bugfix: rollback of handoff

libs/agent_framework/src/agent_framework/routing/enterprise_router.py

@@ -604,31 +604,31 @@ class EnterpriseRouter:
                         # carries substantive new information. This validation is
                         # intentionally generic and runs only after literal
                         # expected_input matching has already failed.
-                        if str(action_cfg.get("action") or "").strip().lower() != "contextual_reentry":
-                            prefer_reentry, reentry_option, precedence_raw = await self._prefer_contextual_reentry_over_semantic_resume(
-                                text=str(text),
-                                classified=str(classified),
-                                expected_input=expected_input,
-                                pause_prompt=str(pause.get("prompt") or ""),
-                                relevant_conversation_context=relevant_context,
-                            )
-                            if prefer_reentry and reentry_option:
-                                decision = await self._route_contextual_reentry(
-                                    state=state,
-                                    original_input=str(text),
-                                    relevant_context=relevant_context,
-                                    classifier_output=str(reentry_option),
-                                    raw_classifier=raw_classifier,
-                                    allowed_values=list(expected_input.get("allowed_values") or []),
-                                )
-                                decision.metadata = {
-                                    **dict(decision.metadata or {}),
-                                    "contextual_reentry_preempted_resume": True,
-                                    "initial_classifier_output": str(classified),
-                                    "contextual_reentry_precedence_raw_output": precedence_raw,
-                                }
-                                await self._emit(decision, state)
-                                return decision
+                        # if str(action_cfg.get("action") or "").strip().lower() != "contextual_reentry":
+                        #     prefer_reentry, reentry_option, precedence_raw = await self._prefer_contextual_reentry_over_semantic_resume(
+                        #         text=str(text),
+                        #         classified=str(classified),
+                        #         expected_input=expected_input,
+                        #         pause_prompt=str(pause.get("prompt") or ""),
+                        #         relevant_conversation_context=relevant_context,
+                        #     )
+                        #     if prefer_reentry and reentry_option:
+                        #         decision = await self._route_contextual_reentry(
+                        #             state=state,
+                        #             original_input=str(text),
+                        #             relevant_context=relevant_context,
+                        #             classifier_output=str(reentry_option),
+                        #             raw_classifier=raw_classifier,
+                        #             allowed_values=list(expected_input.get("allowed_values") or []),
+                        #         )
+                        #         decision.metadata = {
+                        #             **dict(decision.metadata or {}),
+                        #             "contextual_reentry_preempted_resume": True,
+                        #             "initial_classifier_output": str(classified),
+                        #             "contextual_reentry_precedence_raw_output": precedence_raw,
+                        #         }
+                        #         await self._emit(decision, state)
+                        #         return decision
 
                         if str(action_cfg.get("action") or "").strip().lower() == "contextual_reentry":
                             decision = await self._route_contextual_reentry(

templates/agent_template_backend/.env

@@ -1,250 +0,0 @@
-###############################################################################
-# AI AGENT PLATFORM - CONFIGURAÇÃO ÚNICA
-# Este arquivo é lido por Pydantic Settings no framework e no backend template.
