From 87a0b77dae7cbb2953c0fd0b788ac624f6cb2f9e Mon Sep 17 00:00:00 2001
From: "cristiano.hoshikawa" <cristiano.hoshikawa@oracle.com>
Date: Mon, 31 Aug 2026 14:13:51 -0300
Subject: [PATCH] Ajustes no agente de contas

---
 app/__pycache__/__init__.cpython-313.pyc      | Bin 150 -> 150 bytes
 app/__pycache__/main.cpython-313.pyc          | Bin 37578 -> 37578 bytes
 app/__pycache__/state.cpython-313.pyc         | Bin 3176 -> 3396 bytes
 .../contas_prompting.cpython-313.pyc          | Bin 1060 -> 1060 bytes
 .../contestacao_agent.cpython-313.pyc         | Bin 5301 -> 5301 bytes
 .../__pycache__/faturas_agent.cpython-313.pyc | Bin 6536 -> 6536 bytes
 .../__pycache__/prompting.cpython-313.pyc     | Bin 1147 -> 1147 bytes
 .../__pycache__/runtime.cpython-313.pyc       | Bin 434 -> 434 bytes
 .../suporte_contas_agent.cpython-313.pyc      | Bin 5897 -> 5897 bytes
 .../__pycache__/vas_agent.cpython-313.pyc     | Bin 5712 -> 5712 bytes
 .../__pycache__/__init__.cpython-313.pyc      | Bin 232 -> 232 bytes
 .../__pycache__/__init__.cpython-313.pyc      | Bin 328 -> 328 bytes
 .../contas/__pycache__/client.cpython-313.pyc | Bin 51885 -> 51885 bytes
 .../contestation_rules.cpython-313.pyc        | Bin 13576 -> 13576 bytes
 .../contestation_validation.cpython-313.pyc   | Bin 25401 -> 25401 bytes
 .../conversation_policy.cpython-313.pyc       | Bin 0 -> 16689 bytes
 .../__pycache__/ic_tags.cpython-313.pyc       | Bin 17226 -> 17226 bytes
 .../informational_context.cpython-313.pyc     | Bin 3495 -> 3495 bytes
 .../invoice_context.cpython-313.pyc           | Bin 20357 -> 20357 bytes
 .../invoice_models.cpython-313.pyc            | Bin 1803 -> 1803 bytes
 .../invoice_resolver.cpython-313.pyc          | Bin 56048 -> 56048 bytes
 .../__pycache__/item_matcher.cpython-313.pyc  | Bin 9916 -> 9916 bytes
 .../line_reference.cpython-313.pyc            | Bin 3429 -> 3429 bytes
 .../pro_rata_rules.cpython-313.pyc            | Bin 17673 -> 17673 bytes
 .../protocol_triplets.cpython-313.pyc         | Bin 7736 -> 7736 bytes
 .../__pycache__/rct_policy.cpython-313.pyc    | Bin 6329 -> 6329 bytes
 .../__pycache__/service.cpython-313.pyc       | Bin 21632 -> 21632 bytes
 .../string_metrics.cpython-313.pyc            | Bin 6302 -> 6302 bytes
 .../vas_cancellation_message.cpython-313.pyc  | Bin 16323 -> 16323 bytes
 .../__pycache__/vas_variation.cpython-313.pyc | Bin 42128 -> 42128 bytes
 .../workflow_actions.cpython-313.pyc          | Bin 143137 -> 143137 bytes
 app/domain/contas/conversation_policy.py      | 277 ++++++++++++++++++
 .../secure_pdf_crypto.cpython-313.pyc         | Bin 2474 -> 2474 bytes
 .../__pycache__/__init__.cpython-313.pyc      | Bin 935 -> 935 bytes
 .../__pycache__/bill_parser.cpython-313.pyc   | Bin 23739 -> 23739 bytes
 .../bill_processor.cpython-313.pyc            | Bin 36254 -> 36254 bytes
 .../__pycache__/__init__.cpython-313.pyc      | Bin 302 -> 302 bytes
 .../tim_guardrails.cpython-313.pyc            | Bin 18166 -> 18166 bytes
 .../__pycache__/tim_judges.cpython-313.pyc    | Bin 5486 -> 5486 bytes
 .../__pycache__/__init__.cpython-313.pyc      | Bin 173 -> 173 bytes
 .../__pycache__/aluc.cpython-313.pyc          | Bin 6388 -> 6388 bytes
 .../ausencia_oferta_proativa.cpython-313.pyc  | Bin 9810 -> 9810 bytes
 .../__pycache__/fraseologia.cpython-313.pyc   | Bin 7527 -> 7527 bytes
 .../__pycache__/out_of_scope.cpython-313.pyc  | Bin 17019 -> 17019 bytes
 .../__pycache__/revprec.cpython-313.pyc       | Bin 5612 -> 5612 bytes
 .../__pycache__/rqlt.cpython-313.pyc          | Bin 1095 -> 1095 bytes
 .../__pycache__/__init__.cpython-313.pyc      | Bin 164 -> 164 bytes
 .../telemetry_observer.cpython-313.pyc        | Bin 4987 -> 4987 bytes
 .../__pycache__/__init__.cpython-313.pyc      | Bin 256 -> 256 bytes
 .../tool_renderers.cpython-313.pyc            | Bin 5429 -> 5429 bytes
 app/state.py                                  |   6 +
 .../__pycache__/agent_graph.cpython-313.pyc   | Bin 68864 -> 71690 bytes
 app/workflows/agent_graph.py                  |  34 ++-
 config/routing.yaml                           |  11 +
 config/tools.yaml                             |   7 +-
 .../__pycache__/__init__.cpython-313.pyc      | Bin 157 -> 157 bytes
 .../__pycache__/__init__.cpython-313.pyc      | Bin 165 -> 165 bytes
 .../__pycache__/__init__.cpython-313.pyc      | Bin 183 -> 183 bytes
 .../authorized_lines_service.cpython-313.pyc  | Bin 4935 -> 4935 bytes
 .../discount_history_service.cpython-313.pyc  | Bin 4879 -> 4879 bytes
 .../__pycache__/line_policy.cpython-313.pyc   | Bin 3072 -> 3072 bytes
 .../line_policy_alt1.cpython-313.pyc          | Bin 3066 -> 3086 bytes
 .../line_policy_alt2.cpython-313.pyc          | Bin 5805 -> 5825 bytes
 .../__pycache__/main.cpython-313.pyc          | Bin 86553 -> 93080 bytes
 contas_mcp/servers/contas_mcp_server/main.py  | 123 +++++++-
 .../FIX_CONTAS_REPORT_20260831_SECOND_PASS.md |  27 ++
 ...S_RESIDUAL_CONVERSATION_PARITY_20260831.md |  63 ++++
 .../conftest.cpython-313-pytest-9.0.2.pyc     | Bin 825 -> 853 bytes
 ...sarial_parity.cpython-313-pytest-9.0.2.pyc | Bin 53224 -> 53252 bytes
 ...ntract_parity.cpython-313-pytest-9.0.2.pyc | Bin 37540 -> 37568 bytes
 ...nd_guardrails.cpython-313-pytest-9.0.2.pyc | Bin 4255 -> 4283 bytes
 ...rapper_parity.cpython-313-pytest-9.0.2.pyc | Bin 29067 -> 29095 bytes
 ...site_workflow.cpython-313-pytest-9.0.2.pyc | Bin 60198 -> 60226 bytes
 ...aining_parity.cpython-313-pytest-9.0.2.pyc | Bin 40359 -> 40387 bytes
 ...icy_residuals.cpython-313-pytest-9.0.2.pyc | Bin 0 -> 30003 bytes
 ...s_domain_mock.cpython-313-pytest-9.0.2.pyc | Bin 64303 -> 64331 bytes
 ...ation_routing.cpython-313-pytest-9.0.2.pyc | Bin 17209 -> 17237 bytes
 ...ss_rules_full.cpython-313-pytest-9.0.2.pyc | Bin 23183 -> 23211 bytes
 ...ilure_mapping.cpython-313-pytest-9.0.2.pyc | Bin 7660 -> 7688 bytes
 ..._out_of_scope.cpython-313-pytest-9.0.2.pyc | Bin 3503 -> 3531 bytes
 ...ck_regression.cpython-313-pytest-9.0.2.pyc | Bin 8373 -> 8401 bytes
 ...ty_resolution.cpython-313-pytest-9.0.2.pyc | Bin 10084 -> 10112 bytes
 ...y_mcp_service.cpython-313-pytest-9.0.2.pyc | Bin 20536 -> 20564 bytes
 ...aining_parity.cpython-313-pytest-9.0.2.pyc | Bin 17938 -> 17966 bytes
 ...ls_judges_spi.cpython-313-pytest-9.0.2.pyc | Bin 10121 -> 10149 bytes
 ...rity_extended.cpython-313-pytest-9.0.2.pyc | Bin 39464 -> 39492 bytes
 ...ent_gap_fixes.cpython-313-pytest-9.0.2.pyc | Bin 6812 -> 6840 bytes
 ...ion_directive.cpython-313-pytest-9.0.2.pyc | Bin 5870 -> 5898 bytes
 ...ive_structure.cpython-313-pytest-9.0.2.pyc | Bin 18958 -> 18986 bytes
 ...rag_directive.cpython-313-pytest-9.0.2.pyc | Bin 9446 -> 9474 bytes
 ...k_zero_legacy.cpython-313-pytest-9.0.2.pyc | Bin 1781 -> 1809 bytes
 ...binary_parity.cpython-313-pytest-9.0.2.pyc | Bin 12215 -> 12243 bytes
 ..._dict_history.cpython-313-pytest-9.0.2.pyc | Bin 1973 -> 2001 bytes
 ...faults_parity.cpython-313-pytest-9.0.2.pyc | Bin 6437 -> 6465 bytes
 ...drail_context.cpython-313-pytest-9.0.2.pyc | Bin 8341 -> 8369 bytes
 ...user_feedback.cpython-313-pytest-9.0.2.pyc | Bin 7679 -> 7707 bytes
 ...mework_native.cpython-313-pytest-9.0.2.pyc | Bin 43108 -> 43136 bytes
 ...inal_response.cpython-313-pytest-9.0.2.pyc | Bin 4544 -> 4572 bytes
 ...andoff_policy.cpython-313-pytest-9.0.2.pyc | Bin 10763 -> 10791 bytes
 ...ed_meaningful.cpython-313-pytest-9.0.2.pyc | Bin 4617 -> 4645 bytes
 ..._alternatives.cpython-313-pytest-9.0.2.pyc | Bin 23140 -> 23168 bytes
 ...subject_guard.cpython-313-pytest-9.0.2.pyc | Bin 21822 -> 21850 bytes
 ...ct_resolution.cpython-313-pytest-9.0.2.pyc | Bin 0 -> 5074 bytes
 ...cy_dependency.cpython-313-pytest-9.0.2.pyc | Bin 1891 -> 1919 bytes
 ..._code_mapping.cpython-313-pytest-9.0.2.pyc | Bin 23694 -> 23722 bytes
 ...compatibility.cpython-313-pytest-9.0.2.pyc | Bin 20445 -> 20473 bytes
 ...ider_boundary.cpython-313-pytest-9.0.2.pyc | Bin 5710 -> 5738 bytes
 ...istry_actions.cpython-313-pytest-9.0.2.pyc | Bin 16940 -> 16968 bytes
 ...liance_anatel.cpython-313-pytest-9.0.2.pyc | Bin 17436 -> 17464 bytes
 ...on_validation.cpython-313-pytest-9.0.2.pyc | Bin 51104 -> 51132 bytes
 ...transcription.cpython-313-pytest-9.0.2.pyc | Bin 11600 -> 11628 bytes
 ...ation_message.cpython-313-pytest-9.0.2.pyc | Bin 23881 -> 23909 bytes
 ...vas_variation.cpython-313-pytest-9.0.2.pyc | Bin 142645 -> 142673 bytes
 ...n_adversarial.cpython-313-pytest-9.0.2.pyc | Bin 43297 -> 43325 bytes
 ...orkflow_cases.cpython-313-pytest-9.0.2.pyc | Bin 18723 -> 18751 bytes
 ...act_hardcodes.cpython-313-pytest-9.0.2.pyc | Bin 9967 -> 9995 bytes
 ...a_full_parity.cpython-313-pytest-9.0.2.pyc | Bin 18856 -> 18884 bytes
 ...ional_context.cpython-313-pytest-9.0.2.pyc | Bin 5896 -> 5924 bytes
 ...ration_compat.cpython-313-pytest-9.0.2.pyc | Bin 14138 -> 14166 bytes
 ...and_contracts.cpython-313-pytest-9.0.2.pyc | Bin 14539 -> 14567 bytes
 ...ty_pente_fino.cpython-313-pytest-9.0.2.pyc | Bin 41079 -> 30813 bytes
 ...c_uncertainty.cpython-313-pytest-9.0.2.pyc | Bin 8243 -> 8271 bytes
 ...n_all_domains.cpython-313-pytest-9.0.2.pyc | Bin 26374 -> 31336 bytes
 ...nto_grounding.cpython-313-pytest-9.0.2.pyc | Bin 4951 -> 4979 bytes
 ..._continuation.cpython-313-pytest-9.0.2.pyc | Bin 18754 -> 18782 bytes
 ...ntract_parity.cpython-313-pytest-9.0.2.pyc | Bin 12416 -> 12444 bytes
 ...d_idempotency.cpython-313-pytest-9.0.2.pyc | Bin 14781 -> 14809 bytes
 ...tadata_parity.cpython-313-pytest-9.0.2.pyc | Bin 34883 -> 34911 bytes
 ...andoff_bypass.cpython-313-pytest-9.0.2.pyc | Bin 14376 -> 14404 bytes
 ...eration_types.cpython-313-pytest-9.0.2.pyc | Bin 6136 -> 6164 bytes
 ...ispute_parity.cpython-313-pytest-9.0.2.pyc | Bin 13779 -> 13807 bytes
 ...onse_renderer.cpython-313-pytest-9.0.2.pyc | Bin 4403 -> 4431 bytes
 ...ecution_latch.cpython-313-pytest-9.0.2.pyc | Bin 7681 -> 7709 bytes
 ...ast_contracts.cpython-313-pytest-9.0.2.pyc | Bin 17442 -> 17470 bytes
 ...st_contas_conversation_policy_residuals.py | 107 +++++++
 .../test_multiple_vas_subject_resolution.py   |  25 ++
 ...t_subject_entity_resolution_all_domains.py |  43 +++
 137 files changed, 715 insertions(+), 8 deletions(-)
 create mode 100644 app/domain/contas/__pycache__/conversation_policy.cpython-313.pyc
 create mode 100644 app/domain/contas/conversation_policy.py
 create mode 100644 docs/FIX_CONTAS_REPORT_20260831_SECOND_PASS.md
 create mode 100644 docs/FIX_CONTAS_RESIDUAL_CONVERSATION_PARITY_20260831.md
 create mode 100644 tests/migration/__pycache__/test_contas_conversation_policy_residuals.cpython-313-pytest-9.0.2.pyc
 create mode 100644 tests/migration/__pycache__/test_multiple_vas_subject_resolution.cpython-313-pytest-9.0.2.pyc
 create mode 100644 tests/migration/test_contas_conversation_policy_residuals.py
 create mode 100644 tests/migration/test_multiple_vas_subject_resolution.py

