmdljv{Q)tGcPX}0}$NFoWGI#6eDBB<ZFzooBuM}u>$~{BMKw{

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/repository.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/repository.cpython-313.pyc
index 5ab0dd87182b933417206b9d5786abf5bf47de3d..f5f2a86af3e7c7e26b0ded66a2222c64e54cde34 100644
GIT binary patch
delta 34
pcmbOwI!BcIGcPX}0}!ZuTC|b-CL?3b<fn|POz}pWxtJz!0067H3Dy7r

delta 31
mcmbOuI!l!MGcPX}0}$NFoWGI#CL?3j<fn|Pn|YWfZ~y?4zzJ^v

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/runtime.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/runtime.cpython-313.pyc
index f24728d937bb19bfdc9ad9ac1dd4a2925f7cc5ae..5589ff2448bd23688cf537880e86ccd91702606d 100644
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delta 36
rcmdlni)q&^ChpI?yj%=Gpz>+aM($W<#>&Z=%&JWBMw|PXS9Jma&hZOL

delta 33
ocmdlri)qI!ChpI?yj%=Ga3^#AM($W<#`4LT%&MCwFt6$a0JZ=M;s5{u

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/tool_executor.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/tool_executor.cpython-313.pyc
index 15f1453ad726f48b72edeacf2e752bddecd388ad..c99df20e8eaeabc70c1572c97f238d87a4e45070 100644
GIT binary patch
delta 34
pcmZ3-zk#3oGcPX}0}!ZuTC|aSHX~#G<mHU2Oz}pW&oDk>1put23W)#!

delta 31
mcmdnMzmA{#GcPX}0}$NFoWGHKHX~#0<mHU2o6j*mVg&$|!U`e)

diff --git a/agent_framework_oci/scripts/sync_pending_topics_to_tuning.py b/agent_framework_oci/scripts/sync_pending_topics_to_tuning.py
new file mode 100644
index 00000000..9e6c49ae
--- /dev/null
+++ b/agent_framework_oci/scripts/sync_pending_topics_to_tuning.py
@@ -0,0 +1,109 @@
+"""Propaga o contrato nativo de pending_topics às cópias de Tuning-Performance."""
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+
+
+def replace_once(text: str, old: str, new: str, path: Path) -> str:
+    if old not in text:
+        raise RuntimeError(f"Marcador não encontrado em {path}: {old[:60]!r}")
+    return text.replace(old, new, 1)
+
+
+def update_state(path: Path) -> None:
+    text = path.read_text(encoding="utf-8")
+    if "    pending_topics: list[dict[str, Any]]" in text:
+        return
+    text = replace_once(
+        text,
+        "    supervisor_results: list[dict[str, Any]]\n",
+        "    supervisor_results: list[dict[str, Any]]\n"
+        "    pending_topics: list[dict[str, Any]]\n"
+        "    handled_topics: list[dict[str, Any]]\n",
+        path,
+    )
+    path.write_text(text, encoding="utf-8")
+
+
+def update_graph(path: Path) -> None:
+    text = path.read_text(encoding="utf-8")
+    if "from agent_framework.routing.pending_topics import drain_pending_topics" in text:
+        return
+    text = replace_once(
+        text,
+        "from agent_framework.routing.enterprise_router import EnterpriseRouter\n",
+        "from agent_framework.routing.enterprise_router import EnterpriseRouter\n"
+        "from agent_framework.routing.pending_topics import drain_pending_topics\n",
+        path,
+    )
+    text = replace_once(
+        text,
+        "                } if decision.method == \"continuity\" else {},\n            }\n\n    async def billing_agent",
+        "                } if decision.method == \"continuity\" else {},\n"
+        "                \"pending_topics\": (\n"
+        "                    (decision.metadata or {}).get(\"multi_intent_plan\", {}).get(\"operations\", [])[1:]\n"
+        "                    if (decision.metadata or {}).get(\"multi_intent_plan\") else []\n"
+        "                ),\n"
+        "            }\n\n    async def billing_agent",
+        path,
+    )
+    marker = "    async def output_supervisor(self, state):"
+    before, output = text.split(marker, 1)
+    old = """        if not bool(getattr(self.settings, \"ENABLE_OUTPUT_SUPERVISOR\", True)):
+            return {
+                \"output_guardrails_already_applied\": False,
+                \"supervisor_action\": \"disabled\",
+                \"supervisor_attempt\": int(state.get(\"supervisor_attempt\", 0)),
+            }
+
+        candidate = state.get(\"answer\") or \"\"
+"""
+    new = """        drained = await drain_pending_topics(
+            state,
+            str(state.get(\"answer\") or \"\"),
+            {
+                \"billing_agent\": self.billing.run,
+                \"product_agent\": self.product.run,
+                \"orders_agent\": self.orders.run,
+                \"support_agent\": self.support.run,
+            },
+        )
+        candidate = drained.answer
+        if not bool(getattr(self.settings, \"ENABLE_OUTPUT_SUPERVISOR\", True)):
+            return {
+                \"answer\": candidate,
+                \"final_answer\": candidate,
+                \"pending_topics\": drained.pending_topics,
+                \"handled_topics\": drained.handled_topics,
+                \"output_guardrails_already_applied\": False,
+                \"supervisor_action\": \"disabled\",
+                \"supervisor_attempt\": int(state.get(\"supervisor_attempt\", 0)),
+            }
+
+"""
+    output = replace_once(output, old, new, path)
+    output = replace_once(
+        output,
+        "                \"output_guardrails_already_applied\": True,\n",
+        "                \"output_guardrails_already_applied\": True,\n"
+        "                \"pending_topics\": drained.pending_topics,\n"
+        "                \"handled_topics\": drained.handled_topics,\n",
+        path,
+    )
+    path.write_text(before + marker + output, encoding="utf-8")
+
+
+def main() -> None:
+    tuning = ROOT / "Tuning-Performance"
+    states = sorted(tuning.glob("**/app/state.py"))
+    graphs = sorted(tuning.glob("**/app/workflows/agent_graph.py"))
+    for path in states:
+        update_state(path)
+    for path in graphs:
+        update_graph(path)
+    print(f"pending_topics sincronizado: {len(states)} states, {len(graphs)} graphs")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/agent_framework_oci/templates/agent_template_backend/app/state.py b/agent_framework_oci/templates/agent_template_backend/app/state.py
index 69555085..0b4da3e9 100644
--- a/agent_framework_oci/templates/agent_template_backend/app/state.py
+++ b/agent_framework_oci/templates/agent_template_backend/app/state.py
@@ -39,6 +39,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/templates/agent_template_backend/app/workflows/agent_graph.py b/agent_framework_oci/templates/agent_template_backend/app/workflows/agent_graph.py
index 99bf4c5f..7101db41 100644
--- a/agent_framework_oci/templates/agent_template_backend/app/workflows/agent_graph.py
+++ b/agent_framework_oci/templates/agent_template_backend/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -409,6 +410,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -547,14 +552,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -623,6 +642,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/templates/agent_template_backend/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md b/agent_framework_oci/templates/agent_template_backend/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
index a5508710..8cbc0077 100644
--- a/agent_framework_oci/templates/agent_template_backend/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
+++ b/agent_framework_oci/templates/agent_template_backend/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
@@ -4,7 +4,7 @@ Este template suporta confirmação transacional em duas camadas: primeiro um pa
 
 A configuração `router.transaction_confirmation.semantic_fallback` usa três classes: `SIM`, `NAO` e `CONTINUAR`. O prompt pode usar `{{ pending_prompt }}`, `{{ relevant_conversation_context }}`, `{{ user_input }}` e `{{ allowed_values }}`. O histórico injetado é apenas contexto de interpretação; não substitui validação de negócio ou evidência MCP.
 
-Exemplo: após `Você confirma o cancelamento do serviço Tamboro Mensal?`, a frase `isso mesmo, pode confirmar` pode ser classificada como `SIM`. Já `mas qual é o valor?` deve ser `CONTINUAR`, portanto não executa a ação por confirmação.
+Exemplo: após `Você confirma o cancelamento do serviço adicional selecionado?`, a frase `isso mesmo, pode confirmar` pode ser classificada como `SIM`. Já `mas qual é o valor?` deve ser `CONTINUAR`, portanto não executa a ação por confirmação.
 
 Entradas explícitas já suportadas continuam no caminho determinístico e não geram custo adicional de LLM. Em observabilidade, o fallback usa `transaction.confirmation.semantic_classifier` e o `route_decision.metadata` informa `transaction_confirmation_source: semantic`.
 
diff --git a/agent_framework_oci/templates/agent_template_backend_day_zero/app/state.py b/agent_framework_oci/templates/agent_template_backend_day_zero/app/state.py
index 7e3f280e..fb4a93bd 100644
--- a/agent_framework_oci/templates/agent_template_backend_day_zero/app/state.py
+++ b/agent_framework_oci/templates/agent_template_backend_day_zero/app/state.py
@@ -36,6 +36,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
diff --git a/agent_framework_oci/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py b/agent_framework_oci/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
index 2770df01..3df0833f 100644
--- a/agent_framework_oci/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
+++ b/agent_framework_oci/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -407,6 +408,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def billing_agent(self, state):
@@ -545,14 +550,28 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "billing_agent": self.billing.run,
+                "product_agent": self.product.run,
+                "orders_agent": self.orders.run,
+                "support_agent": self.support.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
 
-        candidate = state.get("answer") or ""
         context = {
             **(state.get("context") or {}),
             "tenant_id": state.get("tenant_id"),
@@ -621,6 +640,8 @@ class AgentWorkflow:
                     for r in decision.results
                 ],
                 "output_guardrails_already_applied": True,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
diff --git a/agent_framework_oci/templates/agent_template_backend_day_zero/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md b/agent_framework_oci/templates/agent_template_backend_day_zero/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
index a5508710..8cbc0077 100644
--- a/agent_framework_oci/templates/agent_template_backend_day_zero/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
+++ b/agent_framework_oci/templates/agent_template_backend_day_zero/docs/TRANSACTION_SEMANTIC_CONFIRMATION.md
@@ -4,7 +4,7 @@ Este template suporta confirmação transacional em duas camadas: primeiro um pa
 
 A configuração `router.transaction_confirmation.semantic_fallback` usa três classes: `SIM`, `NAO` e `CONTINUAR`. O prompt pode usar `{{ pending_prompt }}`, `{{ relevant_conversation_context }}`, `{{ user_input }}` e `{{ allowed_values }}`. O histórico injetado é apenas contexto de interpretação; não substitui validação de negócio ou evidência MCP.
 
-Exemplo: após `Você confirma o cancelamento do serviço Tamboro Mensal?`, a frase `isso mesmo, pode confirmar` pode ser classificada como `SIM`. Já `mas qual é o valor?` deve ser `CONTINUAR`, portanto não executa a ação por confirmação.
+Exemplo: após `Você confirma o cancelamento do serviço adicional selecionado?`, a frase `isso mesmo, pode confirmar` pode ser classificada como `SIM`. Já `mas qual é o valor?` deve ser `CONTINUAR`, portanto não executa a ação por confirmação.
 