-###############################################################################
-
-APP_NAME=ai-agent-template
-APP_ENV=local
-LOG_LEVEL=INFO
-API_HOST=0.0.0.0
-API_PORT=8000
-CORS_ORIGINS=http://localhost:5173,http://127.0.0.1:5173
-
-###############################################################################
-# LLM - OCI Generative AI como provider principal
-###############################################################################
-# Opções: mock, oci_openai, oci_sdk, openai_compatible
-LLM_PROVIDER=oci_sdk
-LLM_TEMPERATURE=0.2
-LLM_MAX_TOKENS=2048
-LLM_TIMEOUT_SECONDS=120
-
-# OCI OpenAI-compatible endpoint
-OCI_GENAI_BASE_URL=https://inference.generativeai.us-chicago-1.oci.oraclecloud.com
-OCI_GENAI_MODEL=openai.gpt-4.1
-OCI_GENAI_API_KEY=sk-ph3FgX6iP3fxAQCXb9IpPIDTadkeeYAWntUWhzcWysIM6zsS
-OCI_GENAI_PROJECT_OCID=
-
-#OCI_GENAI_BASE_URL=https://inference.generativeai.eu-frankfurt-1.oci.oraclecloud.com/openai/v1
-#OCI_GENAI_MODEL=ocid1.generativeaiendpoint.oc1.eu-frankfurt-1.amaaaaaad6nji3aa5fmicyft7qci6snu5idhwoomviehnsv4lrostzbmenkq
-#OCI_GENAI_API_KEY=sk-TB0OzfrhPLXbQTqZ4aKlrLpcgjHAcn11O1o8C4I4aPvWF0Vx
-#OCI_GENAI_PROJECT_OCID=
-
-
-# OCI_AUTH_MODE=config_file|instance_principal|resource_principal
-OCI_AUTH_MODE=config_file
-# OCI SDK / signer / profiles
-OCI_CONFIG_FILE=~/.oci/config
-OCI_PROFILE=LATINOAMERICA-Chicago
-OCI_COMPARTMENT_ID=ocid1.compartment.oc1..aaaaaaaaexpiw4a7dio64mkfv2t273s2hgdl6mgfvvyv7tycalnjlvpvfl3q
-OCI_REGION=us-chicago-1
-
-###############################################################################
-# Persistência
-###############################################################################
-# Opções: memory, autonomous, mongodb
-SESSION_REPOSITORY_PROVIDER=autonomous
-MEMORY_REPOSITORY_PROVIDER=autonomous
-CHECKPOINT_REPOSITORY_PROVIDER=autonomous
-
-# Autonomous Database
-ADB_USER=admin
-ADB_PASSWORD=Moniquinha19721972
-ADB_DSN=oradb23ai_high
-ADB_WALLET_LOCATION=/mnt/d/Dropbox/ORACLE/LatinoAmerica/Wallet_ORADB23ai
-ADB_WALLET_PASSWORD=Moniquinha1972
-ADB_TABLE_PREFIX=AGENTFW
-
-# MongoDB - também pode representar Autonomous usando API compatível com Mongo, se habilitada no ambiente
-MONGODB_URI=mongodb://mongo:mongopassword@localhost:27017
-MONGODB_DATABASE=agent_platform
-
-# Redis
-REDIS_URL=redis://localhost:6379/0
-ENABLE_REDIS_CACHE=false
-
-###############################################################################
-# RAG / Vector / Graph
-###############################################################################
-VECTOR_STORE_PROVIDER=autonomous
-GRAPH_STORE_PROVIDER=autonomous
-RAG_TOP_K=5
-EMBEDDING_PROVIDER=oci
-OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
-RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
-
-###############################################################################
-# Observabilidade
-###############################################################################
-ENABLE_LANGFUSE=true
- # Opcional: verbose, compact
-LANGFUSE_TRACE_MODE=compact
-# Nome customizado do trace pai, ex.: backoffice.checklist.workflow ou backoffice.emulador.workflow
-LANGFUSE_COMPACT_VISIBLE_EVENT_PREFIXES=AGA.,NOC., IC.
-LANGFUSE_COMPACT_SUPPRESSED_PREFIXES=llm.chat_completion
-LANGFUSE_IGNORE_HEALTHCHECKS=true
-LANGFUSE_IGNORED_PATHS=/health,/ready,/metrics
-LANGFUSE_PUBLIC_KEY=pk-lf-4a1e3921-5158-4fd3-a16d-7a77549fb312
-LANGFUSE_SECRET_KEY=sk-lf-efc6fd59-c5ec-4858-b6ec-4aa129734915
-LANGFUSE_HOST=http://localhost:3005
-ENABLE_OTEL=false
-OTEL_EXPORTER_OTLP_ENDPOINT=
-OTEL_SERVICE_NAME=ai-agent-template
-ENABLE_LANGFUSE_OPENAI_AUTO_INSTRUMENTATION=true
-ENABLE_LANGFUSE_ANALYTICS_PUBLISHER=false
-
-###############################################################################
-# Analytics / Observer corporativo
-###############################################################################
-# Quando true, AgentObserver publica eventos IC.*, NOC.* e GRL.* nos providers abaixo.
-ENABLE_ANALYTICS=true
-# Providers aceitos: oci_streaming,pubsub,noop
-ANALYTICS_PROVIDERS=pubsub
-# Compatibilidade FIRST/TIM: pode informar AGENT_PUBSUB_TOPIC diretamente.