diff --git a/app/__pycache__/__init__.cpython-313.pyc b/app/__pycache__/__init__.cpython-313.pyc
index 562654f476428ef14ca0374c3855b076ac0bb243..5318255507b8326d2a476c25aa50387b20589925 100644
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delta 22
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delta 22
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diff --git a/app/domain/contas/conversation_policy.py b/app/domain/contas/conversation_policy.py
new file mode 100644
index 0000000..c34784d
--- /dev/null
+++ b/app/domain/contas/conversation_policy.py
@@ -0,0 +1,277 @@
+from __future__ import annotations
+
+import os
+import re
+from dataclasses import dataclass
+from typing import Any, Iterable
+
+from .invoice_resolver import InvoiceResolver
+from .vas_variation import varied_avulso_items
+
+_REGULATORY_RE = re.compile(r"\b(anatel|procon|justi[cç]a|judicial|advogad[oa]|meus direitos|processar)\b", re.I)
+_HUMAN_RE = re.compile(r"\b(atendente|humano|pessoa|operador|supervisor)\b", re.I)
+_YES_RE = re.compile(r"^\s*(sim|s|pode|pode sim|isso|isso mesmo|quero|claro|ok|confirmo|vamos)\b", re.I)
+_NO_RE = re.compile(r"^\s*(n[aã]o|nao|n|negativo|deixa|deixe|prefiro n[aã]o|quero atendente|atendente)\b", re.I)
+_CLOSE_RE = re.compile(r"\b(era s[oó] isso|s[oó] isso mesmo|obrigad[oa].*era isso|entendi.*obrigad[oa]|pode encerrar|pode finalizar)\b", re.I)
+_PLURAL_CONTINUE_RE = re.compile(r"\b(as duas|os dois|ambas|ambos)\b.*\b(pode|seguir|isso|sim|mesmo)\b", re.I)
+
+
+@dataclass(frozen=True)
+class PolicyDecision:
+    route: str | None = None
+    intent: str | None = None
+    answer: str | None = None
+    reason: str | None = None
+    patch: dict[str, Any] | None = None
+
+
+def _walk_dicts(value: Any) -> Iterable[dict[str, Any]]:
+    if isinstance(value, dict):
+        yield value
+        for child in value.values():
+            yield from _walk_dicts(child)
+    elif isinstance(value, list):
+        for child in value:
+            yield from _walk_dicts(child)
+
+
+def _first_dict_value(state: dict[str, Any], keys: tuple[str, ...]) -> dict[str, Any] | None:
+    for obj in _walk_dicts(state):
+        for key in keys:
+            value = obj.get(key)
+            if isinstance(value, dict) and value:
+                return value
+    return None
+
+
+def _explicit_answer(text: str) -> str | None:
+    raw = str(text or "").strip()
+    if _YES_RE.search(raw):
+        return "YES"
+    if _NO_RE.search(raw):
+        return "NO"
+    return None
+
+
+def _previous_assistant_intent(state: dict[str, Any]) -> str:
+    for item in reversed(state.get("history") or []):
+        if not isinstance(item, dict) or str(item.get("role") or "") != "assistant":
+            continue
+        metadata = item.get("metadata") if isinstance(item.get("metadata"), dict) else {}
+        direct = str(metadata.get("intent") or "").strip()
+        if direct:
+            return direct
+        decision = metadata.get("route_decision")
+        if isinstance(decision, dict):
+            return str(decision.get("intent") or "").strip()
+    return ""
+
+
+def _has_live_transaction(state: dict[str, Any]) -> bool:
+    status = str(state.get("transaction_status") or "").upper()
+    if status in {"COLLECTING_PARAMETERS", "AWAITING_CONFIRMATION", "WORKFLOW_PAUSED", "TOOL_RESULT_CLARIFICATION"}:
+        return True
+    return bool(state.get("active_transaction") or state.get("pending_tool_call") or state.get("pending_domain_workflow"))
+
+
+def is_regulatory_threat(text: str) -> bool:
+    return bool(_REGULATORY_RE.search(str(text or "")))
+
+
+def _focused_subjects(state: dict[str, Any]) -> list[str]:
+    out: list[str] = []
+    candidates = [
+        state.get("active_transaction"), state.get("last_transaction"),
+        state.get("selected_tool_call"), state.get("pending_tool_call"),
+        (state.get("context") or {}).get("focused_items") if isinstance(state.get("context"), dict) else None,
+    ]
+    for candidate in candidates:
+        if isinstance(candidate, list):
+            for item in candidate:
+                if isinstance(item, str) and item.strip():
+                    out.append(item.strip())
+            continue
+        if not isinstance(candidate, dict):
+            continue
+        args = candidate.get("arguments") if isinstance(candidate.get("arguments"), dict) else candidate
+        for key in ("subject", "item", "service", "name"):
+            value = args.get(key) if isinstance(args, dict) else None
+            if isinstance(value, str) and value.strip():
+                out.append(value.strip())
+        values = args.get("items") if isinstance(args, dict) else None
+        if isinstance(values, list):
+            for item in values:
+                if isinstance(item, dict):
+                    value = item.get("name") or item.get("desc") or item.get("subject")
+                    if value:
+                        out.append(str(value).strip())
+    return list(dict.fromkeys(x for x in out if x))
+
+
+def _retention_items(state: dict[str, Any]) -> list[dict[str, Any]]:
+    invoice_detail = _first_dict_value(state, ("invoice_detail", "invoiceDetail"))
+    if not invoice_detail:
+        return []
+    invoice_variation = _first_dict_value(state, ("invoice_variation", "invoiceVariation", "billing_analysis"))
+    try:
+        items = varied_avulso_items(
+            invoice_variation=invoice_variation,
+            invoice_detail=invoice_detail,
+            resolver=InvoiceResolver(),
+            by_charge=True,
+        )
+    except Exception:
+        return []
+    if not items:
+        return []
+    return [
+        {
+            "name": item.canonical_name,
+            "msisdn": item.msisdn,
+            "value": str(item.value) if item.value is not None else None,
+            "charge_date": item.charge_date,
+        }
+        for item in items if item.msisdn and item.canonical_name
+    ]
+
+
+def evaluate(state: dict[str, Any]) -> PolicyDecision | None:
+    """Contas-only conversational policy executed after generic routing.
+
+    It never performs a side effect. It may only (a) answer/reprompt, (b) enrich
+    routing, or (c) prepare explicit domain context consumed by normal framework
+    transaction machinery.
+    """
+    text = str(state.get("sanitized_input") or state.get("user_text") or "").strip()
+    route_decision = state.get("route_decision") if isinstance(state.get("route_decision"), dict) else {}
+    method = str(route_decision.get("method") or "")
+    intent = str(state.get("intent") or route_decision.get("intent") or "")
+
+    # 1) Consecutive incomprehensible utterances. A router fallback is the generic,
+    # architecture-native signal that no intent was understood. Any understood turn
+    # resets the counter. Default requirement is three consecutive failures.
+    previous_count = int(state.get("no_match_count") or 0)
+    if intent == "contas_no_match":
+        count = previous_count + 1
+        limit = max(1, int(os.getenv("CONTAS_NO_MATCH_MAX_CONSECUTIVE", "3")))
+        if count >= limit:
+            return PolicyDecision(
+                route="end_session", intent="contas_no_match_terminal",
+                reason="no_match_limit_reached",
+                patch={"no_match_count": count, "terminal_status": "erro_no_match",
+                       "conversation_terminal_message": "Não consegui compreender sua solicitação após três tentativas. Vou encerrar este atendimento para evitar uma ação incorreta."},
+            )
+        return PolicyDecision(
+            route="conversation_policy_response", intent="contas_no_match_retry",
+            answer="Desculpe, não entendi. Poderia repetir de outra forma?",
+            reason="no_match_retry", patch={"no_match_count": count},
+        )
+
+    reset_patch: dict[str, Any] = {"no_match_count": 0} if previous_count else {}
+
+    # Explicit conversational closure is a lifecycle signal, not a new business
+    # intent. Never consume it while a transaction/workflow is still live.
+    if _CLOSE_RE.search(text) and not _has_live_transaction(state):
+        return PolicyDecision(
+            route="end_session", intent="contas_conversation_close",
+            reason="explicit_customer_closure",
+            patch={**reset_patch, "terminal_status": "resolvido",
+                   "conversation_terminal_message": "Atendimento encerrado. Obrigado pelo contato."},
+        )
+
+    # A short plural continuation after an invoice explanation belongs to that
+    # explanation; it must not be mistaken for generic finalization merely because
+    # it contains an affirmative such as "pode seguir". The invoice agent keeps
+    # the prior evidence/context and can explain the two referenced charges.
+    previous_intent = _previous_assistant_intent(state)
+    if (
+        previous_intent == "contas_invoice_explanation"
+        and _PLURAL_CONTINUE_RE.search(text)
+        and not _has_live_transaction(state)
+    ):
+        return PolicyDecision(
+            route="faturas_agent", intent="contas_invoice_explanation",
+            reason="invoice_plural_context_continuation",
+            patch={**reset_patch, "mcp_tools": ["invoice_explanation"],
+                   "_route_metadata": {"contextual_reentry": True, "original_input": text}},
+        )
+
+    # 2) Regulatory/legal wording is not itself an action. Only preserve action
+    # semantics when an entity is already concretely in focus in transaction state.
+    if is_regulatory_threat(text):
+        focused = _focused_subjects(state)
+        if focused:
+            subject = focused[0]
+            return PolicyDecision(
+                route="contestacao_agent", intent="contas_vas_cancel",
+                reason="regulatory_threat_with_focused_entity",
+                patch={**reset_patch, "regulatory_context": {"threat": True, "focused_items": focused},
+                       "mcp_tools": ["consultar_vas", "cancelar_vas_avulso"],
+                       "context": {**(state.get("context") or {}), "focused_items": focused, "regulatory_threat": True}},
+            )
+        # Broad complaint: never invent an item/action from the invoice.
+        return PolicyDecision(
+            route="suporte_contas_agent", intent="contas_regulatory_complaint",
+            reason="regulatory_threat_without_focused_entity",
+            patch={**reset_patch, "regulatory_context": {"threat": True, "focused_items": []}, "mcp_tools": []},
+        )
+
+    # 3) Two-step human-retention policy. It is only eligible when the router would
+    # hand off AND authoritative invoice evidence proves a varied cancellable VAS.
+    retention = state.get("contas_retention") if isinstance(state.get("contas_retention"), dict) else {}
+    pending = str(retention.get("pending_stage") or "")
+    offered = list(retention.get("stages_offered") or [])
+    retained_items = list(retention.get("items") or [])
+
+    if pending:
+        answer_kind = _explicit_answer(text)
+        if pending == "explain":
+            if answer_kind == "YES":
+                return PolicyDecision(
+                    route="faturas_agent", intent="contas_invoice_explanation",
+                    reason="human_retention_explanation_accepted",
+                    patch={**reset_patch, "mcp_tools": ["invoice_explanation"],
+                           "contas_retention": {"pending_stage": None, "stages_offered": offered, "items": retained_items}},
+                )
+            if answer_kind == "NO" or _HUMAN_RE.search(text):
+                names = ", ".join(str(x.get("name")) for x in retained_items if isinstance(x, dict) and x.get("name"))
+                return PolicyDecision(
+                    route="conversation_policy_response", intent="contas_retention_continue",
+                    answer=(f"Antes de transferir, posso tratar o cancelamento dos serviços que participaram da variação da conta: {names}. Deseja que eu prossiga?" if names else "Antes de transferir, posso tratar os serviços que participaram da variação da conta. Deseja que eu prossiga?"),
+                    reason="human_retention_offer_continue",
+                    patch={**reset_patch, "contas_retention": {"pending_stage": "continue", "stages_offered": list(dict.fromkeys([*offered, "continue"])), "items": retained_items}},
+                )
+        elif pending == "continue":
+            if answer_kind == "YES":
+                names = [str(x.get("name")) for x in retained_items if isinstance(x, dict) and x.get("name")]
+                context = {**(state.get("context") or {}), "retention_items": retained_items, "focused_items": names}
+                # Route through the normal transactional agent. No side effect here.
+                semantic_request = "cancelar " + " e ".join(names) if names else text
+                return PolicyDecision(
+                    route="contestacao_agent", intent="contas_vas_cancel",
+                    reason="human_retention_cancel_accepted",
+                    patch={**reset_patch, "mcp_tools": ["consultar_vas", "cancelar_vas_avulso"], "context": context,
+                           "_route_metadata": {"contextual_reentry": True, "original_input": semantic_request,
+                                               "relevant_conversation_context": "Serviços avulsos comprovados na variação: " + ", ".join(names)},
+                           "contas_retention": {"pending_stage": None, "stages_offered": offered, "items": retained_items}},
+                )
+            if answer_kind == "NO" or _HUMAN_RE.search(text):
+                return PolicyDecision(
+                    route="human_handoff", intent="human_handoff", reason="human_retention_declined",
+                    patch={**reset_patch, "contas_retention": {"pending_stage": None, "stages_offered": offered, "items": retained_items}},
+                )
+
+    if state.get("route") == "human_handoff" and "explain" not in offered:
+        items = _retention_items(state)
+        if items:
+            return PolicyDecision(
+                route="conversation_policy_response", intent="contas_retention_explain",
+                answer="Antes de transferir, identifiquei serviços avulsos que participaram da variação da sua conta. Posso primeiro explicar essa variação para você?",
+                reason="human_retention_offer_explain",
+                patch={**reset_patch, "human_handoff_requested": False, "session_control": "",
+                       "contas_retention": {"pending_stage": "explain", "stages_offered": ["explain"], "items": items}},
+            )
+
+    if reset_patch:
+        return PolicyDecision(patch=reset_patch)
+    return None
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 420fc86efd025e0fe5478e47ac1bc3e1e4888059..a76bd2bab60db4b3d924bbd671aebab10a88ea7b 100644
GIT binary patch
delta 20
acmZ1_yh@n+GcPX}0}${no4S#EJ|_S;8wE-L