 Entradas explícitas já suportadas continuam no caminho determinístico e não geram custo adicional de LLM. Em observabilidade, o fallback usa `transaction.confirmation.semantic_classifier` e o `route_decision.metadata` informa `transaction_confirmation_source: semantic`.
 
diff --git a/agent_framework_oci/tests/__pycache__/conftest.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/conftest.cpython-313-pytest-9.0.2.pyc
index 1674055131f4d291f7139130c1a0968ea9dd0c60..9f26c74c3b6136e657932816f2b7d50d75858903 100644
GIT binary patch
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diff --git a/agent_framework_oci/tests/__pycache__/test_agent_template_backend_safety_consistency.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_agent_template_backend_safety_consistency.cpython-313-pytest-9.0.2.pyc
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diff --git a/agent_framework_oci/tests/__pycache__/test_contextual_reentry_transaction_parameters.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_contextual_reentry_transaction_parameters.cpython-313-pytest-9.0.2.pyc
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diff --git a/agent_framework_oci/tests/__pycache__/test_transaction_explicit_abandonment_and_structural_candidate.cpython-313.pyc b/agent_framework_oci/tests/__pycache__/test_transaction_explicit_abandonment_and_structural_candidate.cpython-313.pyc
new file mode 100644
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delta 239
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diff --git a/agent_framework_oci/tests/__pycache__/test_transaction_state_regression_matrix.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_transaction_state_regression_matrix.cpython-313-pytest-9.0.2.pyc
index d3d04a813ea4b3166b7a2e7b3483533d6375c731..61bf31ba1285688b761b09bbfd24c63693493f1b 100644
GIT binary patch
delta 54
zcmcaOjrr;{X710tyj%=G5O8+dMs7DAsd)X|yb}GC#F9k)qSWO4yyVQB)cCZ_yu_T%
J={&FY0RZig6P5q~

delta 50
zcmcaQjrrm<X710tyj%=GAbe%gMs7DAv1t9=yb}GC#F9k)<kF&|)Vz}Tw9Jal**vfI
F0RWx65##^>

diff --git a/agent_framework_oci/tests/__pycache__/test_transaction_state_router_interruption.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_transaction_state_router_interruption.cpython-313-pytest-9.0.2.pyc
index 66fcb9d3044eecd640d06327c80b75d83c71b6b9..5be251241c59e0ec9c84962dbd9583842db43d78 100644
GIT binary patch
delta 65
zcmex;hq3W4Bll-sUM>b82sk@!Bex5)YL0$xUWtB6Vo9QYQEGX9QFeSzVo7RoiGE^w
TYF<fva(-S(V)5oYX5MT7@d_7S

delta 59
zcmZp?%lP{aBll-sUM>b85WX^LBex5)e42i4UWtB6Vo9QYVtQ&`NqlmCUP)qcd|GBj
Nd45s$<`QP!Yyex?6w&|y

diff --git a/agent_framework_oci/tests/__pycache__/test_transactional_tool_flow.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_transactional_tool_flow.cpython-313-pytest-9.0.2.pyc
index 92ba4080fdda1cfd9460905817c1c9c12a9a751e..155772f3c2d067659972f729f1b7c99397026b9f 100644
GIT binary patch
delta 6972
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diff --git a/agent_framework_oci/tests/test_agent_template_backend_safety_consistency.py b/agent_framework_oci/tests/test_agent_template_backend_safety_consistency.py
new file mode 100644
index 00000000..9c2788a3
--- /dev/null
+++ b/agent_framework_oci/tests/test_agent_template_backend_safety_consistency.py
@@ -0,0 +1,70 @@
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+
+
+def _template_dirs():
+    return sorted(
+        p
+        for p in ROOT.rglob("*")
+        if p.is_dir() and p.name in {"agent_template_backend", "agent_template_backend_day_zero"}
+    )
+
+
+def test_all_agent_template_backend_copies_have_safe_agent_prompts():
+    targets = _template_dirs()
+    assert targets, "Nenhum template backend encontrado"
+    for base in targets:
+        checks = {
+            "billing_agent.py": (
+                "Nunca exponha identificadores técnicos",
+                "Não acrescente canais",
+                "Se uma tool retornar BLOCKED",
+            ),
+            "product_agent.py": (
+                "Nunca exponha identificadores técnicos",
+                "can.cancel",
+                "Se uma tool retornar BLOCKED",
+            ),
+            "orders_agent.py": (
+                "Nunca exponha identificadores técnicos",
+                "Não declare sucesso",
+                "Se uma tool retornar BLOCKED",
+            ),
+            "support_agent.py": (
+                "Nunca exponha identificadores técnicos",
+                "Não declare sucesso",
+                "Se uma tool retornar BLOCKED",
+            ),
+        }
+        for filename, required in checks.items():
+            text = (base / "app" / "agents" / filename).read_text(encoding="utf-8")
+            for marker in required:
+                assert marker in text, f"{base.relative_to(ROOT)}/{filename} sem {marker!r}"
+
+
+def test_all_agent_template_backend_copies_isolate_interrupted_transaction_context():
+    for base in _template_dirs():
+        graph = (base / "app" / "workflows" / "agent_graph.py").read_text(encoding="utf-8")
+        assert 'route_metadata.get("transaction_interruption")' in graph
+        assert '== "intent_shift"' in graph
+        assert 'ctx["historical_transaction_ignored"] = True' in graph
+        assert 'ctx["expected_protocols"] = protocols' in graph
+        assert 'self._output_guardrail_context(state)' in graph
+
+
+def test_full_templates_do_not_dump_raw_invoice_payload():
+    checked = 0
+    for base in _template_dirs():
+        renderer = base / "app" / "presentation" / "tool_renderers.py"
+        if not renderer.exists():
+            continue
+        checked += 1
+        text = renderer.read_text(encoding="utf-8")
+        assert 'Fatura consultada: {result}' not in text
+        assert 'result.get("valor_total")' in text
+        assert 'result.get("vencimento")' in text
+        assert 'result.get("status")' in text
+        assert 'result.get("itens")' in text
+    assert checked > 0
diff --git a/agent_framework_oci/tests/test_contextual_reentry_transaction_parameters.py b/agent_framework_oci/tests/test_contextual_reentry_transaction_parameters.py
index af32141f..bd2877f6 100644
--- a/agent_framework_oci/tests/test_contextual_reentry_transaction_parameters.py
+++ b/agent_framework_oci/tests/test_contextual_reentry_transaction_parameters.py
@@ -3,7 +3,7 @@ from __future__ import annotations
 import json
 import pytest
 
-from agent_framework.runtime.transaction_parameters import extract_transaction_parameters
+from agent_framework.runtime.transaction_parameters import extract_transaction_parameters, reconcile_transaction_parameters
 
 
 class _ContextAwareLLM:
@@ -355,3 +355,57 @@ async def test_temporal_reconciler_single_scan_uses_all_known_fields_as_anchors_
     assert result["values"]["data"] == "01/11/2025"
     assert result["provenance"]["subject"] == "history:1"
 
