From 8102a88537769bffd85e1522a69c9bcd34994967 Mon Sep 17 00:00:00 2001
From: T3782834 <T3782834@timbrasil.com.br>
Date: Tue, 22 Sep 2026 21:27:41 -0300
Subject: [PATCH] bugfix: handoff

---
 ...EFORE_TERMINAL_WORKFLOW_RESUME_20260922.md |  65 +++++++++++
 .../routing/enterprise_router.py              | 106 ++++++++++++++++++
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 .../enterprise_router.cpython-313.pyc         | Bin 82129 -> 87602 bytes
 .../__pycache__/models.cpython-313.pyc        | Bin 2433 -> 2424 bytes
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 .../pending_topics.cpython-313.pyc            | Bin 16119 -> 16110 bytes
 .../routing/enterprise_router.py              | 106 ++++++++++++++++++
 .../__pycache__/__init__.cpython-313.pyc      | Bin 326 -> 326 bytes
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 ...on_parameters.cpython-313-pytest-9.0.2.pyc | Bin 43623 -> 43602 bytes
 ...ce_delegation.cpython-313-pytest-9.0.2.pyc | Bin 14947 -> 14932 bytes
 ...ic_classifier.cpython-313-pytest-9.0.2.pyc | Bin 39387 -> 47326 bytes
 ...me_precedence.cpython-313-pytest-9.0.2.pyc | Bin 67366 -> 67355 bytes
 ...te_rules_8_16.cpython-313-pytest-9.0.2.pyc | Bin 0 -> 14554 bytes
 ..._interruption.cpython-313-pytest-9.0.2.pyc | Bin 28284 -> 28268 bytes
 ...test_expected_input_semantic_classifier.py |  78 +++++++++++++
 123 files changed, 355 insertions(+)
 create mode 100644 agent_framework_oci/docs/FIX_CONTEXTUAL_REENTRY_BEFORE_TERMINAL_WORKFLOW_RESUME_20260922.md
 create mode 100644 agent_framework_oci/tests/__pycache__/test_reconciliation_state_rules_8_16.cpython-313-pytest-9.0.2.pyc

diff --git a/agent_framework_oci/docs/FIX_CONTEXTUAL_REENTRY_BEFORE_TERMINAL_WORKFLOW_RESUME_20260922.md b/agent_framework_oci/docs/FIX_CONTEXTUAL_REENTRY_BEFORE_TERMINAL_WORKFLOW_RESUME_20260922.md
new file mode 100644
index 00000000..0cdbfe93
--- /dev/null
+++ b/agent_framework_oci/docs/FIX_CONTEXTUAL_REENTRY_BEFORE_TERMINAL_WORKFLOW_RESUME_20260922.md
@@ -0,0 +1,65 @@
+# Fix: contextual reentry before terminal workflow resume
+
+## Problem
+
+A paused workflow with a declarative `expected_input.semantic_classifier` could receive a
+compound reply such as:
+
+```text
+ainda nao. Eu nao contratei esse neymar jr
+```
+
+If the classifier returned only `NAO`, the framework immediately resumed the paused workflow.
+A backend workflow was then free to enter a terminal branch (for example human handoff) before
+the substantive remainder of the same user turn was reinterpreted by normal routing.
+
+This is an orchestration problem in the framework, not a domain rule for billing and not a
+frontend problem.
+
+## Corrected precedence
+
+Literal `expected_input` matches keep absolute precedence and are unchanged. For non-literal
+semantic matches, when the workflow itself declares an option with
+`option_actions.<option>.action: contextual_reentry`, the framework now performs one generic
+precedence validation before committing to a normal workflow resume.
+
+The validation asks only whether the current utterance is completely consumed by the selected
+resume option or whether it also contains substantive information that still needs interpretation.
+It contains no domain vocabulary and no hardcoded `SIM`/`NAO` business meaning.
+
+The effective order is now:
+
+1. deterministic `expected_input` exact match;
+2. explicit global human-handoff control;
+3. workflow `semantic_classifier`;
+4. if the semantic result would resume and the contract declares `contextual_reentry`, validate
+   whether substantive remainder exists;
+5. substantive remainder -> `contextual_reentry` and normal routing;
+6. pure reply -> resume paused workflow normally;
+7. only after a genuine resume can the backend workflow reach its own terminal/handoff branch.
+
+A workflow can explicitly disable this safeguard with:
+
+```yaml
+semantic_classifier:
+  contextual_reentry_precedence: false
+```
+
+The default is enabled whenever a `contextual_reentry` option is declared.
+
+## Observability
+
+When reentry preempts a semantic resume, route metadata now includes:
+
+- `contextual_reentry_preempted_resume: true`
+- `initial_classifier_output`
+- `contextual_reentry_precedence_raw_output`
+- the existing contextual-reentry metadata (`original_input`, `classifier_output`, bounded context)
+
+## Regression tests
+
+Tests cover both directions:
+
+- a compound negative reply whose first classifier result is `NAO` is protected from premature
+  resume and is rerouted through contextual reentry;
+- a pure semantic negative reply remains a normal workflow resume.
diff --git a/agent_framework_oci/libs/agent_framework/build/lib/agent_framework/routing/enterprise_router.py b/agent_framework_oci/libs/agent_framework/build/lib/agent_framework/routing/enterprise_router.py
index bfb476a9..1a08d895 100644
--- a/agent_framework_oci/libs/agent_framework/build/lib/agent_framework/routing/enterprise_router.py
+++ b/agent_framework_oci/libs/agent_framework/build/lib/agent_framework/routing/enterprise_router.py
@@ -256,6 +256,79 @@ class EnterpriseRouter:
                     return matched, raw
         return None, raw
 