delta 20
acmZ1_yh@n+GcPX}0}!mbIB6sId`<v8QU(qH

diff --git a/app/domain/contas/parsers/__pycache__/__init__.cpython-313.pyc b/app/domain/contas/parsers/__pycache__/__init__.cpython-313.pyc
index 4d216e86702e91142962d6ce3861b96fecb16e4b..37aa58eb0232315df0a4b2f72d480f70fcfb78eb 100644
GIT binary patch
delta 20
acmZ3^zMP%=GcPX}0}${po4S#E4l@8X^aUgU

delta 20
acmZ3^zMP%=GcPX}0}!mbIB6sI9A*GJBn9UH

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 4e7f464fbc98d3ce5c95c78bce60f57e3cf770e3..c8981b2f1d26c13dbabead0c56d502724b70b3d8 100644
GIT binary patch
delta 22
ccmdnJlX3S>M()qNyj%=Gz`tzjM(zzU09N=19{>OV

delta 22
ccmdnJlX3S>M()qNyj%=Gu<GKZjocez09+^s;s5{u

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 e5e0ce889e7ffb6fef93033f671ffbc41dee4b5a..6209bb8d7b1187a3e128d43f3e695578f92efdff 100644
GIT binary patch
delta 22
ccmbO?n`z!`ChpI?yj%=Gz`tzjM()YI08QNnzW@LL

delta 22
ccmbO?n`z!`ChpI?yj%=Gu<GKZjog!a0aFbJf&c&j

diff --git a/app/extensions/__pycache__/__init__.cpython-313.pyc b/app/extensions/__pycache__/__init__.cpython-313.pyc
index 1d3b65be8330fa711fe3631309265c9a6dac2cb9..21b2bbf2e2fd9f0de8359c3c1348f36d1f9fef1b 100644
GIT binary patch
delta 20
acmZ3-w2q1UGcPX}0}${no4S!(nGparPXw$0

delta 20
acmZ3-w2q1UGcPX}0}!mbIB6rdG9v&wh6Qi{

diff --git a/app/extensions/__pycache__/tim_guardrails.cpython-313.pyc b/app/extensions/__pycache__/tim_guardrails.cpython-313.pyc
index b4fbe734aa01edcaba5fc27b073e29fee87e3d91..cac4ac2fa96daa5cd41fa583844a341b9d33b427 100644
GIT binary patch
delta 22
ccmey?%lNIAk^3_*FBbz4@GYCVk^8k909p_SVE_OC

delta 22
ccmey?%lNIAk^3_*FBbz4thzX9Bll}J0AEK4B>(^b

diff --git a/app/extensions/__pycache__/tim_judges.cpython-313.pyc b/app/extensions/__pycache__/tim_judges.cpython-313.pyc
index 017cdc754ef6ea4de325f2d8322fe009e034083e..17ccdc3aa3a56dd9116fb3fbe5e9cb3280a95307 100644
GIT binary patch
delta 20
acmaE-^-hcXGcPX}0}${no4S!ZSrh<80|n3k

delta 20
acmaE-^-hcXGcPX}0}!mbIB6qyvM2ybItG*g

diff --git a/app/extensions/tim_prompts/__pycache__/__init__.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/__init__.cpython-313.pyc
index dcb0854551f8ac8ef158c1771ee0c79e4e168fc9..1446445474168cb94443f45b2adae5be2541ca6d 100644
GIT binary patch
delta 19
ZcmZ3>xR#OoGcPX}0}${nn>vwu5dbiJ1qJ{B

delta 19
ZcmZ3>xR#OoGcPX}0}!mbIB6pHA^<e+1<C*b

diff --git a/app/extensions/tim_prompts/__pycache__/aluc.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/aluc.cpython-313.pyc
index c2d759eab038e71035174bafd16ee3a3890a9fd1..fffd3204cf0e636020a7d5231e25e0629ce87ddc 100644
GIT binary patch
delta 20
acmexj_{EU>GcPX}0}${no4S$vr33&+@&<DN

delta 20
acmexj_{EU>GcPX}0}!mbIB6sIO9=o?DF-(I

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 7183c9531ef4eb59cdbe82e7d20c1d4c2717f08f..672838175e71048838fe3c6accdb81b1603d097f 100644
GIT binary patch
delta 20
acmccQbIFJMGcPX}0}${no4S$PT@3(5d<D?}

delta 20
acmccQbIFJMGcPX}0}!mbIB6rdyBYvWvj&v_

diff --git a/app/extensions/tim_prompts/__pycache__/fraseologia.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/fraseologia.cpython-313.pyc
index b8ff33a5f4976706a2bec1dce5cc73a21c31356f..51aeaaae000f83af721c9c7fe99ff6ec73ce4820 100644
GIT binary patch
delta 20
acmaEE_1ud4GcPX}0}${no4S!ZMiu}@GX>)S

delta 20
acmaEE_1ud4GcPX}0}!mbIB6qyj4S|4Y6hnO

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 0a7201a9ef7e80a0b3f10ba3c95d8cff5a86ffe5..a2da2611e18257b9ee1f134d92fb2a88e52c2edd 100644
GIT binary patch
delta 22
ccmey}!uY#|k^3_*FBbz4@GYCVk-NYN09b?u+5i9m

delta 22
ccmey}!uY#|k^3_*FBbz4thzX9BX@xl0A0HWo&W#<

diff --git a/app/extensions/tim_prompts/__pycache__/revprec.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/revprec.cpython-313.pyc
index 0478eca37d68119c96ee2ccade4030c50e336349..713221a4f429b16351caf482dae0ef911e4881c1 100644
GIT binary patch
delta 20
acmaE({YIPnGcPX}0}${no4S$vp(p@F*9J@g

delta 20
acmaE({YIPnGcPX}0}!mbIB6sILs0-r4hIkb

diff --git a/app/extensions/tim_prompts/__pycache__/rqlt.cpython-313.pyc b/app/extensions/tim_prompts/__pycache__/rqlt.cpython-313.pyc
index 54e04f28d19b22b0298717eba16a8532a89f2ef7..4fda7afd0b447db8a669d8b0d805f39e6760293d 100644
GIT binary patch
delta 20
acmX@kah!wuGcPX}0}${no4S$Ph6MmR5(NeT

delta 20
acmX@kah!wuGcPX}0}!mbIB6rd4GRE2Nd?LP

diff --git a/app/observability/__pycache__/__init__.cpython-313.pyc b/app/observability/__pycache__/__init__.cpython-313.pyc
index 2c1853349a96bbac587889ec8141d4fbf8d33925..4fe4eea7459e585df1249b390eda01484ddb4c0b 100644
GIT binary patch
delta 19
ZcmZ3&xP+1WGcPX}0}${nn>vwuCIBxl1nU3*

delta 19
ZcmZ3&xP+1WGcPX}0}!mbIB6pHOaL>Y1+M@A

diff --git a/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
index def8ec7988a9b2eda8c4d1b7fc5557f1ece2780a..55420615d4149c1808b8f38e89edf2b827244ef2 100644
GIT binary patch
delta 20
acmeyZ_FIknGcPX}0}${no4S#^Ko|f<c?InN

delta 20
acmeyZ_FIknGcPX}0}!mbIB6qyfiM6|um-UJ

diff --git a/app/presentation/__pycache__/__init__.cpython-313.pyc b/app/presentation/__pycache__/__init__.cpython-313.pyc
index 2c9878a89bfd17f543585a51fe659742bd8f1ae8..2ee6a3bb0ed3b43fa323e47f6c22aa225eb7799d 100644
GIT binary patch
delta 19
ZcmZo*YGC62%*)Hg00ex?rcUJk3IHmd1pxp6

delta 19
ZcmZo*YGC62%*)Hg00gTpPMXO56#y>~1;qdW

diff --git a/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
index cf7326b8c3dab7e7badf792196bb6356bc086db0..c4c0123ffefee83dd5ef54b5d29854d910ab9659 100644
GIT binary patch
delta 20
acmdn0wN;DzGcPX}0}${no4S!(OB4V+8wDi*

delta 20
acmdn0wN;DzGcPX}0}!mbIB6rdmM8#0QU&P%

diff --git a/app/state.py b/app/state.py
index 7122992..1bed096 100644
--- a/app/state.py
+++ b/app/state.py
@@ -62,3 +62,9 @@ class AgentState(TypedDict, total=False):
     long_term_memory_load_error: str
     operational_context_boundary_pending: bool
     operational_context_reset: bool
+    no_match_count: int
+    contas_retention: dict[str, Any]
+    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 f2ff450077cf7480de7f1ab86ba19999dfe16b5e..7a62a87a3e0924ea795d91f0a1252fbb8d6b68b6 100644
GIT binary patch
delta 9010
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diff --git a/app/workflows/agent_graph.py b/app/workflows/agent_graph.py
index 209bcc0..77ee272 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 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
 from agent_framework.observability.guardrail_events import GuardrailTelemetry
@@ -292,6 +293,8 @@ class AgentWorkflow:
         builder.add_node("input_guardrails", self._node("input_guardrails", self.input_guardrails))
         builder.add_node("load_long_term_memory", self._node("load_long_term_memory", self.load_long_term_memory))
         builder.add_node("routing_decision", self._node("routing_decision", self.routing_decision))
+        builder.add_node("conversation_policy", self._node("conversation_policy", self.conversation_policy))
+        builder.add_node("conversation_policy_response", self._node("conversation_policy_response", self.conversation_policy_response))
         builder.add_node("faturas_agent", self._node("faturas_agent", self.faturas_agent))
         builder.add_node("vas_agent", self._node("vas_agent", self.vas_agent))
         builder.add_node("contestacao_agent", self._node("contestacao_agent", self.contestacao_agent))
@@ -316,8 +319,9 @@ class AgentWorkflow:
             {"blocked": "output_guardrails", "continue": "load_long_term_memory"},
         )
         builder.add_edge("load_long_term_memory", "routing_decision")
+        builder.add_edge("routing_decision", "conversation_policy")
         builder.add_conditional_edges(
-            "routing_decision",
+            "conversation_policy",
             lambda s: s.get("route", "faturas_agent"),
             {
                 "faturas_agent": "faturas_agent",
@@ -328,6 +332,7 @@ class AgentWorkflow:
                 "human_handoff": "human_handoff",
                 "end_session": "end_session",
                 "supervisor_agent": "supervisor_agent",
+                "conversation_policy_response": "conversation_policy_response",
             },
         )
         builder.add_edge("faturas_agent", "output_supervisor")
@@ -338,6 +343,7 @@ class AgentWorkflow:
         builder.add_edge("human_handoff", "output_supervisor")
         builder.add_edge("end_session", "output_supervisor")
         builder.add_edge("supervisor_agent", "output_supervisor")
+        builder.add_edge("conversation_policy_response", "output_supervisor")
         builder.add_edge("output_supervisor", "output_guardrails")
         builder.add_conditional_edges(
             "output_guardrails",
@@ -676,6 +682,26 @@ class AgentWorkflow:
                 } if decision.method == "continuity" else {},
             }
 