+
+class _AssistantEvidenceSegmentationLLM:
+    def __init__(self):
+        self.calls = 0
+
+    async def ainvoke(self, messages, **kwargs):
+        import json
+        self.calls += 1
+        prompt = messages[-1]["content"]
+        evidence = json.loads(prompt.split("evidence_blocks: ", 1)[1].split("\n", 1)[0])
+        anchored = [
+            block for block in evidence
+            if block.get("role") == "assistant"
+            and any(match.get("field") == "valor" and float(match.get("value")) == 14.99 for match in block.get("anchor_matches", []))
+        ]
+        assert len(anchored) == 1
+        assert "Tamboro Mensal" in anchored[0]["text"]
+        assert "TIM Fashion" not in anchored[0]["text"]
+        assert "Neymar" not in anchored[0]["text"]
+        return {
+            "content": json.dumps({
+                "fields": {
+                    "subject": {"decision": "resolved", "value": "Tamboro Mensal", "source": "history:1"},
+                    "valor": {"decision": "preserve", "value": 14.99, "source": "state"},
+                }
+            }, ensure_ascii=False)
+        }
+
+
+@pytest.mark.asyncio
+async def test_reconciler_segments_assistant_list_so_known_anchor_resolves_missing_field():
+    llm = _AssistantEvidenceSegmentationLLM()
+    result = await reconcile_transaction_parameters(
+        llm,
+        text="é a de quatorze e noventa e nove",
+        tool_name="contestar_cobranca",
+        parameter_names=["subject", "valor"],
+        known_arguments={"valor": 14.99},
+        parameter_schema={
+            "subject": {"type": "string", "description": "Nome do item ou cobrança a contestar."},
+            "valor": {"type": "number", "description": "Valor monetário do item a contestar."},
+        },
+        conversational_context=(
+            "priority_3_previous_assistant_tool_or_evidence_context:\n"
+            "history:1: assistant: Houve as cobranças: * Cobrança Tamboro Mensal no valor de R$ 14,99 no dia 01/11/25. "
+            "* Cobrança TIM Fashion Mensal no valor de R$ 10,00 no dia 01/11/25. "
+            "* Cobrança Neymar Jr no valor de R$ 12,00 no dia 01/11/25.\n"
+            "priority_4_previous_user_utterances:\n"
+            "history:2: user: tem uma cobrança aqui que eu não reconheço"
+        ),
+    )
+    assert llm.calls == 1
+    assert result["values"]["subject"] == "Tamboro Mensal"
+    assert float(result["values"]["valor"]) == 14.99
diff --git a/agent_framework_oci/tests/test_reconciliation_state_rules_8_16.py b/agent_framework_oci/tests/test_reconciliation_state_rules_8_16.py
new file mode 100644
index 00000000..a1832f2d
--- /dev/null
+++ b/agent_framework_oci/tests/test_reconciliation_state_rules_8_16.py
@@ -0,0 +1,191 @@
+import json
+import pytest
+from types import SimpleNamespace
+
+from agent_framework.runtime.agent_runtime import AgentRuntimeMixin
+
+
+class _Router:
+    def __init__(self):
+        self.registry = SimpleNamespace(
+            tools={"contestar_cobranca": object(), "validar_contestacao": object()},
+            get_tool=lambda name: SimpleNamespace(
+                description="Contesta uma cobrança após validação",
+                args_schema={
+                    "subject": {
+                        "type": "string",
+                        "description": "Referência a um item concreto e identificável da fatura",
+                        "user_prompt": "Qual cobrança ou item você deseja contestar?",
+                    },
+                    "valor": {
+                        "type": "number",
+                        "description": "Valor monetário explicitamente associado pelo cliente ao item",
+                        "user_prompt": "Qual é o valor da cobrança que você deseja contestar?",
+                    },
+                },
+                requires=["subject", "valor"],
+            ) if name == "contestar_cobranca" else None,
+        )
+
+    def resolve_execution_policy(self, tool_name, arguments=None):
+        if tool_name == "contestar_cobranca":
+            return {
+                "operation_type": "transactional",
+                "require_confirmation": True,
+                "requires": ["subject", "valor"],
+                "policy_source": "test",
+                "pre_validation": {"enabled": True, "tool": "validar_contestacao", "fail_open": False},
+            }
+        return {"operation_type": "read_only", "require_confirmation": False, "policy_source": "test"}
+
+
+class _LLM:
+    async def ainvoke(self, messages, **kwargs):
+        prompt = messages[-1]["content"]
+        generation = kwargs.get("generation_name")
+        if generation == "llm.transaction_parameter_current_only":
+            low = prompt.lower()
+            fields = json.loads(prompt.split("Formato: ", 1)[1])
+            out = dict(fields)
+            if "quatorze e noventa e nove" in low:
+                if "valor" in out:
+                    out["valor"] = 14.99
+            elif "vinte e cinco e cinquenta" in low:
+                if "valor" in out:
+                    out["valor"] = 25.50
+            elif "dezenove e noventa e nove" in low:
+                if "valor" in out:
+                    out["valor"] = 19.99
+            return {"content": json.dumps(out, ensure_ascii=False)}
+        if generation == "llm.transaction_parameter_extraction":
+            # Deliberately leave subject unresolved so scenario 8 exercises the
+            # unique anchored structural candidate + authoritative validator path.
+            return {"content": json.dumps({"fields": {
+                "subject": {"decision": "unresolved", "value": None, "source": ""},
+                "valor": {"decision": "preserve", "value": None, "source": "state"},
+            }}, ensure_ascii=False)}
+        return {"content": "{}"}
+
+
+class _Runtime(AgentRuntimeMixin):
+    def __init__(self):
+        self.tool_router = _Router()
+        self.llm = _LLM()
+        self.calls = []
+
+    async def _call_mcp_tool(self, tool_name, arguments, state):
+        self.calls.append((tool_name, dict(arguments)))
+        if tool_name != "validar_contestacao":
+            return {"ok": True, "tool_name": tool_name, "result": {"status": "OK"}}
+
+        subject = str(arguments.get("subject") or "")
+        valor = arguments.get("valor")
+        # Canonicalize the raw anchored fragment from scenario 8.
+        if "Tamboro Mensal" in subject:
+            canonical = "Tamboro Mensal"
+        else:
+            return {"ok": True, "eligible": False, "status": "NEEDS_PARAMETER", "parameter": "subject"}
+
+        if float(valor) not in {14.99, 19.99}:
+            return {
+                "ok": True,
+                "eligible": False,
+                "status": "NEEDS_PARAMETER",
+                "parameter": "valor",
+                "clear_fields": ["resolved_value"],
+            }
+        return {
+            "ok": True,
+            "eligible": True,
+            "transaction_decision": {
+                "resolved_arguments": {"subject": canonical, "valor": float(valor)}
+            },
+        }
+
+
+def _collecting_state(arguments, text, *, metadata=None, context=None):
+    return {
+        "user_text": text,
+        "sanitized_input": text,
+        "route": "contestacao_agent",
+        "intent": "state:COLLECTING_CONTESTACAO_PARAMETERS",
+        "transaction_status": "COLLECTING_PARAMETERS",
+        "active_transaction": {
+            "transaction_id": "tx",
+            "tool_name": "contestar_cobranca",
+            "arguments": dict(arguments),
+            "status": "COLLECTING_PARAMETERS",
+            "parameter_schema": {
+                "subject": {"type": "string", "description": "Referência a um item concreto e identificável da fatura"},
+                "valor": {"type": "number", "description": "Valor monetário explicitamente associado pelo cliente ao item"},
+            },
+            "parameter_conversational_context": context or "",
+        },
+        "selected_tool_call": {"tool_name": "contestar_cobranca", "arguments": dict(arguments)},
+        "missing_parameters": [x for x in ["subject", "valor"] if arguments.get(x) in (None, "")],
+        "route_decision": {"metadata": metadata or {}},
+    }
+
+
+@pytest.mark.asyncio
+async def test_scenario8_value_anchor_reconciles_subject_then_awaits_confirmation():
+    runtime = _Runtime()
+    context = (
+        "user: tem uma cobrança aqui que eu não reconheço\n"
+        "assistant: Analisando a fatura. * Cobrança Tamboro Mensal no valor de R$ 14.99 no dia 01/11/25. "
+        "* Cobrança TIM Fashion Mensal no valor de R$ 10.00 no dia 01/11/25."
+    )
+    state = _collecting_state(
+        {},
+        "é a de quatorze e noventa e nove",
+        metadata={
+            "contextual_reentry": True,
+            "original_input": "é a de quatorze e noventa e nove",
+            "relevant_conversation_context": context,
+        },
+        context=context,
+    )
+
+    result = await runtime.execute_tools_for_intent(state, tools=[])
+
+    assert state["transaction_status"] == "AWAITING_CONFIRMATION"
+    assert state["missing_parameters"] == []
+    assert state["pending_tool_call"]["arguments"]["subject"] == "Tamboro Mensal"
+    assert state["pending_tool_call"]["arguments"]["valor"] == 14.99
+    assert state["transaction_pre_validation"]["eligible"] is True
+    assert result[-1]["awaiting_confirmation"] is True
+
+
+@pytest.mark.asyncio
+async def test_scenario16_invalid_value_clears_only_value_and_preserves_subject():
+    runtime = _Runtime()
+    state = _collecting_state({"subject": "Tamboro Mensal"}, "é a de vinte e cinco e cinquenta")
+
+    result = await runtime.execute_tools_for_intent(state, tools=[])
+
+    assert state["transaction_status"] == "COLLECTING_PARAMETERS"
+    assert state["active_transaction"]["arguments"]["subject"] == "Tamboro Mensal"
+    assert "valor" not in state["active_transaction"]["arguments"]
+    assert state["missing_parameters"] == ["valor"]
+    assert result[-1]["collecting_parameters"] is True
+
+
+@pytest.mark.asyncio
+async def test_scenario16_current_turn_correction_updates_existing_value_then_awaits_confirmation():
+    runtime = _Runtime()
+    state = _collecting_state(
+        {"subject": "Tamboro Mensal", "valor": 25.50},
+        "desculpa é a de dezenove e noventa e nove",
+    )
+    # The old value exists, so missing_parameters alone must NOT restrict which
+    # current-turn fields may be corrected.
+    state["missing_parameters"] = ["subject"]
+
+    result = await runtime.execute_tools_for_intent(state, tools=[])
+
+    assert state["transaction_status"] == "AWAITING_CONFIRMATION"
+    assert state["missing_parameters"] == []
+    assert state["pending_tool_call"]["arguments"]["subject"] == "Tamboro Mensal"
+    assert state["pending_tool_call"]["arguments"]["valor"] == 19.99
+    assert state["transaction_pre_validation"]["eligible"] is True
+    assert result[-1]["awaiting_confirmation"] is True
diff --git a/agent_framework_oci/tests/test_route_stickiness_transaction_shift.py b/agent_framework_oci/tests/test_route_stickiness_transaction_shift.py
index 3ce6135e..099b1bc9 100644
--- a/agent_framework_oci/tests/test_route_stickiness_transaction_shift.py
+++ b/agent_framework_oci/tests/test_route_stickiness_transaction_shift.py
@@ -2,6 +2,20 @@ import pytest
 from types import SimpleNamespace
 
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+
+
+def test_single_word_keyword_requires_a_complete_token():
+    from agent_framework.routing.models import IntentDefinition
+
+    router = object.__new__(EnterpriseRouter)
+    router.intents = [
+        IntentDefinition(
+            name="cancel", agent="orders_agent", priority=10,
+            keywords=["cancela"], examples=[], enabled=True,
+        )
+    ]
+    assert router._route_by_keyword("cancela o pedido") is not None
+    assert router._route_by_keyword("sim, pode cancelar") is None
 from agent_framework.routing.models import RouteDecision
 