-AGENT_PUBSUB_TOPIC=teste_pubsub
-PUBSUB_TOPIC_PATH=projects/project-7f829b68-bf43-442c-ad3/topics/teste_pubsub
-PROJECT_ID=project-7f829b68-bf43-442c-ad3
-GCP_PUBSUB_TOPIC_PATH=projects/project-7f829b68-bf43-442c-ad3/topics/teste_pubsub
-GCP_PROJECT_ID=project-7f829b68-bf43-442c-ad3
-GCP_PUBSUB_TOPIC=teste_pubsub
-GCP_PUBSUB_TIMEOUT_SECONDS=30
-# Credencial GCP segue padrão Google:
-GOOGLE_APPLICATION_CREDENTIALS=/mnt/d/Dropbox/ORACLE/TIM/FY27/Testes/sa-hoshikawa.json
-
-PUBSUB_SEQUENCE_ENABLED=true
-PUBSUB_SEQUENCE_PROVIDER=mongodb
-
-#PUBSUB_SEQUENCE_MONGODB_URI=mongodb://mongo:mongopassword@localhost:27017
-#PUBSUB_SEQUENCE_MONGODB_DATABASE=agent_platform
-
-PUBSUB_SEQUENCE_MONGODB_URI=mongodb://ADMIN:Moniquinha1972@srlrz1eg.adb.sa-saopaulo-1.oraclecloudapps.com:37017/ADMIN?authMechanism=PLAIN&authSource=$external&ssl=true&retryWrites=false&loadBalanced=true
-PUBSUB_SEQUENCE_MONGODB_DATABASE=ADMIN
-
-PUBSUB_SEQUENCE_MONGODB_COLLECTION=observer_event_counters
-
-PUBSUB_SEQUENCE_TTL_SECONDS=86400
-PUBSUB_SEQUENCE_KEY_PREFIX=observer:sequence
-
-PUBSUB_SEQUENCE_MEMORY_FALLBACK=false
-SIMULATE_AGA_MISSING_TRANSACTION_ID=true
-###############################################################################
-# OCI Streaming
-###############################################################################
-ENABLE_OCI_STREAMING=false
-OCI_STREAM_ENDPOINT=
-OCI_STREAM_OCID=
-OCI_STREAM_PARTITION_KEY=agent-events
-
-###############################################################################
-# Guardrails, Judges, Supervisor
-###############################################################################
-ENABLE_INPUT_GUARDRAILS=true
-ENABLE_OUTPUT_GUARDRAILS=true
-ENABLE_JUDGES=true
-ENABLE_SUPERVISOR=true
-ENABLE_OUTPUT_SUPERVISOR=true
-ENABLE_PARALLEL_GUARDRAILS=true
-GUARDRAILS_FAIL_FAST=true
-OUTPUT_SUPERVISOR_MAX_RETRIES=3
-GUARDRAILS_CONFIG_PATH=./config/guardrails.yaml
-JUDGES_CONFIG_PATH=./config/judges.yaml
-PROMPT_POLICY_PATH=./config/prompt_policy.yaml
-
-###############################################################################
-# Gateway de canais
-###############################################################################
-DEFAULT_CHANNEL=web
-# embedded = backend may parse simple/native channel payloads.
-# external = backend only accepts GatewayRequest normalized by an external Channel Gateway.
-FRAMEWORK_CHANNEL_INPUT_MODE=embedded
-ENABLE_VOICE_ADAPTER=true
-ENABLE_WHATSAPP_ADAPTER=true
-ENABLE_TEXT_ADAPTER=true
-
-#################################################
-# ENTERPRISE ROUTING
-#################################################
-# Arquivo YAML com intents, keywords, políticas de estado e fallback.
-ROUTING_CONFIG_PATH=./config/routing.yaml
-# true = usa LLM para classificar quando keywords/estado não resolverem.
-# Em produção, costuma ser útil; em desenvolvimento, false evita custo e latência.
-ENABLE_LLM_ROUTER=true
-
-# Semantic route stickiness (optional).
-# Uses a lightweight LLM profile to decide only CONTINUE vs ROUTE.
-# There are no regexes or deterministic language rules.