+    async def conversation_policy(self, state):
+        decision = evaluate_contas_conversation_policy(state)
+        if decision is None:
+            return {}
+        patch = dict(decision.patch or {})
+        route_metadata_patch = patch.pop("_route_metadata", {}) if isinstance(patch.get("_route_metadata", {}), dict) else {}
+        if decision.route:
+            patch["route"] = decision.route
+        if decision.intent:
+            patch["intent"] = decision.intent
+        if decision.answer is not None:
+            patch["answer"] = decision.answer
+        if decision.reason:
+            current = state.get("route_decision") if isinstance(state.get("route_decision"), dict) else {}
+            patch["route_decision"] = {**current, "route": patch.get("route", state.get("route")), "intent": patch.get("intent", state.get("intent")), "reason": decision.reason, "metadata": {**(current.get("metadata") or {}), **route_metadata_patch, "contas_conversation_policy": decision.reason}}
+        return patch
+
+    async def conversation_policy_response(self, state):
+        return {"answer": str(state.get("answer") or ""), "next_state": state.get("next_state") or "CONVERSATION_POLICY"}
+
     async def faturas_agent(self, state):
         async with self.telemetry.span(
             "workflow.agent.billing",
@@ -820,13 +846,13 @@ class AgentWorkflow:
                     runtime_context = (state.get("context") or {}).get("business_context") or {}
                     await self.tool_router.call(
                         "finalizar_atendimento",
-                        {"status": "resolvido", "summary": "Encerramento solicitado pelo agent_framework_oci", "confirmed": True},
+                        {"status": str(state.get("terminal_status") or "resolvido"), "summary": "Encerramento solicitado pelo agent_framework_oci", "confirmed": True},
                         business_context=runtime_context,
                         original_context=state.get("context") or {},
                     )
             except Exception:
                 pass
-            answer = str(getattr(self.settings, "END_SESSION_MESSAGE", "Atendimento encerrado. Obrigado pelo contato."))
+            answer = str(state.get("conversation_terminal_message") or getattr(self.settings, "END_SESSION_MESSAGE", "Atendimento encerrado. Obrigado pelo contato."))
             await self.telemetry.event(
                 "session.end.requested",
                 {
@@ -840,7 +866,7 @@ class AgentWorkflow:
                 "answer": answer,
                 "session_control": "END_SESSION",
                 "session_ended": True,
-                "terminal_status": "resolvido",
+                "terminal_status": str(state.get("terminal_status") or "resolvido"),
                 "human_handoff_requested": False,
                 "next_state": "SESSION_ENDED",
             }
diff --git a/config/routing.yaml b/config/routing.yaml
index 6ff01cd..696ff77 100644
--- a/config/routing.yaml
+++ b/config/routing.yaml
@@ -50,6 +50,17 @@ state_policies:
 - state: COLLECTING_SUPORTE_CONTAS_PARAMETERS
   agent: suporte_contas_agent
 intents:
+- name: contas_no_match
+  domain: telecom_contas
+  agent: suporte_contas_agent
+  priority: 200
+  description: Fala realmente incompreensível, sem conteúdo semântico recuperável ou transcrição corrompida. Use somente quando não for possível entender nenhuma solicitação. Não use para assunto fora de escopo, reclamação, pedido de humano, jurídico/Anatel/Procon ou frase compreensível que apenas não corresponda a outra intent.
+  mcp_tools: []
+  keywords: []
+  examples:
+  - "asdkj qweoi zxcm"
+  - "hã trrr blá qx"
+  - "[fala sem conteúdo inteligível]"
 - name: contas_plan_information
   domain: telecom_contas
   agent: faturas_agent
diff --git a/config/tools.yaml b/config/tools.yaml
index 0df1bd2..8f38845 100644
--- a/config/tools.yaml
+++ b/config/tools.yaml
@@ -111,9 +111,10 @@ tools:
     args_schema:
       subject:
         type: string
-        description: Referência a um serviço, produto ou benefício concreto e identificável nas evidências VAS/fatura do cliente.
-          Categorias ou referências genéricas não identificam uma entidade por si só; se o texto não permitir resolver univocamente
-          para um item real, mantenha subject ausente/null.
+        description: Referência a um ou mais serviços, produtos ou benefícios concretos e identificáveis nas evidências VAS/fatura do cliente.
+          Preserve referências múltiplas e anafóricas quando o contexto imediato as resolver (por exemplo, "os dois", "ambos",
+          "Netflix e HBO", "todos os VAS avulsos"). Categorias genéricas sem foco conversacional não identificam entidade; se o texto
+          e o contexto não permitirem resolução segura para um item real nas evidências autorizadas, mantenha subject ausente/null.
         user_prompt: Qual serviço você deseja cancelar?
     selection_keywords:
     - cancelar serviço
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index 76871f4f18a467a0ac738cdbe11dbea4d8da0736..6eaf3bb5c231d800d87dce650886ce4b913a4a03 100644
GIT binary patch
delta 19
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delta 19
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delta 19
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delta 20
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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 6dda7f5..b6f9357 100644
--- a/contas_mcp/servers/contas_mcp_server/main.py
+++ b/contas_mcp/servers/contas_mcp_server/main.py
@@ -244,6 +244,19 @@ def _preflight_subject(name: str, args: dict[str, Any]) -> dict[str, Any] | None
         return None
     if bool(args.get("clarification_resolved")):
         return None
+
+    # A pre-validation transaction boundary may already have resolved a multi-item
+    # cancellation into authoritative ``items[]``.  At execution time that list is
+    # the source of truth; re-parsing the presentation ``subject`` (for example
+    # ``"Tamboro Mensal, Paramount+"``) would incorrectly turn two canonical
+    # entities back into one ambiguous free-text reference.
+    if name == "cancelar_vas_avulso":
+        resolved_items = [
+            item for item in (args.get("items") or [])
+            if isinstance(item, dict) and str(item.get("name") or item.get("subject") or "").strip()
+        ]
+        if len(resolved_items) >= 2:
+            return None
     msisdn = str(args.get("msisdn") or "").strip()
     subject = str(args.get("subject") or "").strip()
     if not msisdn or not subject:
@@ -986,6 +999,49 @@ async def _validate_contestation(args: dict[str, Any]) -> dict[str, Any]:
                     "entity_resolution": "invoice_evidence",
                 },
             }
+
+        # A claimed amount larger/different from the authoritative billed amount is
+        # recoverable input, not a reason to emit a generic safety failure. Keep the
+        # subject frozen and recollect only ``valor``, while telling the customer the
+        # concrete amount found in the invoice evidence.
+        amount_mismatch = next((
+            entry for entry in (validation_log or [])
+            if isinstance(entry, dict) and str(entry.get("erro") or "") in {
+                "valor_ajuste_maior_que_item", "valor_ajuste_divergente_item"
+            }
+        ), None)
+        if amount_mismatch is not None:
+            billed = amount_mismatch.get("valor_item_fatura")
+            canonical_subject = str(
+                amount_mismatch.get("item_fatura_resolvido")
+                or args.get("resolved_subject") or args.get("subject") or "item"
+            ).strip()
+            billed_ptbr = _money_ptbr(billed) if billed not in (None, "") else ""
+            message = (
+                f"O valor encontrado na fatura para {canonical_subject} é R$ {billed_ptbr}. "
+                f"O valor informado (R$ {_money_ptbr(requested_value)}) não corresponde a essa cobrança. "
+                "Informe o valor da cobrança que deseja contestar."
+                if billed_ptbr else
+                "O valor informado não corresponde à cobrança encontrada na fatura. Informe o valor correto da cobrança que deseja contestar."
+            )
+            return {
+                "eligible": False,
+                "status": "NEEDS_PARAMETER",
+                "parameter": "valor",
+                "reason": "CVAL",
+                "recoverable_reason": "amount_not_supported_by_invoice",
+                "subject": canonical_subject,
+                "resolved_value": billed,
+                "parameter_message": message,
+                "validation_log": validation_log,
+                "items": validated,
+                "metadata": {
+                    "side_effect_free": True,
+                    "target_tool": args.get("target_tool") or "contestar_cobranca",
+                    "guardrail_code": "CVAL",
+                    "entity_resolution": "invoice_evidence",
+                },
+            }
         return {
             "eligible": False,
             "status": "BLOCKED",
@@ -1145,14 +1201,79 @@ def _vas_domain_policy_from_invoice_detail(canonical: str, args: dict[str, Any])
     return "", item_type
 
 
+def _resolve_multiple_vas_subjects(subject: str, catalog: list[dict[str, Any]], args: dict[str, Any]) -> list[dict[str, Any]]:
+    """Resolve explicit multi-entity cancellation references against authorized evidence.
+
+    Named references are split into conversational segments and each segment must
+    resolve uniquely through the same catalog resolver used for single entities.
+    Explicit mass expansion is restricted to "todos os VAS/serviços avulsos";
+    generic "todos" is deliberately not expanded.
+    """
+    raw = str(subject or "").strip()
+    norm = _norm_entity_reference(raw)
+    if not norm:
+        return []
+    explicit_all_avulso = any(token in norm for token in (
+        "todos os vas avulsos", "todos vas avulsos", "todos os servicos avulsos",
+        "todos servicos avulsos", "todas as assinaturas avulsas",
+    ))
+    selected_names: list[str] = []
+    if explicit_all_avulso:
+        selected_names = [str(row.get("name") or "").strip() for row in catalog if row.get("name")]
+    else:
+        cleaned = re.sub(r"(?i)\b(cancelar|cancela|cancele|retirar|retire|tirar|tire|desativar|desative)\b", " ", raw)
+        segments = [seg.strip(" .:-") for seg in re.split(r"\s*(?:,|;|/|\be\b|\bmais\b)\s*", cleaned, flags=re.I) if seg.strip(" .:-")]
+        if len(segments) < 2:
+            return []
+        for segment in segments:
+            canonical, _ = _resolve_catalog_entity(segment, catalog)
+            if canonical:
+                selected_names.append(canonical)
+    selected: list[dict[str, Any]] = []
+    for name in list(dict.fromkeys(selected_names)):
+        resolved_class, resolved_type = _vas_domain_policy_from_invoice_detail(name, args)
+        if explicit_all_avulso and resolved_class != "cancelar_vas_avulso":
+            continue
+        selected.append({
+            "name": name,
+            "msisdn": _invoice_detail_msisdn(args.get("invoice_detail"), name) or str(args.get("msisdn") or ""),
+            "tool_category": resolved_class or None,
+            "item_type": resolved_type or None,
+        })
+    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)
     subject = str(args.get("subject") or "").strip()
     catalog = _vas_entity_catalog(args)
     canonical, matches = _resolve_catalog_entity(subject, catalog)
+    requested_tool = str(args.get("target_tool") or "").strip()
+    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")]
+        return {
+            "eligible": True,
+            "status": "ELIGIBLE",
+            "subject": subject,
+            "resolved_subject": names[0] if len(names) == 1 else ", ".join(names),
+            "resolved_subjects": names,
+            "entity_resolution": "vas_evidence_multiple",
+            "transaction_decision": {
+                "resolved_arguments": {"subject": ", ".join(names), "items": multi},
+                "target_tool": requested_tool,
+                "action_changed": False,
+                "requires_reconfirmation": False,
+                "confirmation_message": (
+                    f"Você confirma o cancelamento dos serviços {', '.join(names)}? "
+                    "Responda 'sim' para executar ou 'não' para cancelar."
+                ),
+                "domain_policy": {"class": "cancelar_vas_avulso", "item_type": "multiple"},
+            },
+            "metadata": {"side_effect_free": True, "target_tool": requested_tool, "catalog_size": len(catalog), "resolved_count": len(names)},
+        }
     if canonical:
-        requested_tool = str(args.get("target_tool") or "").strip()
         effective_tool = requested_tool
         resolved_class = ""
         resolved_type = ""
diff --git a/docs/FIX_CONTAS_REPORT_20260831_SECOND_PASS.md b/docs/FIX_CONTAS_REPORT_20260831_SECOND_PASS.md
new file mode 100644
index 0000000..58be391
--- /dev/null
+++ b/docs/FIX_CONTAS_REPORT_20260831_SECOND_PASS.md
@@ -0,0 +1,27 @@
+# Correções após regressão de 31/08/2026
+
+Esta rodada corrige quatro comportamentos observados no relatório de regressão sem reintroduzir o runtime conversacional legado.
+
+## 1. Cancelamento múltiplo após confirmação
+
+O snapshot transacional do framework já preservava corretamente os argumentos confirmados. O defeito estava no preflight de execução do MCP do Contas, que tentava resolver novamente o `subject` de apresentação (por exemplo, `Tamboro Mensal, Paramount+`) mesmo quando `items[]` já continha múltiplas entidades canônicas pré-validadas. Agora `items[]` é a fonte de verdade nessa condição e não há segunda resolução textual.
+
+## 2. Contestação com valor incompatível
+
+Uma divergência de valor comprovada pelo CVAL passa a ser recuperável: o item permanece preservado, apenas `valor` volta para coleta e a resposta informa o valor autoritativo encontrado na fatura. O contrato de auditoria mantém `reason=CVAL` e acrescenta `recoverable_reason=amount_not_supported_by_invoice`.
+
+O runtime genérico ganhou suporte opcional a `parameter_message` emitido por um pre-validator de domínio. O framework apenas apresenta essa mensagem enquanto permanece em `COLLECTING_PARAMETERS`; ele não interpreta a regra de negócio.
+
+## 3. Encerramento explícito
+
+Expressões inequívocas como `entendi, obrigado, era só isso` encerram a sessão como `resolvido`, desde que não exista transação ou workflow ativo. Isso evita que uma despedida caia em fallback/guardrail sem consumir confirmações pendentes.
+
+## 4. Continuação plural após explicação de fatura
+
+Frases como `as duas mesmo, pode seguir` imediatamente após `contas_invoice_explanation` permanecem no contexto de explicação e não são confundidas com finalização genérica.
+
+## Regressão
+
+- Testes novos e direcionados: 58/58 no Contas e 30/30 no runtime transacional do framework.
+- `tests/migration`: 818 PASS / 2 FAIL.
+- Os 2 FAIL restantes são preexistentes nesta base: caso histórico de `validar_contestacao` com TIM Fashion/R$50 e fraseologia de `termino_desconto`.
diff --git a/docs/FIX_CONTAS_RESIDUAL_CONVERSATION_PARITY_20260831.md b/docs/FIX_CONTAS_RESIDUAL_CONVERSATION_PARITY_20260831.md
new file mode 100644
index 0000000..c86dc15
--- /dev/null
+++ b/docs/FIX_CONTAS_RESIDUAL_CONVERSATION_PARITY_20260831.md
@@ -0,0 +1,63 @@
+# Correção de paridade conversacional residual do Contas — 2026-08-31
+
+## Escopo
+
+Correções pontuais extraídas do comportamento útil do Contas anterior sem restaurar o runtime legado:
+
+- retenção antes de handoff humano;
+- jurídico/Anatel/Procon com dependência de entidade previamente em foco;
+- três falas consecutivas realmente incompreensíveis;
+- preservação do pós-finalização no framework, com status terminal de erro respeitado;
+- cancelamento múltiplo por entidades nomeadas/contextuais e por "todos os VAS avulsos".
+
+## Arquitetura
+
+Foi adicionada `app/domain/contas/conversation_policy.py`, executada depois do `EnterpriseRouter` e antes do agente de domínio. A policy não executa side effects: apenas reprompta, enriquece contexto ou altera o roteamento. Toda operação transacional continua passando pelo `AgentRuntimeMixin`, pré-validação MCP, confirmação explícita e workflow do Contas.
+
+## Retenção
+
+Quando o router solicita handoff humano, a policy procura evidência autoritativa de VAS avulso que participou da variação da conta usando `varied_avulso_items`. Sem evidência, o handoff segue normalmente. Com evidência, a policy oferece dois degraus: explicação da variação e, em seguida, tratamento dos VAS identificados. Recusa do segundo degrau leva ao handoff humano normal.
+
+O aceite do tratamento cria reentrada contextual com os nomes já comprovados; o cliente não precisa repeti-los e a transação continua sujeita à pré-validação e confirmação.
+
+## Jurídico / Anatel / Procon
+
+A mera ameaça regulatória não cria uma transação. Sem entidade concreta em foco, a fala é encaminhada como reclamação ampla ao suporte, sem MCP transacional. Quando já existe `subject/items` em estado transacional, o foco é preservado e a fala pode continuar no fluxo correspondente. A fatura inteira nunca é usada para inventar o alvo.
+
+## Três falas incompreensíveis
+
+Foi criada a intent semântica `contas_no_match`, exclusiva para fala sem conteúdo recuperável. `fallback` genérico não conta como incompreensão. O contador é consecutivo e reinicia em qualquer turno compreendido.
+
+- 1ª: pede reformulação;
+- 2ª: pede reformulação;
+- 3ª: encerra pelo nó global `end_session`, chamando `finalizar_atendimento` com `status=erro_no_match`.
+
+O limite pode ser configurado por `CONTAS_NO_MATCH_MAX_CONSECUTIVE`, default 3.
+
+## Cancelamento múltiplo
+
+`validar_vas_subject` agora resolve múltiplas entidades exclusivamente contra catálogo autorizado VAS/fatura. Exemplos suportados após extração semântica contextual:
+
+- `cancela Netflix e HBO`;
+- `os dois` / `ambos`, quando o extrator LLM consegue resolver os nomes pelo contexto imediato;
+- `todos os VAS avulsos`.
+
+`todos` genérico não expande em massa. Para "todos os VAS avulsos", itens estratégicos/bundle são filtrados pela política de domínio. Os itens resolvidos são enviados como `items[]` para o workflow batch existente, com uma única confirmação explícita antes da execução.
+
+## Pós-finalização
+
+Não foi criado runtime duplicado. O lifecycle continua no framework. O nó `end_session` passou apenas a respeitar um `terminal_status` já definido pela policy (por exemplo `erro_no_match`) e uma mensagem terminal específica, mantendo o mecanismo atual de replay/soft reset.
+
+## Testes
+
+Novos testes:
+
+- `tests/migration/test_contas_conversation_policy_residuals.py`;
+- `tests/migration/test_multiple_vas_subject_resolution.py`.
+
+Regressão direcionada: **61 PASS**.
+
+Regressão completa `tests/migration`: **810 PASS / 2 FAIL**. Os mesmos dois FAIL foram reproduzidos no ZIP original sem estas alterações, portanto são falhas preexistentes e fora do escopo desta correção:
+
+1. `test_validar_contestacao_aprova_quando_item_e_valor_sao_comprovados`;
+2. `test_termino_desconto_e_valor_divergente_preservam_semantica_do_original`.
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literal 0
HcmV?d00001