 
diff --git a/agent_framework_oci/tests/test_transaction_explicit_abandonment_and_structural_candidate.py b/agent_framework_oci/tests/test_transaction_explicit_abandonment_and_structural_candidate.py
new file mode 100644
index 00000000..9a2ea3cb
--- /dev/null
+++ b/agent_framework_oci/tests/test_transaction_explicit_abandonment_and_structural_candidate.py
@@ -0,0 +1,298 @@
+import json
+from types import SimpleNamespace
+
+import pytest
+
+from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.runtime.agent_runtime import AgentRuntimeMixin
+from agent_framework.runtime.transaction_parameters import reconcile_transaction_parameters
+
+
+class _RouterLLM:
+    async def ainvoke(self, messages, **kwargs):
+        prompt = messages[-1]["content"] if isinstance(messages[-1], dict) else str(messages[-1])
+        if kwargs.get("profile_name") == "transaction_parameter_extraction" or "pending_parameters:" in prompt:
+            return json.dumps({"subject": None, "valor": None})
+        if "esquece" in prompt.lower():
+            return json.dumps({
+                "decision": "ABANDON",
+                "intent": "billing_invoice_explanation",
+                "agent": "billing_agent",
+                "confidence": 0.99,
+                "reason": "abandono explícito da transação atual",
+            })
+        return json.dumps({
+            "decision": "SHIFT",
+            "intent": "contas_vas_cancel",
+            "agent": "vas_agent",
+            "confidence": 0.99,
+            "reason": "classificação genérica motivada por cancelar",
+        })
+
+
+def _router(tmp_path):
+    routing = tmp_path / "routing.yaml"
+    routing.write_text(
+        """
+router:
+  fallback_agent: contestacao_agent
+  confidence_threshold: 0.70
+state_policies:
+  - state: COLLECTING_PARAMETERS
+    agent: contestacao_agent
+intents:
+  - name: contas_contestation
+    agent: contestacao_agent
+    priority: 10
+    keywords: [contestar]
+  - name: contas_vas_cancel
+    agent: vas_agent
+    priority: 20
+    keywords: [cancelar]
+  - name: billing_invoice_explanation
+    agent: billing_agent
+    priority: 30
+    keywords: [fatura]
+""",
+        encoding="utf-8",
+    )
+    return EnterpriseRouter(
+        SimpleNamespace(
+            ROUTING_CONFIG_PATH=str(routing),
+            ENABLE_LLM_ROUTER=True,
+            ENABLE_ROUTE_STICKINESS=False,
+        ),
+        llm=_RouterLLM(),
+    )
+
+
+def _active_state(message):
+    return {
+        "user_text": message,
+        "sanitized_input": message,
+        "next_state": "COLLECTING_PARAMETERS",
+        "transaction_status": "COLLECTING_PARAMETERS",
+        "missing_parameters": ["valor"],
+        "intent": "state:COLLECTING_PARAMETERS",
+        "active_agent": "contestacao_agent",
+        "active_transaction": {
+            "tool_name": "contestar_cobranca",
+            "arguments": {"subject": "Tamboro Mensal"},
+            "status": "COLLECTING_PARAMETERS",
+            "started_from_intent": "contas_contestation",
+            "parameter_schema": {"valor": {"type": "number"}},
+        },
+        "history": [
+            {"role": "user", "content": "não reconheço o Tamboro Mensal, quero tirar da fatura"},
+            {"role": "assistant", "content": "Qual é o valor da cobrança que você deseja contestar?"},
+            {"role": "user", "content": message},
+        ],
+    }
+
+
+@pytest.mark.asyncio
+async def test_generic_shift_does_not_interrupt_active_transaction(tmp_path):
+    decision = await _router(tmp_path).route(_active_state("isso mesmo, pode cancelar"))
+    assert decision.intent == "state:COLLECTING_PARAMETERS"
+    assert not (decision.metadata or {}).get("transaction_interruption")
+
+
+@pytest.mark.asyncio
+async def test_explicit_abandonment_can_leave_active_transaction(tmp_path):
+    decision = await _router(tmp_path).route(_active_state("esquece isso, quero ver minha fatura"))
+    assert decision.intent == "billing_invoice_explanation"
+    assert decision.metadata["transaction_interruption"] == "explicit_abandonment"
+
+
+class _PolicyRouter:
+    def __init__(self):
+        self.registry = SimpleNamespace(
+            tools={"contestar_cobranca": object()},
+            get_tool=lambda name: SimpleNamespace(
+                selection_keywords=["contestar"],
+                args_schema={
+                    "subject": {"type": "string", "description": "item concreto da fatura"},
+                    "valor": {"type": "number", "description": "valor associado"},
+                },
+                requires=["subject", "valor"],
+                description="Contesta cobrança validada",
+            ),
+        )
+
+    def resolve_execution_policy(self, tool_name, arguments=None):
+        return {
+            "operation_type": "transactional",
+            "require_confirmation": True,
+            "requires": ["subject", "valor"],
+            "pre_validation": {"enabled": True, "tool": "validar_contestacao", "fail_open": False},
+        }
+
+
+class _UnresolvedReconcileLLM:
+    async def ainvoke(self, messages, **kwargs):
+        prompt = messages[-1]["content"]
+        if kwargs.get("profile_name") == "transaction_parameter_extraction":
+            if "FOCO PRINCIPAL DA RECONCILIAÇÃO" in prompt:
+                return {"content": json.dumps({
+                    "fields": {
+                        "subject": {"decision": "unresolved", "value": None, "source": ""},
+                        "valor": {"decision": "preserve", "value": 14.99, "source": "state"},
+                    }
+                })}
+            return {"content": json.dumps({"subject": None, "valor": 14.99})}
+        return {"content": "{}"}
+
+
+class _CandidateRuntime(AgentRuntimeMixin):
+    def __init__(self):
+        self.tool_router = _PolicyRouter()
+        self.llm = _UnresolvedReconcileLLM()
+        self.calls = []
+
+    async def _call_mcp_tool(self, tool_name, arguments, state):
+        self.calls.append((tool_name, dict(arguments)))
+        if tool_name == "validar_contestacao":
+            subject = str(arguments.get("subject") or "")
+            if "Tamboro Mensal" in subject and float(arguments.get("valor")) == 14.99:
+                return {
+                    "ok": True,
+                    "tool_name": tool_name,
+                    "result": {
+                        "eligible": True,
+                        "status": "ELIGIBLE",
+                        "transaction_decision": {
+                            "resolved_arguments": {"subject": "Tamboro Mensal", "valor": 14.99}
+                        },
+                    },
+                }
+        return {"ok": True, "tool_name": tool_name, "result": {"eligible": False, "status": "NEEDS_PARAMETER", "parameter": "subject"}}
+
+
+@pytest.mark.asyncio
+async def test_unique_anchored_block_is_candidate_only_and_prevalidator_canonicalizes():
+    runtime = _CandidateRuntime()
+    state = {
+        "user_text": "é a de quatorze e noventa e nove",
+        "sanitized_input": "é a de quatorze e noventa e nove",
+        "mcp_tools": ["contestar_cobranca"],
+        "route": "contestacao_agent",
+        "active_agent": "contestacao_agent",
+        "intent": "contas_contestation",
+        "route_decision": {"metadata": {}},
+        "transaction_status": "COLLECTING_PARAMETERS",
+        "missing_parameters": ["subject"],
+        "active_transaction": {
+            "tool_name": "contestar_cobranca",
+            "arguments": {"valor": 14.99},
+            "status": "COLLECTING_PARAMETERS",
+            "requires": ["subject", "valor"],
+            "parameter_schema": {
+                "subject": {"type": "string", "description": "item concreto da fatura"},
+                "valor": {"type": "number", "description": "valor associado"},
+            },
+            "parameter_conversational_context": (
+                "history:1: assistant: Houve: * Cobrança Tamboro Mensal no valor de R$ 14,99 no dia 01/11/25. "
+                "* Cobrança TIM Fashion Mensal no valor de R$ 10,00 no dia 01/11/25."
+            ),
+        },
+        "selected_tool_call": {"tool_name": "contestar_cobranca", "arguments": {"valor": 14.99}},
+    }
+
+    result = await runtime.execute_tools_for_intent(state, tools=[])
+
+    assert state["transaction_status"] == "AWAITING_CONFIRMATION"
+    assert state["pending_tool_call"]["arguments"]["subject"] == "Tamboro Mensal"
+    assert state["pending_tool_call"]["arguments"]["valor"] == 14.99
+    assert state["transaction_parameter_reconciliation"]["applied_structural_candidates"] == {
+        "subject": "unique_anchored_evidence_block"
+    }
+    validator_args = runtime.calls[0][1]
+    assert validator_args["subject"].startswith("Cobrança Tamboro Mensal")
+    assert result[-1]["awaiting_confirmation"] is True
+
+@pytest.mark.asyncio
+async def test_current_turn_value_then_unique_anchor_reaches_confirmation_from_empty_transaction():
+    """Regression for Contas scenario 08: current amount first, temporal subject second."""
+    runtime = _CandidateRuntime()
+    state = {
+        "user_text": "é a de quatorze e noventa e nove",
+        "sanitized_input": "é a de quatorze e noventa e nove",
+        "mcp_tools": ["contestar_cobranca"],
+        "route": "contestacao_agent",
+        "active_agent": "contestacao_agent",
+        "intent": "contas_contestation",
+        "route_decision": {"metadata": {}},
+        "transaction_status": "COLLECTING_PARAMETERS",
+        "missing_parameters": ["subject", "valor"],
+        "active_transaction": {
+            "tool_name": "contestar_cobranca",
+            "arguments": {},
+            "status": "COLLECTING_PARAMETERS",
+            "requires": ["subject", "valor"],
+            "parameter_schema": {
+                "subject": {"type": "string", "description": "item concreto da fatura"},
+                "valor": {"type": "number", "description": "valor monetário associado"},
+            },
+            "parameter_conversational_context": (
+                "history:1: assistant: Houve: * Cobrança Tamboro Mensal no valor de R$ 14,99 no dia 01/11/25. "
+                "* Cobrança TIM Fashion Mensal no valor de R$ 10,00 no dia 01/11/25."
+            ),
+        },
+        "selected_tool_call": {"tool_name": "contestar_cobranca", "arguments": {}},
+    }
+
+    result = await runtime.execute_tools_for_intent(state, tools=[])
+
+    assert state["transaction_parameter_collection"]["resolved_fields"] == ["valor"]
+    assert state["transaction_status"] == "AWAITING_CONFIRMATION"
+    assert state["pending_tool_call"]["arguments"]["subject"] == "Tamboro Mensal"
+    assert state["pending_tool_call"]["arguments"]["valor"] == 14.99
+    assert result[-1]["awaiting_confirmation"] is True
+
+
+class _ClearMissingSubjectReconcileLLM(_UnresolvedReconcileLLM):
+    async def ainvoke(self, messages, **kwargs):
+        prompt = messages[-1]["content"]
+        if kwargs.get("profile_name") == "transaction_parameter_extraction":
+            if "FOCO PRINCIPAL DA RECONCILIAÇÃO" in prompt:
+                return {"content": json.dumps({
+                    "fields": {
+                        "subject": {"decision": "clear", "value": None, "source": "history:1"},
+                        "valor": {"decision": "preserve", "value": 14.99, "source": "state"},
+                    }
+                })}
+            return {"content": json.dumps({"subject": None, "valor": 14.99})}
+        return {"content": "{}"}
+
+
+@pytest.mark.asyncio
+async def test_initially_missing_subject_clear_still_allows_unique_anchored_candidate():
+    """Scenario 08: clear on an already-missing field must not suppress candidate fallback."""
+    rec = await reconcile_transaction_parameters(
+        _ClearMissingSubjectReconcileLLM(),
+        text="é a de quatorze e noventa e nove",
+        tool_name="contestar_cobranca",
+        parameter_names=["subject", "valor"],
+        known_arguments={"valor": 14.99},
+        parameter_schema={
+            "subject": {"type": "string", "description": "item concreto da fatura"},
+            "valor": {"type": "number", "description": "valor monetário associado"},
+        },
+        tool_description="Contesta uma cobrança identificada por item e valor",
+        conversational_context=(
+            "priority_3_previous_assistant_tool_or_evidence_context:\n"
+            "history:1: assistant: Analisando a sua fatura atual. * Cobrança Tamboro Mensal no valor de R$ 14,99 no dia 01/11/25. "
+            "* Cobrança TIM Fashion Mensal no valor de R$ 10,00 no dia 01/11/25.\n"
+            "priority_4_previous_user_utterances:\n"
+            "history:2: user: tem uma cobrança aqui que eu não reconheço"
+        ),
+    )
+
+    assert rec["decisions"]["subject"] == "clear"
+    assert rec["clear_fields"] == ["subject"]
+    assert rec["candidates"] == {
+        "subject": "Cobrança Tamboro Mensal no valor de R$ 14,99 no dia 01/11/25."
+    }
+    assert rec["candidate_provenance"] == {
+        "subject": "unique_anchored_evidence_block"
+    }
diff --git a/agent_framework_oci/tests/test_transaction_parameter_llm_precedence.py b/agent_framework_oci/tests/test_transaction_parameter_llm_precedence.py
index c15adcb8..ef57780f 100644
--- a/agent_framework_oci/tests/test_transaction_parameter_llm_precedence.py
+++ b/agent_framework_oci/tests/test_transaction_parameter_llm_precedence.py
@@ -738,3 +738,34 @@ async def test_correction_of_missing_numeric_value_does_not_reopen_resolved_text
     )
     assert runtime.pending_seen == ["valor"]
     assert out == {"valor": 19.99}
+
+@pytest.mark.asyncio
+async def test_reconciler_exposes_schema_driven_field_evidence_views_for_missing_fields():
+    class _LLM:
+        def __init__(self):
+            self.prompt = ""
+        async def ainvoke(self, messages, **kwargs):
+            self.prompt = messages[0]["content"]
+            return {"content": '{"fields":{"subject":{"decision":"resolved","value":"Produto A","source":"history:1"},"valor":{"decision":"preserve","value":14.99,"source":"state"}}}'}
+
+    from agent_framework.runtime.transaction_parameters import reconcile_transaction_parameters
+    llm = _LLM()
+    result = await reconcile_transaction_parameters(
+        llm,
+        text="é a de quatorze e noventa e nove",
+        tool_name="acao_generica",
+        parameter_names=["subject", "valor"],
+        known_arguments={"valor": 14.99},
+        parameter_schema={
+            "subject": {"type": "string", "description": "referência concreta identificável"},
+            "valor": {"type": "number", "description": "quantia associada"},
+        },
+        conversational_context=(