-ENABLE_ROUTE_STICKINESS=true
-ROUTE_STICKINESS_LLM_PROFILE=route_continuity
-ROUTE_STICKINESS_CONFIDENCE_THRESHOLD=0.90
-ROUTE_STICKINESS_HISTORY_TURNS=2
-ROUTE_STICKINESS_MAX_TOKENS=80
-HUMAN_HANDOFF_MESSAGE=Vou encaminhar seu atendimento para uma pessoa.
-END_SESSION_MESSAGE=Atendimento encerrado. Obrigado pelo contato.
-
-###############################################################################
-# MCP / Tools
-###############################################################################
-ENABLE_MCP_TOOLS=true
-MCP_SERVERS_CONFIG_PATH=./config/mcp_servers.yaml
-TOOLS_CONFIG_PATH=./config/tools.yaml
-MCP_TOOL_TIMEOUT_SECONDS=30
-
-# router = EnterpriseRouter seleciona um agente; supervisor = pode acionar múltiplos agentes
-ROUTING_MODE=router
-
-# Usage/cost accounting
-USAGE_REPOSITORY_PROVIDER=autonomous
-IDENTITY_CONFIG_PATH=./config/identity.yaml
-MCP_PARAMETER_MAPPING_PATH=./config/mcp_parameter_mapping.yaml
-
-# -----------------------------------------------------------------------------
-# ConversationSummaryMemory / compressão de contexto conversacional
-# -----------------------------------------------------------------------------
-ENABLE_CONVERSATION_SUMMARY_MEMORY=true
-MEMORY_CONTEXT_STRATEGY=summary
-MEMORY_HISTORY_LIMIT=80
-MEMORY_RECENT_MESSAGES_LIMIT=8
-MEMORY_SUMMARY_TRIGGER_MESSAGES=20
-MEMORY_MAX_SUMMARY_CHARS=6000
-MEMORY_SUMMARY_USE_LLM=true
-MEMORY_INJECT_RECENT_MESSAGES=true
-MEMORY_INJECT_SUMMARY=true
-
-###############################################################################
-# LONG-TERM MEMORY
-###############################################################################
-ENABLE_LONG_TERM_MEMORY=true
-LONG_TERM_MEMORY_PROVIDER=sqlite
-LONG_TERM_MEMORY_SQLITE_PATH=./data/agent_framework.db
-LONG_TERM_MEMORY_TABLE=agentfw_long_term_memory
-# For Autonomous/Oracle, defaults to ${ADB_TABLE_PREFIX}_LONG_TERM_MEMORY
-# LONG_TERM_MEMORY_ORACLE_TABLE=AGENTFW_LONG_TERM_MEMORY
-LONG_TERM_MEMORY_MAX_CONTEXT_ITEMS=20
-LONG_TERM_MEMORY_MIN_CONFIDENCE=0.70
-LONG_TERM_MEMORY_AUTO_EXTRACT=true
-LONG_TERM_MEMORY_INJECT_CONTEXT=true
-
-###############################################################################
-# RAG provider selection (mutually exclusive at runtime)
-###############################################################################
-# standard = RAG original do agent_framework_oci (default, backward compatible)
-# kbdb     = KBDB enterprise via PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE
-RAG_PROVIDER=kbdb
-
-# Somente usados quando RAG_PROVIDER=kbdb. Se vazios, credenciais caem para ADB_*.
-KBDB_DB_USER=KB_USER
-KBDB_DB_PASSWORD=SuperStr0ngPa##w0rd
-KBDB_DB_DSN=kbdb_public_high
-KBDB_DB_WALLET_LOCATION=/mnt/d/Dropbox/ORACLE/TIM/FY27/kb/Wallet_kbdb
-KBDB_DB_WALLET_PASSWORD=SuperStr0ngPa##w0rd
-KBDB_SEARCH_TYPE=hybrid
-KBDB_NODE_EXPANSION=true
-KBDB_NODE_MAX_RELATED=8
-KBDB_GRAPH_CROSS_REF=false
-KBDB_MAX_CROSS_REF_HOPS=1
-KBDB_DOCUMENT_TYPE=customer_safe
-KBDB_METADATA_JSON=
-KBDB_MIN_SCORE=0.5
-KBDB_IDENTIFY_DOCUMENT=true
-KBDB_STORE_QUERY=true
-KBDB_IDENTIFY_TOP_N=3