diff --git a/tests/migration/__pycache__/test_contas_domain_mock.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_contas_domain_mock.cpython-313-pytest-9.0.2.pyc
index 33878efb64cccefd298579d27afa35fa0541f9f4..de79f93692e35f131decb34af724f13a97ed0c85 100644
GIT binary patch
delta 74
zcmZ4gjrsI9X0Fe?yj%=GAbMpZmlltHq<(H*iGE6ANuqvoeqKppaeQ8Cxqf1LYF<e^
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delta 46
zcmX^8jd}eyX0Fe?yj%=GU>CEION&R?RzEkdL_a05BvC&tv%<(IzRYBEGS7>509l+5
AivR!s

diff --git a/tests/migration/__pycache__/test_contas_invoice_explanation_routing.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_contas_invoice_explanation_routing.cpython-313-pytest-9.0.2.pyc
index 666add57df13425fe45f014396480497dc6fa2a0..89727621b606dc485b39ecab5c83f34e6f85946b 100644
GIT binary patch
delta 74
zcmdnl#(1@jk?S)rFBbz4h+f&q^^s9OQ$IJaL_a05BvC&(Kd&UQI6g16Tt6{AHLoNd
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delta 46
zcmccG#<;VMk?S)rFBbz4*u`w*`p78ktDl=!qMwpjlBl1SSz%-pUuLpdi%HuN07#Mz
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diff --git a/tests/migration/__pycache__/test_contestation_business_rules_full.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_contestation_business_rules_full.cpython-313-pytest-9.0.2.pyc
index ed16df81591a83d6ee08fd9ad464a9dc2a6c84d4..987391d2ce973fc5e3eec29d857c1c2b1a9450ef 100644
GIT binary patch
delta 74
zcmeC*%D8$fBiCnMUM>b85WTXIYcG?2x_)k6iGE6ANuqvoeqKppaeQ8Cxqf1LYF<e^
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delta 46
zcmZ3zm9c*-BiCnMUM>b8u#4HqwU<fQTR%6iL_a05BvC&tv%<(IzRYCvH>R!O07$tH
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diff --git a/tests/migration/__pycache__/test_contestation_failure_mapping.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_contestation_failure_mapping.cpython-313-pytest-9.0.2.pyc
index 31fdbe26894fb38b8ddfb31655c1bf1d7c587d65..53a781471fc2929dc695811a5e8ae2aea3680d05 100644
GIT binary patch
delta 72
zcmaE3-C@J^nU|M~0SH8|Y~)(XsGqE#n^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
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delta 44
ycmeCMd1KA>nU|M~0SN43HgYXx6n59o%`4GQNi0d!Ps^+@GKw!V*?f;tO9lWT2@PZb

diff --git a/tests/migration/__pycache__/test_contestation_prompt_terminal_out_of_scope.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_contestation_prompt_terminal_out_of_scope.cpython-313-pytest-9.0.2.pyc
index dfed7068f4839bfe2dae546acaedb2f7990dd777..72822fb05be529f05ac61365480a7fb28f2efbeb 100644
GIT binary patch
delta 72
zcmZ24eOj99GcPX}0}zN_*~k^irC*?*n^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
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delta 44
ycmX>ty<VE@GcPX}0}$B7Y~+gM5)RSN%`4GQNi0d!Ps^+@GKw!V**uBMk{JLH?hK{?

diff --git a/tests/migration/__pycache__/test_contestation_single_item_mock_regression.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_contestation_single_item_mock_regression.cpython-313-pytest-9.0.2.pyc
index 02a9dc78ad7f54e4f95120afed429ebe625cf956..928aa92eb489007af182b13c0b681dabfab3f9c8 100644
GIT binary patch
delta 72
zcmdn$c+rvTGcPX}0}zN_*~nGPt)H)-n^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-Jd0ae6aaPx8Jz$C

delta 44
ycmccUxYd#CGcPX}0}$B7Y~-rt77o_W%`4GQNi0d!Ps^+@GKw!V*}RQgS`+{yp$$6#

diff --git a/tests/migration/__pycache__/test_contestation_subject_entity_resolution.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_contestation_subject_entity_resolution.cpython-313-pytest-9.0.2.pyc
index 3f25021b7fcc4831adf3678222852ae2c57bbeb6..cc9af6917c1b6d94260b1c5d65ad4e3e2e85dfd6 100644
GIT binary patch
delta 72
zcmaFj*Wl0fnU|M~0SH8|Y~*^vsh_K#n^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-%*d523jl}r8Lt2U

delta 44
ycmZqhf8xjWnU|M~0SN43HgY}T6b{tS%`4GQNi0d!Ps^+@GKw!V*(}SIEDHcCgbhsq

diff --git a/tests/migration/__pycache__/test_discount_history_mcp_service.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_discount_history_mcp_service.cpython-313-pytest-9.0.2.pyc
index 0622a874159170985453e8ad2e5848ab97c1c724..5e5dee2ddc2f0780fbf91fa0077c3a0ffbcf6dd9 100644
GIT binary patch
delta 74
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delta 46
zcmcbzfN{qHMy}7iyj%=GU>CEI%Z5|fT|YOkL_a05BvC&tv%<(IzRYBEDd&AR06^vr
AWB>pF

diff --git a/tests/migration/__pycache__/test_dispute_actions_remaining_parity.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_dispute_actions_remaining_parity.cpython-313-pytest-9.0.2.pyc
index 13721774b1e67d69d3035c883a55f576ccd3230f..542dcc5ad8a4fe7774765a817a70ffd940d3bdd9 100644
GIT binary patch
delta 74
zcmbQ#!?>=8k?S)rFBbz4h+f&qCBUSguAiG%qMwpjlBl1YpI4Gt9G{n3uAi8mnpYAJ
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delta 46
zcmZ42!#Jsjk?S)rFBbz4*u`w*5?~Vc*3Zo=(N9S%Nz_lvtS~Z)FEiQf$@J7204FXD
AkpKVy

diff --git a/tests/migration/__pycache__/test_external_guardrails_judges_spi.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_external_guardrails_judges_spi.cpython-313-pytest-9.0.2.pyc
index 1dd140d7d21b21fe9511c4b257fb1bbcf16ce501..de91aa049643ecaf6b855c8cfc5795abe64f40ff 100644
GIT binary patch
delta 72
zcmeD5U+T~GnU|M~0SH8|Y~*6)(@)jU%`4GQNi0d!PtMOPNi2@fOD)$=Oi#@#iH8d0
VCuhc&q~;dnB$lLZR^m&S1OQ0g7`*@h

delta 44
ycmZ4L-|5fwnU|M~0SN43Hgd7@347}2=9TEDB$g!Vr)5?c8O4{GY_{V|mjnO`><n7~

diff --git a/tests/migration/__pycache__/test_finalization_parity_extended.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_finalization_parity_extended.cpython-313-pytest-9.0.2.pyc
index d5bd9c740ddbbf1f264efa09dae7094f4052414c..581b193da30422b634afb1c1f2ca7e9e22578d41 100644
GIT binary patch
delta 74
zcmZ3nh3Uu^Ca%xCyj%=GAbMpZR|S)PvVLw}iGE6ANuqvoeqKppaeQ8Cxqf1LYF<e^
XR3JY&GrlA>w;(66Bz5ytrpeO*uG$+v

delta 46
zcmX@Ig=xhWCa%xCyj%=GU>CEItAa_`T|YOkL_a05BvC&tv%<(IzRYCvMyAQr0Z6G1
A-2eap

diff --git a/tests/migration/__pycache__/test_framework_agent_gap_fixes.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_framework_agent_gap_fixes.cpython-313-pytest-9.0.2.pyc
index 956fe7462c373632bb4ef2586546c6f11ebf9273..8a8dd2d7e0f93adcc805ddb6e3723e1c9e572324 100644
GIT binary patch
delta 72
zcmbPZy2F&~GcPX}0}zN_*~nGJuAiWvn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-Je{3Y7yw+!86E%t

delta 44
ycmdmCI>(gjGcPX}0}$B7Y~-q97k1Il%`4GQNi0d!Ps^+@GKw!V*}R#ZRTuyi<P5w3

diff --git a/tests/migration/__pycache__/test_framework_llm_composition_directive.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_framework_llm_composition_directive.cpython-313-pytest-9.0.2.pyc
index 6512c7576ff6daeb0492a1a90ae5ec01edaa41c0..5f8eb5dffd890771fbd82f2945c51304c150e9f5 100644
GIT binary patch
delta 72
zcmaE-+oi|#nU|M~0SH8|Y~)(as-LBwn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-e1cU?5CCvX8M*)f