+            "priority_3_previous_assistant_tool_or_evidence_context:\n"
+            "history:1: assistant: * Produto A no atributo 14,99. * Produto B no atributo 10,00."
+        ),
+    )
+    assert result["values"]["subject"] == "Produto A"
+    assert "field_evidence_views:" in llm.prompt
+    assert '"subject"' in llm.prompt
+    assert '"anchor_matches"' in llm.prompt
diff --git a/agent_framework_oci/tests/test_transactional_tool_flow.py b/agent_framework_oci/tests/test_transactional_tool_flow.py
index 71c03b0d..49b57403 100644
--- a/agent_framework_oci/tests/test_transactional_tool_flow.py
+++ b/agent_framework_oci/tests/test_transactional_tool_flow.py
@@ -1058,11 +1058,12 @@ class _CorrectionDuringCollectingLLM:
         prompt = messages[-1]["content"]
         self.prompts.append(prompt)
         if kwargs.get("profile_name") == "transaction_parameter_extraction":
+            # Current-only extraction now exposes the requested keys through the
+            # declarative schema/format rather than the legacy pending_parameters label.
+            if "current_user_message: desculpa, é a de quatorze e noventa e nove" in prompt:
+                return {"content": json.dumps({"subject": None, "valor": 14.99}, ensure_ascii=False)}
             pending = json.loads(prompt.split("pending_parameters: ", 1)[1].split("\n", 1)[0])
             out = {name: None for name in pending}
-            # O router já resolveu subject a partir do contexto. O runtime ainda
-            # precisa permitir que a mensagem atual corrija um valor previamente
-            # coletado, mesmo que valor não esteja em missing_parameters.
             if "valor" in out:
                 out["valor"] = 14.99
             return {"content": json.dumps(out, ensure_ascii=False)}
@@ -1374,3 +1375,61 @@ async def test_temporal_reconciler_is_fallback_after_traditional_candidate_fails
     assert state["pending_tool_call"]["arguments"]["subject"] == "Tamboro Mensal"
     assert state["transaction_status"] == "AWAITING_CONFIRMATION"
     assert result[-1]["awaiting_confirmation"] is True
+
+@pytest.mark.asyncio
+async def test_collecting_parameters_materializes_router_cache_before_current_only_t6_regression():
+    """T6 regression: router-resolved subject must enter active arguments.
+
+    The router already consumed the pending subject in the same turn. A subsequent
+    current-only extraction over the literal message "sim" must not be required to
+    rediscover it, and temporal reconciliation must not leave it only as metadata.
+    """
+    runtime = _ContestRuntime()
+    state = {
+        "user_text": "sim",
+        "sanitized_input": "sim",
+        "route": "contestacao_agent",
+        "active_agent": "contestacao_agent",
+        "intent": "state:COLLECTING_CONTESTACAO_PARAMETERS",
+        "route_decision": {
+            "route": "contestacao_agent",
+            "agent": "contestacao_agent",
+            "intent": "state:COLLECTING_CONTESTACAO_PARAMETERS",
+            "metadata": {
+                "transaction_turn_consumed": True,
+                "transaction_parameter_values": {"subject": "Tamboro Mensal"},
+                "transaction_parameter_source": "llm",
+                "transaction_parameter_missing_before": ["subject"],
+            },
+        },
+        "transaction_status": "COLLECTING_PARAMETERS",
+        "missing_parameters": ["subject"],
+        "active_transaction": {
+            "transaction_id": "tx-t6-router-cache",
+            "tool_name": "contestar_cobranca",
+            "arguments": {"valor": 19.99},
+            "status": "COLLECTING_PARAMETERS",
+            "started_from_intent": "contas_contestation",
+            "requires": ["subject", "valor"],
+            "parameter_schema": {
+                "subject": {"type": "string", "description": "item concreto da fatura"},
+                "valor": {"type": "number", "description": "valor da cobrança"},
+            },
+            "tool_description": "Contesta cobrança validada",
+        },
+        "selected_tool_call": {
+            "tool_name": "contestar_cobranca",
+            "arguments": {"valor": 19.99},
+        },
+    }
+
+    results = await runtime.execute_tools_for_intent(state, tools=[])
+
+    assert results[-1]["transaction_status"] == "AWAITING_CONFIRMATION"
+    assert state["pending_tool_call"]["arguments"]["subject"] == "Tamboro Mensal"
+    assert state["pending_tool_call"]["arguments"]["valor"] == 19.99
+    assert state["active_transaction"]["arguments"]["subject"] == "Tamboro Mensal"
+    assert state["missing_parameters"] == []
+    collection = state["transaction_parameter_collection"]
+    assert collection["router_resolved_fields"] == ["subject"]
+    assert runtime.calls == []
diff --git a/agent_framework_oci/tests/unit/test_multi_intent_planner.py b/agent_framework_oci/tests/unit/test_multi_intent_planner.py
new file mode 100644
index 00000000..0c720620
--- /dev/null
+++ b/agent_framework_oci/tests/unit/test_multi_intent_planner.py
@@ -0,0 +1,66 @@
+from agent_framework.routing.models import IntentDefinition
+from agent_framework.routing.multi_intent import MultiIntentPlanner
+
+
+def _planner():
+    return MultiIntentPlanner([
+        IntentDefinition(name="cancel", agent="orders", priority=10, keywords=["cancelar pedido"], mcp_tools=["cancelar_pedido"]),
+        IntentDefinition(name="invoice", agent="billing", priority=20, keywords=["segunda via"], mcp_tools=["consultar_fatura"]),
+    ], {
+        "enabled": True,
+    }, transactional_tools={"cancelar_pedido"})
+
+
+def test_builds_validated_plan_and_keeps_primary_first():
+    plan = _planner().plan("quero cancelar pedido e preciso da segunda via")
+    assert plan is not None
+    assert [item.intent for item in plan.operations] == ["cancel", "invoice"]
+    assert plan.operations[1].disposition == "execute"
+    assert plan.operations[1].tools == ["consultar_fatura"]
+
+
+def test_confirmation_with_secondary_does_not_lose_confirmation():
+    plan = _planner().plan_confirmation_secondary(
+        "sim e preciso da segunda via", primary_intent="cancel", primary_agent="orders"
+    )
+    assert plan is not None
+    assert [item.intent for item in plan.operations] == ["cancel", "invoice"]
+    assert MultiIntentPlanner.public_messages(plan) == []
+
+
+def test_transactional_intent_is_primary_even_when_mentioned_second():
+    plan = _planner().plan("preciso da segunda via e quero cancelar pedido")
+    assert plan is not None
+    assert [item.intent for item in plan.operations] == ["cancel", "invoice"]
+
+
+def test_does_not_plan_single_intent_or_invent_unknown_intent():
+    assert _planner().plan("quero cancelar pedido") is None
+    assert _planner().plan("quero cancelar pedido e saber o clima") is None
+
+
+def test_known_primary_with_actionable_unknown_creates_off_context_topic():
+    plan = _planner().plan("quero cancelar pedido e alterar meu CNPJ")
+    assert plan is not None
+    assert plan.operations[1].intent == "off_context"
+    assert plan.operations[1].disposition == "unsupported"
+
+
+def test_confirmation_with_unknown_secondary_keeps_confirmation():
+    plan = _planner().plan_confirmation_secondary(
+        "sim e altere meu CNPJ", primary_intent="cancel", primary_agent="orders"
+    )
+    assert plan is not None
+    assert plan.operations[0].intent == "cancel"
+    assert plan.operations[1].intent == "off_context"
+
+
+def test_single_word_keyword_does_not_match_a_longer_word_prefix():
+    planner = MultiIntentPlanner([
+        IntentDefinition(name="cancel", agent="orders", priority=10, keywords=["cancela"]),
+        IntentDefinition(name="invoice", agent="billing", priority=20, keywords=["segunda via"]),
+    ])
+    plan = planner.plan("sim, pode cancelar e preciso da segunda via")
+    assert plan is not None
+    assert all(item.intent != "cancel" for item in plan.operations)
+    assert [item.intent for item in plan.operations] == ["invoice", "off_context"]
diff --git a/agent_framework_oci/tests/unit/test_pending_topics_isolation.py b/agent_framework_oci/tests/unit/test_pending_topics_isolation.py
new file mode 100644
index 00000000..e614cd7a
--- /dev/null
+++ b/agent_framework_oci/tests/unit/test_pending_topics_isolation.py
@@ -0,0 +1,53 @@
+import pytest
+
+from agent_framework.routing.pending_topics import drain_pending_topics
+
+
+@pytest.mark.asyncio
+async def test_secondary_topic_does_not_inherit_primary_transaction_state():
+    captured = {}
+
+    async def billing_agent(state):
+        captured.update(state)
+        return {"answer": "Aqui está a sua segunda via."}
+
+    state = {
+        "answer": "Você confirma o cancelamento do Tamboro?",
+        "sanitized_input": "quero cancelar Tamboro e quero minha segunda via",
+        "confirmation_required": True,
+        "active_transaction": {"tool_name": "cancelar_vas_avulso"},
+        "transaction_status": "AWAITING_CONFIRMATION",
+        "selected_tool_call": {"tool_name": "cancelar_vas_avulso"},
+        "pending_tool_call": {"tool_name": "cancelar_vas_avulso"},
+        "pending_domain_workflow": {"workflow_name": "cancelamento_vas_avulso"},
+        "missing_parameters": ["subject"],
+        "next_state": "WAITING_CONTESTACAO_CONFIRMATION",
+        "mcp_results": [{"tool_name": "consultar_vas"}],
+        "pending_topics": [{
+            "operation_id": "op-2",
+            "intent": "contas_invoice_query",
+            "agent": "faturas_agent",
+            "domain": "telecom_contas",
+            "tools": ["consultar_faturas"],
+            "source_text": "quero minha segunda via",
+            "disposition": "execute",
+            "status": "pending",
+        }],
+    }
+
+    result = await drain_pending_topics(
+        state, state["answer"], {"faturas_agent": billing_agent}
+    )
+
+    assert captured["active_transaction"] is None
+    assert captured["selected_tool_call"] == {}
+    assert captured["pending_tool_call"] == {}
+    assert captured["pending_domain_workflow"] is None
+    assert captured["next_state"] is None
+    assert captured["sanitized_input"] == "quero minha segunda via"
+    assert captured["mcp_results"] == []
+    assert captured["mcp_tools"] == ["consultar_faturas"]
+    assert captured["available_mcp_tools"] == ["consultar_faturas"]
+    assert captured["domain"] == "telecom_contas"
+    assert result.answer.startswith("Aqui está a sua segunda via.")
+    assert result.pending_topics == []
diff --git a/agent_framework_oci/tests/unit/test_readme_feature_catalog.py b/agent_framework_oci/tests/unit/test_readme_feature_catalog.py
new file mode 100644
index 00000000..6a56b5d6
--- /dev/null
+++ b/agent_framework_oci/tests/unit/test_readme_feature_catalog.py
@@ -0,0 +1,39 @@
+from pathlib import Path
+import re
+from urllib.parse import unquote
+
+
+ROOT = Path(__file__).resolve().parents[2]
+
+
+def _local_links(path: Path) -> list[str]:
+    text = path.read_text(encoding="utf-8")
+    return [
+        target for target in re.findall(r"\[[^]]*\]\(([^)]+)\)", text)
+        if not target.startswith(("http://", "https://", "#", "mailto:"))
+    ]
+
+
+def test_main_readmes_have_no_broken_local_links():
+    for name in ("README.md", "README_en.md"):
+        readme = ROOT / name
+        for target in _local_links(readme):
+            relative = unquote(target.split("#", 1)[0])
+            assert not relative or (readme.parent / relative).exists(), (name, target)
+
+
+def test_every_feature_guide_is_listed_in_corresponding_main_readme():
+    pairs = (("pt-BR", "README.md"), ("en", "README_en.md"))
+    for language, readme_name in pairs:
+        readme = (ROOT / readme_name).read_text(encoding="utf-8")
+        guides = sorted((ROOT / "docs" / "features" / language).glob("[0-9][0-9]_*.md"))
+        assert guides
+        for guide in guides:
+            expected = f"docs/features/{language}/{guide.name}"
+            assert expected in readme, (readme_name, expected)
+
+
+def test_portuguese_and_english_feature_catalogs_are_symmetric():
+    pt = {path.name for path in (ROOT / "docs" / "features" / "pt-BR").glob("*.md")}
+    en = {path.name for path in (ROOT / "docs" / "features" / "en").glob("*.md")}
+    assert pt == en
diff --git a/agent_framework_oci/tests/unit/test_tuning_pending_topics_sync.py b/agent_framework_oci/tests/unit/test_tuning_pending_topics_sync.py
new file mode 100644
index 00000000..23e29d46
--- /dev/null
+++ b/agent_framework_oci/tests/unit/test_tuning_pending_topics_sync.py
@@ -0,0 +1,38 @@
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[2]
+
+
+def test_all_tuning_backend_graphs_support_pending_topics():
+    graphs = sorted((ROOT / "Tuning-Performance").glob("**/app/workflows/agent_graph.py"))
+    assert graphs
+    for path in graphs:
+        source = path.read_text(encoding="utf-8")
+        assert "from agent_framework.routing.pending_topics import drain_pending_topics" in source, path
+        assert '"pending_topics": drained.pending_topics' in source, path
+        assert '"handled_topics": drained.handled_topics' in source, path
+
+
+def test_all_tuning_backend_states_expose_pending_topics():
+    states = sorted((ROOT / "Tuning-Performance").glob("**/app/state.py"))
+    assert states
+    for path in states:
+        source = path.read_text(encoding="utf-8")
+        assert "pending_topics: list[dict[str, Any]]" in source, path
+        assert "handled_topics: list[dict[str, Any]]" in source, path
+
+
+def test_canonical_templates_delegate_drain_to_framework_helper():
+    for template in ("agent_template_backend", "agent_template_backend_day_zero"):
+        graph = ROOT / "templates" / template / "app" / "workflows" / "agent_graph.py"
+        state = ROOT / "templates" / template / "app" / "state.py"
+        graph_source = graph.read_text(encoding="utf-8")
+        state_source = state.read_text(encoding="utf-8")
+        assert "from agent_framework.routing.pending_topics import drain_pending_topics" in graph_source
+        assert "drained = await drain_pending_topics(" in graph_source
+        assert '"pending_topics": drained.pending_topics' in graph_source
+        assert '"handled_topics": drained.handled_topics' in graph_source
+        assert "MultiIntentPlanner.public_messages" not in graph_source
+        assert "pending_topics: list[dict[str, Any]]" in state_source
+        assert "handled_topics: list[dict[str, Any]]" in state_source
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diff --git a/app/domain/contas/__pycache__/rct_policy.cpython-313.pyc b/app/domain/contas/__pycache__/rct_policy.cpython-313.pyc
index d34ef17886fbeacdf3a96af533659b908613020c..8e2f833cb1056f033f01da9169e3d8a51a15cf87 100644
GIT binary patch
delta 34
ocmdmKxZ9BXGcPX}0}$}vTeOiopOevjay6$aQ@qjU1)P%n0IS{!R{#J2

delta 31
lcmdmOxYLmPGcPX}0}zxj%-G1C&&lXIxtddT^CC`3egKL62tfb<

diff --git a/app/domain/contas/__pycache__/service.cpython-313.pyc b/app/domain/contas/__pycache__/service.cpython-313.pyc
index 513ddd33d11dc91ccf894cb253f9f055203e55d6..e1348d61fa23fb22589494aae9018dc93cd40242 100644
GIT binary patch
delta 36
qcmZoz$=I}#k^3_*FBbz4@ZDRqk^3_<qs!#~%&JWBMw?YwVgdll&I-~1

delta 33
ncmZo#$=I-xk^3_*FBbz4lrYTL$o-j_(P{F3X4TDVEHME9q?rl5

diff --git a/app/domain/contas/__pycache__/string_metrics.cpython-313.pyc b/app/domain/contas/__pycache__/string_metrics.cpython-313.pyc
index 7cba0c5cd51a00f82467635ad7f3a5063c4b8da4..5e9298132b67d18a35ebbc28309ebcb324d8072d 100644
GIT binary patch
delta 34
ocmbPdxWJJ6GcPX}0}$}tTeOioi<!}Tav8HKQ@qjU+04wM0HdA=^8f$<

delta 31
lcmZ2rIM0y#GcPX}0}zxj%-G1C#mwkAxr|wL^IT?TQ2>If2i^bx

diff --git a/app/domain/contas/__pycache__/vas_cancellation_message.cpython-313.pyc b/app/domain/contas/__pycache__/vas_cancellation_message.cpython-313.pyc
index 16dbefe98807133238138cffcb92f6f9ea01fccd..251973b1a63ceafab4f104440e4905b255ff9773 100644
GIT binary patch
delta 34
ocmX?Hf3%+aGcPX}0}$}vTeOk8fs-+Gau25}Q@qjUjhsSe0L0J=XaE2J

delta 31
lcmX?Ff4H9eGcPX}0}zxj%-G1?z{waqxrbAA^JY#VGXS7Z2~q$6

diff --git a/app/domain/contas/__pycache__/vas_variation.cpython-313.pyc b/app/domain/contas/__pycache__/vas_variation.cpython-313.pyc
index 589b865356cbc8117d93fcb6bae40fccd5a39ba4..610d4fdf1e1a2af5d5448db4bfed00c1a66a4e44 100644
GIT binary patch
delta 36
qcmbPml4;UOChpI?yj%=Gz<+PiMs8h6Mz6`1lB!JcMw{a#jk*EGbP78F

delta 33
ncmbPql4-(8ChpI?yj%=GP{J@{Be$+3qsL@RN!85>l1AMCqY?=v

diff --git a/app/domain/contas/__pycache__/workflow_actions.cpython-313.pyc b/app/domain/contas/__pycache__/workflow_actions.cpython-313.pyc
index f2c3ff7b7c814bb2c87ff11aec38419e03cd2dbd..be3c29b0d2abd5ac76d2e69654859b200c3adfaa 100644
GIT binary patch
delta 44
zcmX>+mGkISPVUdVyj%=Gz<+PiM(#d#M&HS^*j1V0jhgqfx9?|X+`gZkiNzTJH+l_T

delta 41
wcmX>)mGkgaPVUdVyj%=GP{J@{BX=J=qxa-l?5fQN+1n4YGj2b~&cxyj0115zOaK4?

diff --git a/app/domain/contas/integrations/__pycache__/secure_pdf_crypto.cpython-313.pyc b/app/domain/contas/integrations/__pycache__/secure_pdf_crypto.cpython-313.pyc
index 17a8d7006096ded52d7ec9a074b336613b4842df..e0a2a432932fab1c11b1e6c259b92dc3519f04ac 100644
GIT binary patch
delta 34
pcmZ1_yhfP&GcPX}0}$}vTeOk;5;J4;<a^AjOz}pWnOT;z0syJ*39SGC

delta 31
lcmZ1@yh@n+GcPX}0}zxj%-G0%iJ38S@;zqN&8#fTSpkNz2$ui=

diff --git a/app/domain/contas/parsers/__pycache__/__init__.cpython-313.pyc b/app/domain/contas/parsers/__pycache__/__init__.cpython-313.pyc
index f61e15c77bcb3fec7cd0997ca2b63897753d84b8..2a1281484021b8f396884226a1e501b8ef68a9a7 100644
GIT binary patch
delta 34
ocmZ3^zLK5$GcPX}0}$}vTeOk;A0wmhWG*IErg)>x`b-s!0G~Dp%>V!Z

delta 31
lcmZ3<zMP%=GcPX}0}zxj%-G2NkCD-PG8dETW<#b5MgV?(2e$wK

diff --git a/app/domain/contas/parsers/__pycache__/bill_parser.cpython-313.pyc b/app/domain/contas/parsers/__pycache__/bill_parser.cpython-313.pyc
index 252f8ee41906671468fc39d86e0d9f841911c2f4..af6166cc77cebc6cb1bd2f644b786832b970d94e 100644
GIT binary patch
delta 36
rcmdnJlX34(M()qNyj%=Gz<+PiM(%&?i~*CmI8>S9jW+9Z^n?Ha*2xOj

delta 33
ncmdnHlX3S>M()qNyj%=GP{J@{BlkacM!(5i9IBfQIeJ0>u{;UE

diff --git a/app/domain/contas/parsers/__pycache__/bill_processor.cpython-313.pyc b/app/domain/contas/parsers/__pycache__/bill_processor.cpython-313.pyc
index 3434ae1d1edc0daf38eba25d1825a1d12cc5a4a8..918f6d887a9f5ee9666a61704a11b23a94996fe8 100644
GIT binary patch
delta 36
rcmbO?n`yypChpI?yj%=Gz<+PiM(z(BjKP!taHulH8*NtPtZe}R(D(~q

delta 33
ocmZ25n`z!`ChpI?yj%=GP{J@{Bliam#=yycI8-+)bJn&10IClPNdN!<

diff --git a/app/extensions/__pycache__/__init__.cpython-313.pyc b/app/extensions/__pycache__/__init__.cpython-313.pyc
index 31a04df9653436e9d32697103217e49d84857ec6..d66f837c18f0dbcb8c943080b0d260cf027406d3 100644
GIT binary patch
delta 30
lcmZ3-w1J8HGcPX}0}$}vTQre-H>1<U<El*YMibvS0RV$n34H(n

delta 27
hcmdnMw2q1UGcPX}0}zxj%$Uf%o6%w7an*_MoB(9$2xkBQ

diff --git a/app/extensions/__pycache__/tim_guardrails.cpython-313.pyc b/app/extensions/__pycache__/tim_guardrails.cpython-313.pyc
index 99c6d05533f065668f24688f3bce1dad0029ab7e..67e3a048396cedf3d06021d6c820cd73bc3989a7 100644
GIT binary patch
delta 36
rcmaE~gz3o=ChpI?yj%=Gz<+PiM(!0%j2@G>FsU-d8*RSH)Y%UJ-`ETq