delta 44
ycmeCud#B6wnU|M~0SN43Hgc_I753B5%`4GQNi0d!Ps^+@GKw!V+5Ci6O%MPc;0;&+

diff --git a/tests/migration/__pycache__/test_framework_native_structure.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_framework_native_structure.cpython-313-pytest-9.0.2.pyc
index ccecc89b858bf0b8dba2c391487d2edcb888f8be..19b341b6f834823eb1c49ab38c7916f48016f6e0 100644
GIT binary patch
delta 74
zcmeC1!nkS*BiCnMUM>b85WTXID}q%&Q9n1YL_a05BvC&(Kd&UQI6g16Tt6{AHLoNd
XDv+O?8DEl`Tac4jlDfH+b*2jdhEEzm

delta 46
zcmZ2Ag|Tl6BiCnMUM>b8u#4Hq6~QX(s-K%zqMwpjlBl1SSz%-pUuLp-BI`^S05EC|
A-T(jq

diff --git a/tests/migration/__pycache__/test_framework_rag_directive.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_framework_rag_directive.cpython-313-pytest-9.0.2.pyc
index e6a2eac97e056f3ec576d19f2e8724055cb67e19..d4fd0b4235c2fd0cea9e216d0a1b72bc842e63bf 100644
GIT binary patch
delta 72
zcmaFn+2qCbnU|M~0SH8|Y~*5Q(vQ>6%`4GQNi0d!PtMOPNi2@fOD)$=Oi#@#iH8d0
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delta 44
ycmZqjdgjUXnU|M~0SN43HgYjD2|MZM=9TEDB$g!Vr)5?c8O4{GY_?%KrUU>G;tbCK

diff --git a/tests/migration/__pycache__/test_framework_zero_legacy.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_framework_zero_legacy.cpython-313-pytest-9.0.2.pyc
index b5e5f7baf70ade065eccec8a436f0d4dae9e6772..b324c3d1a5874a2b321c62347d9a6946203caa50 100644
GIT binary patch
delta 72
zcmey$JCTp;GcPX}0}zN_*~s;XML$MAH?KrLC9xz?KRG|IB(XR?FST4hF+DY}Bpxb|
VpPU(AlA2qPlUS0v`9I4yMgVQu8m0gM

delta 44
ycmbQp_m!9HGcPX}0}$B7Y~*^xBJ7}_n^&Trl30?cpO#r+WE5X!vRRt-8zTT2i48>n

diff --git a/tests/migration/__pycache__/test_guardrail_binary_parity.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_guardrail_binary_parity.cpython-313-pytest-9.0.2.pyc
index ac2e807e9ecfefeb94a102ff3afb412945074740..6453b1de1df9fc1ee85038161083e339af2903b2 100644
GIT binary patch
delta 72
zcmdlUe>tA(GcPX}0}zN_*~pd0q#viBn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-+|8t;3jluF8N~nq

delta 44
ycmcZ{zdfGoGcPX}0}$B7Y~;#g5_Zzh%`4GQNi0d!Ps^+@GKw!V*}R-dM;8Do@eN}D

diff --git a/tests/migration/__pycache__/test_guardrail_context_dict_history.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_guardrail_context_dict_history.cpython-313-pytest-9.0.2.pyc
index 6b333bb89283af14c6a648a5bbc31948aae17373..1cc5a37a4ab980241668bcdd229623e767b304ce 100644
GIT binary patch
delta 72
zcmdnWf03W-GcPX}0}zN_*~pc~s-LQ#n^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-+{|jk1OQSV82JDI

delta 44
ycmcb}zm=csGcPX}0}$B7Y~)H~753E6%`4GQNi0d!Ps^+@GKw!V**u@shzS4=?F^Ry

diff --git a/tests/migration/__pycache__/test_guardrail_original_defaults_parity.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_guardrail_original_defaults_parity.cpython-313-pytest-9.0.2.pyc
index 4d47049507520f5bf9609c2d250c1a85d1d7e841..5bacca238b7749605ea3d15e4c9aca978d324aeb 100644
GIT binary patch
delta 72
zcmZ2#bkK<FGcPX}0}zN_*~s;fM?X_PH?KrLC9xz?KRG|IB(XR?FST4hF+DY}Bpxb|
VpPU(AlA2qPlUS0v`5%uu4*+`(8YTb$

delta 44
ycmX?TwA6^}GcPX}0}$B7Y~*^#BkZf6n^&Trl30?cpO#r+WE5X!vRR5(od*CR5Ddit

diff --git a/tests/migration/__pycache__/test_human_handoff_guardrail_context.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_human_handoff_guardrail_context.cpython-313-pytest-9.0.2.pyc
index 61c1fef90ca2d207764721af820547b1596984a7..c2cf288f8aacddc67b28b8380fac4ae8c10a675a 100644
GIT binary patch
delta 72
zcmbR0xY3d8GcPX}0}zN_*~s;rQ$I~VH?KrLC9xz?KRG|IB(XR?FST4hF+DY}Bpxb|
VpPU(AlA2qPlUS0vnT2bj7yx%(8JqwB

delta 44
ycmdn!IMtEsGcPX}0}$B7Y~*^*DeR@6n^&Trl30?cpO#r+WE5X!vRQ#^q8I=nl?^%o

diff --git a/tests/migration/__pycache__/test_input_guardrail_user_feedback.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_input_guardrail_user_feedback.cpython-313-pytest-9.0.2.pyc
index a72d4ae3f2cfc7092ad9d0c8ce386c1c020f9bc0..a5533e923c0ba5a015f8751d0a530505dcb7527f 100644
GIT binary patch
delta 72
zcmexwJ==!sGcPX}0}zN_*~rDrsGp*rn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-tiX6*1^`+L8D0PY

delta 44
ycmbPj^WU25GcPX}0}$B7Y~*5Q6!y^1%`4GQNi0d!Ps^+@GKw!V*=)mjUj_gbPYnD3

diff --git a/tests/migration/__pycache__/test_invoice_context_framework_native.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_invoice_context_framework_native.cpython-313-pytest-9.0.2.pyc
index c8d9f21be49fa0315dec8de2c729992f8b96dca3..d1277bcad080086cd8274fbf108f5c4e4f86a4ab 100644
GIT binary patch
delta 74
zcmaEIfvMpl6W3>6UM>b85WTXItCK}PT|YOkL_a05BvC&(Kd&UQI6g16Tt6{AHLoNd
XDv+O?8DEl`Tac4jlDc^r%f7_`!p|Gg

delta 46
zcmZp;$n@j_6W3>6UM>b8u#4Hq)yX34t)H7$qMwpjlBl1SSz%-pUuLrT5X-*B08>E^
AZvX%Q

diff --git a/tests/migration/__pycache__/test_invoice_explanation_final_response.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_invoice_explanation_final_response.cpython-313-pytest-9.0.2.pyc
index 30ec2dcde0fe0dd91120c0439ae3ec4730bd75e0..661455f73e5ce6565d4b660007a326de6fe67add 100644
GIT binary patch
delta 72
zcmX@0d`Fq<GcPX}0}zN_*~n$js-LN!n^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-9K)Kz0{~lT87Tk&

delta 44
ycmcbkd_bA&GcPX}0}$B7Y~-?M753H7%`4GQNi0d!Ps^+@GKw!V*<8Vz!UF&mL=49O

diff --git a/tests/migration/__pycache__/test_invoice_explanation_handoff_policy.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_invoice_explanation_handoff_policy.cpython-313-pytest-9.0.2.pyc
index 9c0fec174619063e466c49ba2e57eef415efee18..b3784d691e976c773b691cecf251b9217a128a25 100644
GIT binary patch
delta 72
zcmeAUSsudmnU|M~0SH8|Y~<R@p`WRrn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-e2c?S5dd~G8U+9V

delta 44
ycmZ1;(jCI}nU|M~0SN43HgfId5cbv2%`4GQNi0d!Ps^+@GKw!V+5C;eP!Rwk(hZ{k

diff --git a/tests/migration/__pycache__/test_invoice_explanation_unmatched_meaningful.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_invoice_explanation_unmatched_meaningful.cpython-313-pytest-9.0.2.pyc
index 556bf1ba7d8ddccc96890f116262489434027282..8560694dba477d82ac6f1f05dfaffa7ea09d45cf 100644
GIT binary patch
delta 72
zcmeBFS*pVInU|M~0SH8|Y~*U<($Ck=%`4GQNi0d!PtMOPNi2@fOD)$=Oi#@#iH8d0
VCuhc&q~;dnB$lLZp3jxV4ggO;8B_oO

delta 44
ycmZ3g(y7ArnU|M~0SN43HgYv_2?y)v=9TEDB$g!Vr)5?c8O4{GY~Ib4#SQ=rV+`^D

diff --git a/tests/migration/__pycache__/test_line_policy_alternatives.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_line_policy_alternatives.cpython-313-pytest-9.0.2.pyc
index 36bda081f96a33bfc5672279c67e488804f25fd3..5d75edf9362a2f00d04e7bf775ba819a40d4c51d 100644
GIT binary patch
delta 74
zcmaE|g|T5PBiCnMUM>b85WTXI%ZXh-UOzXlL_a05BvC&(Kd&UQI6g16Tt6{AHLoNd
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delta 46
zcmZqJ%J^gpBiCnMUM>b8u#4Hq<-{)Rte=}#qMwpjlBl1SSz%-pUuLqonw>Qm06wG*
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diff --git a/tests/migration/__pycache__/test_mcp_contestation_subject_guard.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_mcp_contestation_subject_guard.cpython-313-pytest-9.0.2.pyc
index 43095bdcdbf0318ad44efe5e1dbfd9693ee0e1a4..80e4baecadba0f0fa19403cea51451198da01868 100644
GIT binary patch
delta 74
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delta 46
zcmcb$igDj6My}7iyj%=GU>CEIE09^(Q$IJaL_a05BvC&tv%<(IzRYBE7xRTc07zU8
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diff --git a/tests/migration/__pycache__/test_multiple_vas_subject_resolution.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_multiple_vas_subject_resolution.cpython-313-pytest-9.0.2.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3b1c5c19e940879642bff257cf95cd321b5a0c4a
GIT binary patch
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literal 0
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diff --git a/tests/migration/__pycache__/test_no_legacy_dependency.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_no_legacy_dependency.cpython-313-pytest-9.0.2.pyc
index cf4def875ba25099b558068526eff9b8cf9b584e..a04404df87d76de7064b07dcbee27ab690e627ba 100644
GIT binary patch
delta 72
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delta 44
ycmey*_n43CGcPX}0}$B7Y~+$>6}H#U%`4GQNi0d!Ps^+@GKw!V*&M;D&IAAyZVXNU

diff --git a/tests/migration/__pycache__/test_observability_code_mapping.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_observability_code_mapping.cpython-313-pytest-9.0.2.pyc
index cbec71399a370e585c3fa29a5dc236c52c8673fe..3d217c5d8910a7df7088f3245fc4a89f119faffd 100644
GIT binary patch
delta 74
zcmeC%$+&7KBiCnMUM>b85WTXIYa+9LqJC~(iGE6ANuqvoeqKppaeQ8Cxqf1LYF<e^
XR3JY&GrlA>w;(66Bz5yT<_8e~s7)JF

delta 46
zcmZ3rld*3nBiCnMUM>b8u#4HqHIZ4^RX;bcL_a05BvC&tv%<(IzRYCvDdq<e07Og<
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diff --git a/tests/migration/__pycache__/test_observability_default_overlay_compatibility.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_observability_default_overlay_compatibility.cpython-313-pytest-9.0.2.pyc
index 4ccd187a61050b438d997e8eacbc68561b212ac4..aebe5842359f6ba0194adb7f28efc7ef2737c6fc 100644
GIT binary patch
delta 74
zcmcaRpYi8>My}7iyj%=GAbMpZ*LEiTBK_RF68)6Kl0^OF{JfIH;`qGOa{a{g)Vz{-
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delta 46
zcmex4pYiT|My}7iyj%=GU>CEIYde#0n0{_viGE6ANuqvQW`&Vae3{AS4@{iC09#28
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diff --git a/tests/migration/__pycache__/test_observability_mapping_provider_boundary.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_observability_mapping_provider_boundary.cpython-313-pytest-9.0.2.pyc
index ed4eb4b7749d566857aff1727972ec52c0e84771..0bed412e200c4f2303821a65f5ac7017b47ee7e8 100644
GIT binary patch
delta 72
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delta 44
ycmaE*b54irGcPX}0}$B7Y~-55Bpjrln^&Trl30?cpO#r+WE5X!viU00RAB%pxeew3