delta 33
ocmaE|gz3=|ChpI?yj%=GaKvxMM(!0%jBb;+FsW|7&D7Zs0K?=9q5uE@

diff --git a/app/extensions/__pycache__/tim_judges.cpython-313.pyc b/app/extensions/__pycache__/tim_judges.cpython-313.pyc
index c13caca339ea6d7e4f147364e0815b913a432d93..5d14efc90aba92f898468e906d8ad30eb46917bf 100644
GIT binary patch
delta 34
ocmaE=`&^g%GcPX}0}$}vTeOjzkD1YBvJ|r_Q@qh;d*)@r0IJ3b00000

delta 31
lcmaE^`&5_vGcPX}0}zxj%-G1y$IR$7S&CV8vm^5|VE~F~2kHO-

diff --git a/app/extensions/tim_prompts/__pycache__/__init__.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/__init__.cpython-313.pyc
index d60c9769e1bd560f8f8fa349378ce91819ba3cbe..60f410c6397cb45580b146ddc9bca44dc47138ad 100644
GIT binary patch
delta 30
kcmZ3>xSo;wGcPX}0}$}vTQrf|n9*;dy(&|@(Zm!_0C%(p^Z)<=

delta 27
hcmZ3_xR#OoGcPX}0}zxj%$Ue+%;+=GUUg!cCjeYt2HpSw

diff --git a/app/extensions/tim_prompts/__pycache__/aluc.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/aluc.cpython-313.pyc
index 51b29b943ff3a82db455f4de93559f0b3cc31814..ab9e42ab62c91367d4ab57952a2f0be2c9e814fc 100644
GIT binary patch
delta 33
ncmexj_|1^}GcPX}0}$}vTeOjzSAx-NvZRD6Q@qh+JBe)os7DD!

delta 30
kcmexn_{EU>GcPX}0}zxj%-G1yE5Yb7SyDoEvV+7n0Ehz!F8}}l

diff --git a/app/extensions/tim_prompts/__pycache__/ausencia_oferta_proativa.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/ausencia_oferta_proativa.cpython-313.pyc
index b40ec02f91300db88503b1be1ddf5f6e027855c3..d9ea46302ae07f050384f08eb99ffdc53b414698 100644
GIT binary patch
delta 33
ncmewt+z`V3nU|M~0SNf-E!xO^PlGXT@+%Ehrg)>t{F?6px;P6D

delta 30
kcmZn&`4`OnnU|M~0SHPMW^ClXr@<IA`IUz1WI@gM0F&tn`2YX_

diff --git a/app/extensions/tim_prompts/__pycache__/fraseologia.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/fraseologia.cpython-313.pyc
index 487c5c8624c6bd43d17d65365a4da30a15279aab..55c3d12730634067dbf99b45bba3fa11323578e2 100644
GIT binary patch
delta 34
ocmaEE_0o#_GcPX}0}$}vTeOi|Q-(2cvZ;(JQ@qjUC>dTx0JHE38~^|S

delta 31
lcmaE9_1ud4GcPX}0}zxj%-G1SDZ}VL*;Gb#bBqixBLI=v2nGNE

diff --git a/app/extensions/tim_prompts/__pycache__/out_of_scope.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/out_of_scope.cpython-313.pyc
index b8c4c566f492f6a0be5d02de392566575359b70a..d33670432820a84a66d170d300f7c76671dacf0d 100644
GIT binary patch
delta 36
qcmey}!uYp^k^3_*FBbz4@ZVdsk=w<QF=%ptqbgIp(dJS|Hbwx~stS|<

delta 33
ncmey{!uY#|k^3_*FBbz4lrYTL$nE0D7%(}&QFU{<BO4<CvDgWI

diff --git a/app/extensions/tim_prompts/__pycache__/revprec.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/revprec.cpython-313.pyc
index 2ab3a23609fd35ed044bbf6cae632623382662b7..dd6b8c5fe9999ac8acc9d483abd3461b61481476 100644
GIT binary patch
delta 34
ocmeB^m>|LZnU|M~0SNf-E!xO^n~TwR@^da#rg)>xJlsr-0He(a_y7O^

delta 31
lcmbOr(I>(EnU|M~0SHPMW^ClX&Bf?F`8k*BW<G8vMgV~12jTz#

diff --git a/app/extensions/tim_prompts/__pycache__/rqlt.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/rqlt.cpython-313.pyc
index df2f5a357241442fea92c3e23655d859bdd60ef4..425e19209a7e03b5d211de7725f06c7695482968 100644
GIT binary patch
delta 33
ncmX@kagu}kGcPX}0}$}vTeOiojhWGFauKsCQ@qjS>C77dn!*WR

delta 30
kcmX@fah!wuGcPX}0}zxj%-G1C#?0t3xrkYH@=WFp0D9^ONdN!<

diff --git a/app/observability/__pycache__/__init__.cpython-313.pyc b/app/observability/__pycache__/__init__.cpython-313.pyc
index 4195e82a5217dd5228b7c8dd9f71e5e46310eea5..123ac28ac41180f9206edbad3950b9a40427cba3 100644
GIT binary patch
delta 30
kcmZ3&xQvneGcPX}0}$}vTQrf|n9+5jy(&|@(Zm!70Ch(P&;S4c

delta 27
hcmZ3+xP+1WGcPX}0}zxj%$Ue+%;-GPUUg!c0{~h=2D$(M

diff --git a/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
index af53bdbdfb8bb14e6b2f4201992f58f7ab9e5488..9208893b019069dee94092811e2dec573a3ef570 100644
GIT binary patch
delta 34
pcmeyZ_E(MjGcPX}0}$}vTeOjTB_pH%<gJXVOz}pWZ!s<u1OUOp3he*@

delta 31
mcmeyX_FIknGcPX}0}zxj%-G1il9ADO@>WLG&370V3IYI~Qwi4q

diff --git a/app/presentation/__pycache__/__init__.cpython-313.pyc b/app/presentation/__pycache__/__init__.cpython-313.pyc
index f9fe47780828d96cbffa4dd7e9636c991800250c..7ab86a5a9a8cfaf889f7a84e712274a1d8240b08 100644
GIT binary patch
delta 30
kcmZo*YGUI4%*)Hg00jK^7ER=CWptT1QI#p)XyP_60CZyri2wiq

delta 27
hcmZo-YGC62%*)Hg00borGbVDkGCED1s5)_n7XVmC2Xg=b

diff --git a/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
index 8e103a45c4e739043c93cefdca422c26d850b57b..047c1d1aad49505ab1fda93cf9f9682eea8cd051 100644
GIT binary patch
delta 34
ocmdn0wOxz*GcPX}0}$}vTeOk;A|s>M<hzWjOz}pWnV5`)0kC!naR2}S

delta 31
lcmdn4wN;DzGcPX}0}zxj%-G0%k&)43@?A#N%`8mD!T^l22wMOE

diff --git a/app/state.py b/app/state.py
index 1bed096f..715f28c0 100644
--- a/app/state.py
+++ b/app/state.py
@@ -42,6 +42,8 @@ class AgentState(TypedDict, total=False):
     missing_parameters: list[str]
     supervisor_plan: dict[str, Any]
     supervisor_results: list[dict[str, Any]]
+    pending_topics: list[dict[str, Any]]
+    handled_topics: list[dict[str, Any]]
     active_agent: str
     route_bypassed: bool
     continuity_signal: dict[str, Any]
@@ -67,4 +69,3 @@ class AgentState(TypedDict, total=False):
     regulatory_context: dict[str, Any]
     terminal_status: str
     conversation_terminal_message: str
-
diff --git a/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/app/workflows/__pycache__/agent_graph.cpython-313.pyc
index 9f99f5607ac2d9618d7dfe54e1a246a472dd4123..0b011f4ea611edaaa428d40ff6ad0d70d0d6d057 100644
GIT binary patch
delta 10487
zcma(%3wV^pwg2qn-$&lbZXTQ0=1G>o<{=>v2pAv<fv`z-2~t6qHM>a`HoI|l1A^A1
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diff --git a/app/workflows/agent_graph.py b/app/workflows/agent_graph.py
index 63a9fc31..580060bf 100644
--- a/app/workflows/agent_graph.py
+++ b/app/workflows/agent_graph.py
@@ -7,6 +7,7 @@ from agent_framework.guardrails.rail_action import RailAction
 from agent_framework.guardrails.rail_result import RailResult
 from agent_framework.judges.judge import JudgePipeline
 from agent_framework.routing.enterprise_router import EnterpriseRouter
+from agent_framework.routing.pending_topics import drain_pending_topics
 from app.domain.contas.conversation_policy import evaluate as evaluate_contas_conversation_policy
 from agent_framework.supervisor.supervisor import Supervisor
 from agent_framework.observability.workflow_events import WorkflowTelemetry
@@ -724,6 +725,10 @@ class AgentWorkflow:
                     "reason": decision.reason if decision.method == "continuity" else None,
                     "profile": (decision.metadata or {}).get("continuity_profile"),
                 } if decision.method == "continuity" else {},
+                "pending_topics": (
+                    (decision.metadata or {}).get("multi_intent_plan", {}).get("operations", [])[1:]
+                    if (decision.metadata or {}).get("multi_intent_plan") else []
+                ),
             }
 
     async def conversation_policy(self, state):
@@ -922,14 +927,27 @@ class AgentWorkflow:
         agente gerar `answer` e antes dos judges/persistência, produzindo campos
         supervisor_* no state e eventos GRL.001..GRL.009 via AgentObserver.
         """
+        drained = await drain_pending_topics(
+            state,
+            str(state.get("answer") or ""),
+            {
+                "faturas_agent": self.faturas.run,
+                "vas_agent": self.vas.run,
+                "contestacao_agent": self.contestacao.run,
+                "suporte_contas_agent": self.suporte_contas.run,
+            },
+        )
+        candidate = drained.answer
         if not bool(getattr(self.settings, "ENABLE_OUTPUT_SUPERVISOR", True)):
             return {
+                "answer": candidate,
+                "final_answer": candidate,
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
             }
-
-        candidate = state.get("answer") or ""
         context = {
             **self._output_guardrail_context(state),
             "tenant_id": state.get("tenant_id"),
@@ -1000,6 +1018,8 @@ class AgentWorkflow:
                 "output_guardrails_already_applied": True,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("framework_decisions", [])],
+                "pending_topics": drained.pending_topics,
+                "handled_topics": drained.handled_topics,
             }
 
     async def output_guardrails(self, state):
diff --git a/config/routing.yaml b/config/routing.yaml
index 878d867a..937237a5 100644
--- a/config/routing.yaml
+++ b/config/routing.yaml
@@ -213,6 +213,10 @@ intents:
   - consultar_vas
   - cancelar_vas_avulso
   keywords:
+  - quero cancelar
+  - cancelar meu
+  - cancela o
+  - cancele o
   - cancelar serviço
   - cancelar servico
   - cancelar assinatura
diff --git a/contas_mcp/__pycache__/__init__.cpython-313.pyc b/contas_mcp/__pycache__/__init__.cpython-313.pyc
index abd191a6291862c8044e63a6a9d6d826eab34309..af4a88cbf15e32dc9104666fcc6f5a1823a60d44 100644
GIT binary patch
delta 30
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delta 27
hcmbQwIG2(8GcPX}0}!--m^YEzn9*jUz3Rj?O8{md2d4l4

diff --git a/contas_mcp/servers/__pycache__/__init__.cpython-313.pyc b/contas_mcp/servers/__pycache__/__init__.cpython-313.pyc
index fb77a9c25a35adb443cf8b6756cb8e8d8eb1aa3d..c1791ec0fbe3d5f4e07879d58d410c0a9b156b5a 100644
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delta 30
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delta 27
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diff --git a/contas_mcp/servers/contas_mcp_server/__pycache__/__init__.cpython-313.pyc b/contas_mcp/servers/contas_mcp_server/__pycache__/__init__.cpython-313.pyc
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delta 27
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diff --git a/contas_mcp/servers/contas_mcp_server/__pycache__/authorized_lines_service.cpython-313.pyc b/contas_mcp/servers/contas_mcp_server/__pycache__/authorized_lines_service.cpython-313.pyc
index f5504cd01912e00a2109e96ad5c2e3c094e2e5bf..bcf8b27190faa7552ff143dd813e39b76d2b2425 100644
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delta 31
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diff --git a/contas_mcp/servers/contas_mcp_server/__pycache__/discount_history_service.cpython-313.pyc b/contas_mcp/servers/contas_mcp_server/__pycache__/discount_history_service.cpython-313.pyc
index ad7ed13a1514985ff3ccdec878405c8f5f347348..066e8039b5684957625c9dc5325bf99a472fef3a 100644
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delta 34
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delta 31
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diff --git a/contas_mcp/servers/contas_mcp_server/__pycache__/line_policy.cpython-313.pyc b/contas_mcp/servers/contas_mcp_server/__pycache__/line_policy.cpython-313.pyc
index 9f5e07cbc0707b1dd6ed1ae41a2cb3e018ef9d0d..af5f8937c6907a0d8bdec25c37289fa3bc36b45c 100644
GIT binary patch
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delta 31
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diff --git a/contas_mcp/servers/contas_mcp_server/main.py b/contas_mcp/servers/contas_mcp_server/main.py
index 7ef59f51..4a2ed2df 100644
--- a/contas_mcp/servers/contas_mcp_server/main.py
+++ b/contas_mcp/servers/contas_mcp_server/main.py
@@ -1356,6 +1356,74 @@ def _resolve_multiple_vas_subjects(subject: str, catalog: list[dict[str, Any]],
     return selected
 
 
+def _select_relative_invoice_charges(subject: str, args: dict[str, Any]) -> list[dict[str, Any]]:
+    """Resolve bounded quantity/superlative references over invoice evidence.
+
+    This is deliberately deterministic: the LLM may preserve the customer's
+    phrase, but ordering and cardinality are calculated from authoritative rows.
+    When no focused name is supplied, selection is allowed only if exactly one
+    repeated service exists, preventing a global "most expensive" guess.
+    """
+    raw = str(subject or "").strip()
+    normalized = _norm_entity_reference(raw)
+    quantity_match = re.search(r"\b(?:as|os)?\s*(duas|dois|2)\s+mais\s+car[oa]s?\b", normalized)
+    single_match = re.search(r"\b(?:a|o)?\s*mais\s+car[oa]\b", normalized)
+    if not quantity_match and not single_match:
+        return []
+    limit = 2 if quantity_match else 1
+    detail = args.get("invoice_detail")
+    if not isinstance(detail, dict):
+        return []
+    parsed = detail.get("parsed_content") if isinstance(detail.get("parsed_content"), dict) else detail
+    if not isinstance(parsed, dict):
+        return []
+    focus = str(args.get("focused_subject") or args.get("context_subject") or "").strip()
+    focus_norm = _norm_entity_reference(focus)
+    rows: list[dict[str, Any]] = []
+    roots = list(parsed.items()) if parsed and all(isinstance(v, dict) for v in parsed.values()) else [(str(args.get("msisdn") or ""), parsed)]
+    for line, sections in roots:
+        if not isinstance(sections, dict):
+            continue
+        for section, values in sections.items():
+            if not isinstance(values, list):
+                continue
+            for index, row in enumerate(values):
+                if not isinstance(row, dict):
+                    continue
+                name = str(row.get("desc") or row.get("name") or row.get("description") or "").strip()
+                if not name:
+                    continue
+                value = row.get("value") if row.get("value") is not None else row.get("valor")
+                try:
+                    amount = float(str(value).replace(".", "").replace(",", ".")) if "," in str(value) else float(value)
+                except (TypeError, ValueError):
+                    continue
+                rows.append({
+                    "name": name, "msisdn": str(row.get("msisdn") or line or ""),
+                    "value": amount, "charge_date": row.get("date") or row.get("charge_date"),
+                    "section": str(section), "_order": len(rows),
+                })
+    if focus_norm:
+        rows = [row for row in rows if focus_norm in _norm_entity_reference(row["name"]) or _norm_entity_reference(row["name"]) in focus_norm]
+    else:
+        groups: dict[str, list[dict[str, Any]]] = {}
+        for row in rows:
+            groups.setdefault(_norm_entity_reference(row["name"]), []).append(row)
+        repeated = [group for group in groups.values() if len(group) >= limit]
+        if len(repeated) != 1:
+            return []
+        rows = repeated[0]
+    if len(rows) < limit:
+        return []
+    selected = sorted(rows, key=lambda row: (-row["value"], row["_order"]))[:limit]
+    for row in selected:
+        row.pop("_order", None)
+        resolved_class, resolved_type = _vas_domain_policy_from_invoice_detail(row["name"], args)
+        row["tool_category"] = resolved_class or "cancelar_vas_avulso"
+        row["item_type"] = resolved_type or "avulso"
+    return selected
+
+
 async def _validate_vas_subject(args: dict[str, Any]) -> dict[str, Any]:
     """Side-effect-free entity resolution used before confirmation/execution."""
     await _enrich_invoice_context("validar_vas_subject", args)
@@ -1363,6 +1431,27 @@ async def _validate_vas_subject(args: dict[str, Any]) -> dict[str, Any]:
     catalog = _vas_entity_catalog(args)
     canonical, matches = _resolve_catalog_entity(subject, catalog)
     requested_tool = str(args.get("target_tool") or "").strip()
+    relative = _select_relative_invoice_charges(subject, args) if requested_tool == "cancelar_vas_avulso" else []
+    if relative:
+        names = [str(item["name"]) for item in relative]
+        summary = ", ".join(f"{item['name']} de R$ {_money_ptbr(item['value'])}" for item in relative)
+        return {
+            "eligible": True,
+            "status": "ELIGIBLE",
+            "subject": subject,
+            "resolved_subject": names[0] if len(set(names)) == 1 else ", ".join(names),
+            "resolved_subjects": names,
+            "entity_resolution": "relative_invoice_charge_selection",
+            "transaction_decision": {
+                "resolved_arguments": {"subject": names[0], "items": relative},
+                "target_tool": requested_tool,
+                "action_changed": False,
+                "requires_reconfirmation": True,
+                "confirmation_message": f"Você confirma o tratamento destas cobranças: {summary}? Responda 'sim' ou 'não'.",
+                "domain_policy": {"class": "cancelar_vas_avulso", "item_type": "multiple_charges"},
+            },
+            "metadata": {"side_effect_free": True, "selection": "highest", "limit": len(relative)},
+        }
     multi = _resolve_multiple_vas_subjects(subject, catalog, args) if requested_tool == "cancelar_vas_avulso" else []
     if len(multi) >= 2 or (multi and any(token in _norm_entity_reference(subject) for token in ("todos os vas avulsos", "todos os servicos avulsos"))):
         names = [str(item.get("name") or "").strip() for item in multi if item.get("name")]
diff --git a/tests/migration/test_multi_intent_contas.py b/tests/migration/test_multi_intent_contas.py
new file mode 100644
index 00000000..a857809a
--- /dev/null
+++ b/tests/migration/test_multi_intent_contas.py
@@ -0,0 +1,55 @@
+from agent_framework.routing.config_loader import load_intents, load_multi_intent_config
+from agent_framework.routing.multi_intent import MultiIntentPlanner
+from agent_framework.mcp.tool_policy import ToolPolicyRegistry
+
+
+def _planner():
+    path = "config/routing.yaml"
+    registry = ToolPolicyRegistry("config/tool_policies.yaml")
+    transactional = {name for name, policy in registry.policies.items() if policy.operation_type == "transactional"}
+    return MultiIntentPlanner(load_intents(path), load_multi_intent_config(path), transactional_tools=transactional)
+
+
+def test_cancelamento_e_segunda_via_preserva_cancelamento_como_primario():
+    plan = _planner().plan("Cancela o tamboro e manda a segunda via para mim")
+    assert plan is not None
+    assert plan.operations[0].intent == "contas_vas_cancel"
+    assert plan.operations[0].agent == "contestacao_agent"
+    assert plan.operations[1].intent == "contas_invoice_query"
+    assert plan.operations[1].disposition == "execute"
+
+
+def test_sim_composto_preserva_confirmacao_e_topico_secundario():
+    plan = _planner().plan_confirmation_secondary(
+        "Sim e me manda a segunda via",
+        primary_intent="contas_vas_cancel",
+        primary_agent="contestacao_agent",
+    )
+    assert plan is not None
+    assert plan.operations[0].intent == "contas_vas_cancel"
+    assert plan.operations[1].intent == "contas_invoice_query"
+
+
+def test_pedido_secundario_realmente_fora_do_escopo_vira_pending_topic():
+    plan = _planner().plan("Cancela o tamboro e altera o CNPJ da conta")
+    assert plan is not None
+    assert plan.operations[0].intent == "contas_vas_cancel"
+    assert plan.operations[1].intent == "off_context"
+    assert plan.operations[1].disposition == "unsupported"
+
+
+def test_duas_mais_caras_sao_calculadas_sobre_evidencia_autorizada():
+    from contas_mcp.servers.contas_mcp_server.main import _select_relative_invoice_charges
+
+    args = {
+        "focused_subject": "Tamboro Mensal",
+        "invoice_detail": {"119": {"SVA Detalhe Total": [
+            {"desc": "Tamboro Mensal", "value": 9.90, "date": "01/09/26", "classe": "avulso"},
+            {"desc": "Tamboro Mensal", "value": 29.90, "date": "02/09/26", "classe": "avulso"},
+            {"desc": "Tamboro Mensal", "value": 14.90, "date": "03/09/26", "classe": "avulso"},
+            {"desc": "Tamboro Mensal", "value": 24.90, "date": "04/09/26", "classe": "avulso"},
+        ]}},
+    }
+    selected = _select_relative_invoice_charges("as duas mais caras", args)
+    assert [row["value"] for row in selected] == [29.90, 24.90]
+    assert [row["charge_date"] for row in selected] == ["02/09/26", "04/09/26"]