diff --git a/tests/migration/__pycache__/test_observability_mapping_registry_actions.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_observability_mapping_registry_actions.cpython-313-pytest-9.0.2.pyc
index 6173e6c8db7a9470cc7fece40b0126060184cd41..9f882acb5244d3649538a05ef149528c6b2cbe67 100644
GIT binary patch
delta 74
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delta 46
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diff --git a/tests/migration/__pycache__/test_original_compliance_anatel.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_original_compliance_anatel.cpython-313-pytest-9.0.2.pyc
index e08f1194377aee6ebd109562927de6e5693801c3..ae7a9a36a0af92230076ab425f0484f17b33632b 100644
GIT binary patch
delta 74
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delta 46
zcmdnd!8oUbk?S)rFBbz4*u`w*GUX9=)z8f<(N9S%Nz_lvtS~Z)FEiPk$8*XY04^5|
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diff --git a/tests/migration/__pycache__/test_original_contestation_validation.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_original_contestation_validation.cpython-313-pytest-9.0.2.pyc
index 8a37edafde446f0e191ec4490eafd9e9c1fedff1..f3310dc1fe61888da0bae22c4afe9e06a0feaf74 100644
GIT binary patch
delta 74
zcmZ3`&%CFfnd>tzFBbz4h+f&qrOBk9uAiG%qMwpjlBl1YpI4Gt9G{n3uAi8mnpYAJ
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delta 46
zcmdnf&%B_Ynd>tzFBbz4*u`w*(qt0$*3Zo=(N9S%Nz_lvtS~Z)FEiPk#1wTD05C2M
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diff --git a/tests/migration/__pycache__/test_original_item_matcher_transcription.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_original_item_matcher_transcription.cpython-313-pytest-9.0.2.pyc
index 07b724c447209347c0560b3e2ff2ddfa09a41059..5bda56ca25681f342e90ce7d8d75b2804ee6acf0 100644
GIT binary patch
delta 72
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delta 44
ycmaD8bs>uDGcPX}0}$B7Y~-3LD(t79n^&Trl30?cpO#r+WE5X!viXweEO7ui^$u$Q

diff --git a/tests/migration/__pycache__/test_original_vas_cancellation_message.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_original_vas_cancellation_message.cpython-313-pytest-9.0.2.pyc
index 7bbfe54f1c4605dbf7dab4366912248d5b758fc3..498c10f8890a8b297230a1f2bfcf1e0254fdb978 100644
GIT binary patch
delta 74
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delta 46
zcmaF5i}B<xMy}7iyj%=GU>CEI>mZx3kA7}miGE6ANuqvQW`&Vae3{ASUu@Z70AC3Y
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diff --git a/tests/migration/__pycache__/test_original_vas_variation.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_original_vas_variation.cpython-313-pytest-9.0.2.pyc
index f2a82911aa5cb791447ebb2039ceb433e6748fe9..e4098cb3373af4199b73ee9b41c9a1d955e3ff0b 100644
GIT binary patch
delta 82
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delta 54
zcmcb3i(~684zAC<yj%=GU>CEI>kX%{qke8)iGE6ANuqvQW`&Vae3?nJDp$KI7vpwS
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diff --git a/tests/migration/__pycache__/test_original_vas_variation_adversarial.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_original_vas_variation_adversarial.cpython-313-pytest-9.0.2.pyc
index 16d771bdedfbf79b9341f4b6194959729bef12d3..c6a6bcc60e71ce67d1b9da9670bdb4a5120a4bd1 100644
GIT binary patch
delta 74
zcmZ2@iD~a8Ca%xCyj%=GAbMpZ*IY6EO#R%v68)6Kl0^OF{JfIH;`qGOa{a{g)Vz{-
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delta 46
zcmdmciD}^_Ca%xCyj%=GU>CEIYp$5EuYPV`iGE6ANuqvQW`&Vae3{ASYhvk>09RfQ
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diff --git a/tests/migration/__pycache__/test_original_workflow_cases.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_original_workflow_cases.cpython-313-pytest-9.0.2.pyc
index fd43505f646e63460bf78f51f4d185c110a2d27d..1290e6227c8fcdb20453c95947ab6d70acf4fae6 100644
GIT binary patch
delta 74
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delta 46
zcmdl#iE;5HMy}7iyj%=GU>CEItBqOMNk2EQL_a05BvC&tv%<(IzRYCve&z;O06XXo
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diff --git a/tests/migration/__pycache__/test_output_supervisor_no_contract_hardcodes.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_output_supervisor_no_contract_hardcodes.cpython-313-pytest-9.0.2.pyc
index 3506cd2b23bef56420d2e657769c514f9a91e574..dae0dabcf784703d775a00d7f06267d766e22f37 100644
GIT binary patch
delta 72
zcmaFw+wI5onU|M~0SH8|Y~*TT($CY+%`4GQNi0d!PtMOPNi2@fOD)$=Oi#@#iH8d0
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delta 44
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diff --git a/tests/migration/__pycache__/test_pro_rata_full_parity.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_pro_rata_full_parity.cpython-313-pytest-9.0.2.pyc
index f2257f69c94b4061d4e4c13956a65c92a64b070c..c5a01b4d7d942afa57e5e3bb028e773c712497fd 100644
GIT binary patch
delta 74
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delta 46
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diff --git a/tests/migration/__pycache__/test_rag_resilience_and_informational_context.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_rag_resilience_and_informational_context.cpython-313-pytest-9.0.2.pyc
index ef9a5244a1e1f552811bde536ed195f134c2019a..545539dc2e0ba60fbbd9cb7f818758678be16c8e 100644
GIT binary patch
delta 72
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VCuhc&q~;dnB$lLZR%UxD001|!80r83

delta 44
ycmZ3Y*P+MtnU|M~0SN43Hgd7C2?y)v=9TEDB$g!Vr)5?c8O4{GY_?~6DgXcg+zf~S

diff --git a/tests/migration/__pycache__/test_real_legacy_integration_compat.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_real_legacy_integration_compat.cpython-313-pytest-9.0.2.pyc
index 49e042e19e6bb52ce875d2c82015d7a05bb7b7e8..5566fb011e112ab961ef1666a8629cad492a6dfc 100644
GIT binary patch
delta 72
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VPtJ@lNzE<DNi0d-yqdA!6abPL8kqn9

delta 44
ycmcbXw=0k9GcPX}0}$B7Y~<==6!z55%`4GQNi0d!Ps^+@GKw!V*?gR_-xL5f7!Ef8

diff --git a/tests/migration/__pycache__/test_remaining_command_contracts.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_remaining_command_contracts.cpython-313-pytest-9.0.2.pyc
index 49101647613707fcedb4a4342863a2e1623001d5..0e69a81f9ea8627aa65c5e7d1ccc4073ed39f320 100644
GIT binary patch
delta 72
zcmX?I_`HzoGcPX}0}zN_*~q2NsGp>tn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-?84Y?4giG28R`H4

delta 44
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diff --git a/tests/migration/__pycache__/test_requested_tools_parity_pente_fino.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_requested_tools_parity_pente_fino.cpython-313-pytest-9.0.2.pyc
index 0d6463233a9d5d97edf8795cb8ea23b3a1783b04..59b49306f2110b25ab96b25420997c4f4a769a24 100644
GIT binary patch
delta 4581
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diff --git a/tests/migration/__pycache__/test_revprec_epistemic_uncertainty.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_revprec_epistemic_uncertainty.cpython-313-pytest-9.0.2.pyc
index a9c5d9130a201efc09ce34e3013c123f2c279d5b..afaf712a8b9a2121f6460edb4d1ab847cc5a43c1 100644
GIT binary patch
delta 72
zcmdn&aNdFIGcPX}0}zN_*~s;VQ9ngLH?KrLC9xz?KRG|IB(XR?FST4hF+DY}Bpxb|
VpPU(AlA2qPlUS0vnUhIN4giIx8E*gp

delta 44
ycmX@_u-Sp@GcPX}0}$B7Y~*^wDD0u1n^&Trl30?cpO#r+WE5X!vRRc$OAY`k5)BOi

diff --git a/tests/migration/__pycache__/test_subject_entity_resolution_all_domains.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_subject_entity_resolution_all_domains.cpython-313-pytest-9.0.2.pyc
index 495e054ab206ceb5cb548dc2bf906cc192f61ee2..52bc7629b96b86841ed00dd60de1e87c5726668b 100644
GIT binary patch
delta 2909
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delta 458
zcmX}m-7AAp90zc}$EXcUDQ_9ejh><>qLErD*>WL!tX8t-SzcG9<7qu}qov$T$<FeU
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diff --git a/tests/migration/__pycache__/test_termino_desconto_grounding.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_termino_desconto_grounding.cpython-313-pytest-9.0.2.pyc
index 46263d864c9e919ed71d53213f8faa5f0c7c4a4e..7d7a305447a1a378064667031c04f8fd489781af 100644
GIT binary patch
delta 72
zcmcbv_F0YVGcPX}0}zN_*~sO=sGq2xn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-oXYq~5CCd_8S(%C

delta 44
ycmeyYc3q9@GcPX}0}$B7Y~=D_6n53m%`4GQNi0d!Ps^+@GKw!V+1$wZNe}=Y{tb`-

diff --git a/tests/migration/__pycache__/test_tim_aoferta_transaction_continuation.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_tim_aoferta_transaction_continuation.cpython-313-pytest-9.0.2.pyc
index ffceec5816c8bf17ba08bbaa960c6fd81fef1218..9d5b6582ad828ffb9b1b549edd7202df291d5c76 100644
GIT binary patch
delta 74
zcmX>!iSgbfMy}7iyj%=GAbMpZ*E(kXZ2jE468)6Kl0^OF{JfIH;`qGOa{a{g)Vz{-
Xs6c*lW_(F%Zb43BN$Td)%;l~Cx5^te

delta 46
zcmcaNiSf`RMy}7iyj%=GU>CEIYaO$&zkY6BiGE6ANuqvQW`&Vae3{AS=gj4<08Fh8
A(*OVf

diff --git a/tests/migration/__pycache__/test_tim_contract_parity.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_tim_contract_parity.cpython-313-pytest-9.0.2.pyc
index 11e034fb07b103a6c32e601db3abf74f2b5a713f..8850bd133711c2c9835feb284ba48dcb7d3d503e 100644
GIT binary patch
delta 72
zcmZojoRi4)nU|M~0SH8|Y~*U^)sNE8%`4GQNi0d!PtMOPNi2@fOD)$=Oi#@#iH8d0
VCuhc&q~;dnB$lLZUc!4v2>@y<8bkm9

delta 44
ycmbP}*pSHenU|M~0SN43HgdJ|3ft-D=9TEDB$g!Vr)5?c8O4{GY(BtyM+pEOS`Fd=

diff --git a/tests/migration/__pycache__/test_tim_contracts_and_idempotency.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_tim_contracts_and_idempotency.cpython-313-pytest-9.0.2.pyc
index cfddac43af17fa9134a87f64d81c086324846313..63c35f1139bd9e3fadc0b0ac076a72437dee3375 100644
GIT binary patch
delta 72
zcmdm6e6yJAGcPX}0}zN_*~k^Zq@SXnn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-oXZqo4giO~8SwxB

delta 44
ycmcavytkO^GcPX}0}$B7Y~%`H686x~%`4GQNi0d!Ps^+@GKw!V+1$w#U=9E;#SM=D

diff --git a/tests/migration/__pycache__/test_tim_event_metadata_parity.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_tim_event_metadata_parity.cpython-313-pytest-9.0.2.pyc
index bbef2c6720b64dab3b232aef9a366620ec72358e..2fdc85bf42a61fd2a5c16edce043f3dd67997435 100644
GIT binary patch
delta 74
zcmX>+f$9DPCa%xCyj%=GAbMpZ7cY~3f_`pZiGE6ANuqvoeqKppaeQ8Cxqf1LYF<e^
XR3JY&GrlA>w;(66Bz3bElVlqJkG~no

delta 46
zcmcaVf$8uBCa%xCyj%=GU>CEIi<e2*ML##ML_a05BvC&tv%<(IzRYB^8<S)k05^^e
AX8-^I

diff --git a/tests/migration/__pycache__/test_tim_oos_handoff_bypass.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_tim_oos_handoff_bypass.cpython-313-pytest-9.0.2.pyc
index ec77c5d9c5d5b534dccc2c48fb081466ea554a34..1050d471e1049ec47e7c249a9074f0f1474667a5 100644
GIT binary patch
delta 72
zcmZ2caHN3iGcPX}0}zN_*~rDntRJhNn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-EXT}c3IJw)7}fv)

delta 44
ycmX?7u%dwLGcPX}0}$B7Y~*5O7IxIn%`4GQNi0d!Ps^+@GKw!V*=)tkWeNZt5e#$y

diff --git a/tests/migration/__pycache__/test_tool_policy_operation_types.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_tool_policy_operation_types.cpython-313-pytest-9.0.2.pyc
index e2fbd1686898c1478e61ba7d5678976c2045eb9c..864f79689ff33d9763057af9d8094050b081a266 100644
GIT binary patch
delta 72
zcmeyNKgEFSGcPX}0}zN_*~pb8q@Sdpn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-+%8ne3IJ)t8KD3G

delta 44
ycmbPY@I#;LGcPX}0}$B7Y~;!k5_Z$i%`4GQNi0d!Ps^+@GKw!V*}Pb&kQD$NNDV&#

diff --git a/tests/migration/__pycache__/test_vaa_dispute_parity.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_vaa_dispute_parity.cpython-313-pytest-9.0.2.pyc
index cf78d23e34d4a2961ec84146d1cf854f8bd91adb..8b01f6e43c935d3692ae24cc446df75e77e43d19 100644
GIT binary patch
delta 72
zcmcbd{XU!PGcPX}0}zN_*~m4KQ9n{YH?KrLC9xz?KRG|IB(XR?FST4hF+DY}Bpxb|
VpPU(AlA2qPlUS0vc^#vw2>_eF8dLxP

delta 44
ycmaE#eL0)!GcPX}0}$B7Y~-5AC~T{rn^&Trl30?cpO#r+WE5X!viTIFstEu(>J9P$

diff --git a/tests/migration/__pycache__/test_vas_response_renderer.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_vas_response_renderer.cpython-313-pytest-9.0.2.pyc
index c6252bef6c546d7653ff60104d4191c8690f08b2..8cf0c5111f03542cedac488c5a68c93d91a311bf 100644
GIT binary patch
delta 72
zcmdn2bY6+;GcPX}0}zN_*~lf%sUM@Cn^&Trl30?cpPZjpl2{y{ms+l$n4X$f5)T!~
VPtJ@lNzE<DNi0d-Y{L1U9RNw-8BPEI

delta 44
ycmX@Fv{{MkGcPX}0}$B7Y~&K>6n4<h%`4GQNi0d!Ps^+@GKw!V*&M+6pB(@UCk*TW

diff --git a/tests/migration/__pycache__/test_workflow_execution_latch.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_workflow_execution_latch.cpython-313-pytest-9.0.2.pyc
index 91ae166de74cdbf051e0970b4fea2ee238374616..a9f98e89053ea27acd473a1ba1681973e3fe7b1c 100644
GIT binary patch
delta 72
zcmZp)nQO!KnU|M~0SH8|Y~%`L)Q{KC%`4GQNi0d!PtMOPNi2@fOD)$=Oi#@#iH8d0
VCuhc&q~;dnB$lLZ&SRV`0{}<M87=?-

delta 44
ycmbPh(`du>nU|M~0SK}#Z{!MO6n56n%`4GQNi0d!Ps^+@GKw!V+1$lASq1<c%nfe<

diff --git a/tests/migration/__pycache__/test_wrapper_last_contracts.cpython-313-pytest-9.0.2.pyc b/tests/migration/__pycache__/test_wrapper_last_contracts.cpython-313-pytest-9.0.2.pyc
index 726269c9e7d29864b1a3c53f6a67536a183b6e7d..f43c5dabc0c6b82345a752cab961ae646d4ecdd3 100644
GIT binary patch
delta 74
zcmZ3~!MLx3k?S)rFBbz4h+f&qCBUQ~tDl=!qMwpjlBl1YpI4Gt9G{n3uAi8mnpYAJ
X706G{j4w&eEyzhMN!_f=^wkjnd660q

delta 46
zcmdnj!MLb{k?S)rFBbz4*u`w*5?~T`)X&W;(N9S%Nz_lvtS~Z)FEiQf$@J9`04k6T
AtpET3

diff --git a/tests/migration/test_contas_conversation_policy_residuals.py b/tests/migration/test_contas_conversation_policy_residuals.py
new file mode 100644
index 0000000..aaa04e3
--- /dev/null
+++ b/tests/migration/test_contas_conversation_policy_residuals.py
@@ -0,0 +1,107 @@
+from app.domain.contas.conversation_policy import evaluate, is_regulatory_threat
+
+
+def test_no_match_three_consecutive_then_terminal(monkeypatch):
+    monkeypatch.setenv("CONTAS_NO_MATCH_MAX_CONSECUTIVE", "3")
+    base = {"user_text": "???", "intent": "contas_no_match", "route": "suporte_contas_agent", "route_decision": {"method": "llm", "intent": "contas_no_match"}}
+    d1 = evaluate(base)
+    assert d1 and d1.patch["no_match_count"] == 1 and d1.route == "conversation_policy_response"
+    d2 = evaluate({**base, "no_match_count": 1})
+    assert d2 and d2.patch["no_match_count"] == 2 and not d2.patch.get("session_ended")
+    d3 = evaluate({**base, "no_match_count": 2})
+    assert d3 and d3.patch["no_match_count"] == 3
+    assert d3.route == "end_session"
+    assert d3.patch["terminal_status"] == "erro_no_match"
+
+
+def test_understood_turn_resets_no_match_counter():
+    state = {"user_text": "quero minha fatura", "intent": "contas_invoice_query", "route": "faturas_agent", "route_decision": {"method": "keyword", "intent": "contas_invoice_query"}, "no_match_count": 2}
+    d = evaluate(state)
+    assert d and d.patch == {"no_match_count": 0}
+
+
+def test_regulatory_threat_without_focus_does_not_invent_transaction():
+    state = {"user_text": "vou procurar a Anatel e o Procon", "intent": "fallback", "route": "faturas_agent", "route_decision": {"method": "llm", "intent": "fallback"}}
+    d = evaluate(state)
+    assert d and d.route == "suporte_contas_agent"
+    assert d.intent == "contas_regulatory_complaint"
+    assert d.patch["mcp_tools"] == []
+
+
+def test_regulatory_threat_with_focused_subject_preserves_action_context():
+    state = {
+        "user_text": "se não resolver vou para a Anatel",
+        "intent": "fallback", "route": "faturas_agent", "route_decision": {"method": "llm", "intent": "fallback"},
+        "last_transaction": {"arguments": {"subject": "HBO Max Standard"}},
+    }
+    d = evaluate(state)
+    assert d and d.route == "contestacao_agent"
+    assert d.intent == "contas_vas_cancel"
+    assert d.patch["regulatory_context"]["focused_items"] == ["HBO Max Standard"]
+
+
+def test_regulatory_detector_terms():
+    assert is_regulatory_threat("vou procurar meus direitos no Procon")
+    assert is_regulatory_threat("vou à justiça")
+
+
+def test_retention_offer_and_two_step_acceptance(monkeypatch):
+    import app.domain.contas.conversation_policy as policy
+    items = [{"name": "VAS A", "msisdn": "11999999999"}, {"name": "VAS B", "msisdn": "11999999999"}]
+    monkeypatch.setattr(policy, "_retention_items", lambda state: items)
+    first = policy.evaluate({"user_text": "quero um atendente", "route": "human_handoff", "intent": "human_handoff", "route_decision": {"method": "continuity", "intent": "human_handoff"}})
+    assert first and first.route == "conversation_policy_response"
+    assert first.patch["contas_retention"]["pending_stage"] == "explain"
+
+    second = policy.evaluate({"user_text": "não, quero atendente", "route": "human_handoff", "intent": "human_handoff", "route_decision": {"method": "continuity", "intent": "human_handoff"}, "contas_retention": first.patch["contas_retention"]})
+    assert second and second.patch["contas_retention"]["pending_stage"] == "continue"
+
+    third = policy.evaluate({"user_text": "sim", "route": "human_handoff", "intent": "human_handoff", "route_decision": {"method": "continuity", "intent": "human_handoff"}, "contas_retention": second.patch["contas_retention"]})
+    assert third and third.route == "contestacao_agent"
+    assert third.patch["context"]["focused_items"] == ["VAS A", "VAS B"]
+    assert third.patch["_route_metadata"]["original_input"] == "cancelar VAS A e VAS B"
+
+def test_retention_second_decline_handoffs(monkeypatch):
+    import app.domain.contas.conversation_policy as policy
+    state = {"user_text": "não, atendente", "route": "human_handoff", "intent": "human_handoff", "route_decision": {"method": "continuity", "intent": "human_handoff"}, "contas_retention": {"pending_stage": "continue", "stages_offered": ["explain", "continue"], "items": [{"name": "VAS A", "msisdn": "11999999999"}]}}
+    d = policy.evaluate(state)
+    assert d and d.route == "human_handoff" and d.reason == "human_retention_declined"
+
+
+def test_generic_router_fallback_is_not_counted_as_incomprehensible():
+    d = evaluate({"user_text": "quero falar sobre outra empresa", "intent": "fallback", "route": "faturas_agent", "route_decision": {"method": "fallback", "intent": "fallback"}, "no_match_count": 1})
+    assert d and d.patch == {"no_match_count": 0}
+
+
+def test_explicit_gratitude_closes_only_without_live_transaction():
+    history = [{"role": "assistant", "content": "Com essa explicação, sanei sua dúvida?", "metadata": {"intent": "contas_invoice_explanation"}}]
+    d = evaluate({"user_text": "entendi, obrigado, era só isso", "intent": "fallback", "route": "suporte_contas_agent", "history": history})
+    assert d and d.route == "end_session"
+    assert d.patch["terminal_status"] == "resolvido"
+
+    active = evaluate({
+        "user_text": "entendi, obrigado, era só isso",
+        "intent": "contas_vas_cancel",
+        "route": "contestacao_agent",
+        "history": history,
+        "transaction_status": "AWAITING_CONFIRMATION",
+        "active_transaction": {"tool_name": "cancelar_vas_avulso", "status": "AWAITING_CONFIRMATION"},
+    })
+    assert active is None or active.route != "end_session"
+
+
+def test_plural_confirmation_after_invoice_explanation_stays_in_explanation():
+    history = [{
+        "role": "assistant",
+        "content": "Essas duas cobranças de VOD + Canais abertos são as que você não reconhece.",
+        "metadata": {"intent": "contas_invoice_explanation"},
+    }]
+    d = evaluate({
+        "user_text": "as duas mesmo, pode seguir",
+        "intent": "fallback",
+        "route": "suporte_contas_agent",
+        "history": history,
+    })
+    assert d and d.route == "faturas_agent"
+    assert d.intent == "contas_invoice_explanation"
+    assert d.patch["mcp_tools"] == ["invoice_explanation"]
diff --git a/tests/migration/test_multiple_vas_subject_resolution.py b/tests/migration/test_multiple_vas_subject_resolution.py
new file mode 100644
index 0000000..351eb21
--- /dev/null
+++ b/tests/migration/test_multiple_vas_subject_resolution.py
@@ -0,0 +1,25 @@
+import importlib
+
+mcp = importlib.import_module("contas_mcp.servers.contas_mcp_server.main")
+
+
+def test_multiple_named_subjects_use_unique_catalog_resolution(monkeypatch):
+    catalog = [{"name": "Netflix Mensal"}, {"name": "HBO Max Standard"}, {"name": "TIM Fashion Mensal"}]
+    monkeypatch.setattr(mcp, "_vas_domain_policy_from_invoice_detail", lambda name, args: ("cancelar_vas_avulso", "avulso"))
+    monkeypatch.setattr(mcp, "_invoice_detail_msisdn", lambda detail, name: "11999999999")
+    items = mcp._resolve_multiple_vas_subjects("cancela Netflix e HBO", catalog, {"msisdn": "11999999999"})
+    assert [x["name"] for x in items] == ["Netflix Mensal", "HBO Max Standard"]
+
+
+def test_generic_todos_does_not_expand_mass_cancellation(monkeypatch):
+    catalog = [{"name": "Netflix Mensal"}, {"name": "TIM Fashion Mensal"}]
+    monkeypatch.setattr(mcp, "_vas_domain_policy_from_invoice_detail", lambda name, args: ("cancelar_vas_avulso", "avulso"))
+    assert mcp._resolve_multiple_vas_subjects("cancela todos", catalog, {}) == []
+
+
+def test_explicit_all_avulsos_filters_non_avulso(monkeypatch):
+    catalog = [{"name": "VAS A"}, {"name": "Netflix"}]
+    monkeypatch.setattr(mcp, "_vas_domain_policy_from_invoice_detail", lambda name, args: ("cancelar_vas_avulso", "avulso") if name == "VAS A" else ("vas_estrategico", "estrategico"))
+    monkeypatch.setattr(mcp, "_invoice_detail_msisdn", lambda detail, name: "11999999999")
+    items = mcp._resolve_multiple_vas_subjects("cancele todos os VAS avulsos", catalog, {"msisdn": "11999999999"})
+    assert [x["name"] for x in items] == ["VAS A"]
diff --git a/tests/migration/test_subject_entity_resolution_all_domains.py b/tests/migration/test_subject_entity_resolution_all_domains.py
index 598b1f1..4711601 100644
--- a/tests/migration/test_subject_entity_resolution_all_domains.py
+++ b/tests/migration/test_subject_entity_resolution_all_domains.py
@@ -234,3 +234,46 @@ async def test_vas_validator_real_invoice_detail_redirects_youtube_without_resol
     assert decision['target_tool'] == 'tratar_vas_estrategico'
     assert decision['action_changed'] is True
     assert decision['requires_reconfirmation'] is True
+
+
+def test_multi_item_execution_preflight_does_not_reresolve_joined_subject():
+    args = {
+        'msisdn': '11999999999',
+        'subject': 'Tamboro Mensal, Paramount+',
+        'items': [
+            {'name': 'Tamboro Mensal', 'msisdn': '11999999999'},
+            {'name': 'Paramount+', 'msisdn': '11999999999'},
+        ],
+    }
+    assert main._preflight_subject('cancelar_vas_avulso', args) is None
+
+
+@pytest.mark.asyncio
+async def test_contestation_wrong_amount_is_recoverable_with_invoice_amount(monkeypatch):
+    async def no_enrich(name, args):
+        return None
+
+    monkeypatch.setattr(main, '_enrich_invoice_context', no_enrich)
+    monkeypatch.setattr(main, '_preflight_subject', lambda name, args: None)
+    monkeypatch.setattr(main, 'validate_contestation_items', lambda items, payload: (
+        items,
+        [{
+            'erro': 'valor_ajuste_maior_que_item',
+            'valor_item_fatura': '14.99',
+            'item_fatura_resolvido': 'Tamboro Mensal',
+        }],
+        "Valor de ajuste excede o valor cobrado",
+    ))
+    result = await main._validate_contestation({
+        'msisdn': '11999999999',
+        'subject': 'Tamboro Mensal',
+        'valor': '29.98',
+        'billing_analysis': {},
+        'target_tool': 'contestar_cobranca',
+    })
+    assert result['eligible'] is False
+    assert result['status'] == 'NEEDS_PARAMETER'
+    assert result['parameter'] == 'valor'
+    assert result['resolved_value'] == '14.99'
+    assert 'R$ 14,99' in result['parameter_message']
+    assert 'R$ 29,98' in result['parameter_message']