+    async def _prefer_contextual_reentry_over_semantic_resume(
+        self,
+        *,
+        text: str,
+        classified: str,
+        expected_input: dict[str, Any],
+        pause_prompt: str,
+        relevant_conversation_context: str,
+    ) -> tuple[bool, str | None, str | None]:
+        """Protect contextual reentry from a premature workflow resume.
+
+        ``semantic_classifier`` is agent-declared and normally authoritative. A
+        special ambiguity exists when the same contract declares an option whose
+        action is ``contextual_reentry``: an LLM can correctly notice a leading
+        answer to the pause (for example a negative acknowledgement) but miss the
+        substantive remainder of the same utterance. Resuming the workflow in
+        that situation can immediately reach a terminal branch such as handoff,
+        before normal routing sees the new information.
+
+        The framework therefore performs a generic *precedence validation* only
+        for non-literal semantic matches and only when the contract explicitly
+        declares contextual reentry. No domain vocabulary or SIM/NAO semantics
+        are embedded here.
+        """
+        if self.llm is None or not isinstance(expected_input, dict):
+            return False, None, None
+        classifier = expected_input.get("semantic_classifier")
+        if not isinstance(classifier, dict):
+            return False, None, None
+        option_actions = classifier.get("option_actions")
+        if not isinstance(option_actions, dict):
+            return False, None, None
+
+        reentry_option = None
+        for option, cfg in option_actions.items():
+            if isinstance(cfg, dict) and str(cfg.get("action") or "").strip().lower() == "contextual_reentry":
+                reentry_option = str(option)
+                break
+        if not reentry_option or str(classified).upper() == reentry_option.upper():
+            return False, reentry_option, None
+        if classifier.get("contextual_reentry_precedence") is False:
+            return False, reentry_option, None
+
+        prompt = (
+            "Você valida precedência entre retomar um workflow pausado e fazer reentrada contextual. "
+            "Não decida a intenção de negócio. Analise apenas se a mensagem atual é totalmente "
+            "consumida pela opção já classificada ou se contém informação substantiva adicional que "
+            "precisa ser interpretada pelo pipeline normal.\n\n"
+            f"Pergunta pendente: {str(pause_prompt or '').strip()}\n"
+            f"Opção inicialmente classificada: {str(classified)}\n"
+            f"Contexto relevante: {str(relevant_conversation_context or '').strip()}\n"
+            f"Mensagem atual: {str(text or '').strip()}\n\n"
+            "Responda somente REENTER se houver pedido, objeção, correção, explicação, motivo, entidade, "
+            "valor, referência ou outro fato novo que ainda precise de interpretação além da resposta "
+            "à pergunta pendente. Responda somente RESUME se a mensagem inteira for apenas a resposta "
+            "à pergunta pendente, admitindo somente cortesia sem nova demanda."
+        )
+        try:
+            answer = await self.llm.ainvoke(
+                [
+                    {"role": "system", "content": prompt},
+                    {"role": "user", "content": str(text or "")},
+                ],
+                profile_name="router",
+                component_name="workflow.expected_input.precedence",
+                generation_name="workflow.expected_input.contextual_reentry_precedence",
+            )
+        except Exception as exc:
+            logger.warning("Falha ao validar precedência de contextual_reentry: %s", exc)
+            return False, reentry_option, None
+        raw = str(answer or "").strip()
+        return raw.upper() == "REENTER", reentry_option, raw
+
     @staticmethod
     def _last_assistant_prompt(state: dict[str, Any], current_text: str) -> str:
         history = [item for item in (state.get("history") or []) if isinstance(item, dict)]
@@ -524,6 +597,39 @@ class EnterpriseRouter:
                         option_actions = option_actions if isinstance(option_actions, dict) else {}
                         action_cfg = option_actions.get(str(classified)) or option_actions.get(str(classified).upper())
                         action_cfg = action_cfg if isinstance(action_cfg, dict) else {}
+
+                        # A semantic match that would resume the paused workflow
+                        # must not prematurely win over an explicitly declared
+                        # contextual_reentry option when the same utterance also
+                        # carries substantive new information. This validation is
+                        # intentionally generic and runs only after literal
+                        # expected_input matching has already failed.
+                        if str(action_cfg.get("action") or "").strip().lower() != "contextual_reentry":
+                            prefer_reentry, reentry_option, precedence_raw = await self._prefer_contextual_reentry_over_semantic_resume(
+                                text=str(text),
+                                classified=str(classified),
+                                expected_input=expected_input,
+                                pause_prompt=str(pause.get("prompt") or ""),
+                                relevant_conversation_context=relevant_context,
+                            )
+                            if prefer_reentry and reentry_option:
+                                decision = await self._route_contextual_reentry(
+                                    state=state,
+                                    original_input=str(text),
+                                    relevant_context=relevant_context,
+                                    classifier_output=str(reentry_option),
+                                    raw_classifier=raw_classifier,
+                                    allowed_values=list(expected_input.get("allowed_values") or []),
+                                )
+                                decision.metadata = {
+                                    **dict(decision.metadata or {}),
+                                    "contextual_reentry_preempted_resume": True,
+                                    "initial_classifier_output": str(classified),
+                                    "contextual_reentry_precedence_raw_output": precedence_raw,
+                                }
+                                await self._emit(decision, state)
+                                return decision
+
                         if str(action_cfg.get("action") or "").strip().lower() == "contextual_reentry":
                             decision = await self._route_contextual_reentry(
                                 state=state,
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/gateways/__pycache__/mcp_gateway_client.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/gateways/__pycache__/mcp_gateway_client.cpython-313.pyc
index b7440582be04b84d4af576bb16a7916b11034781..df983509bade4a252bd6dd0b5061461e38e86e37 100644
GIT binary patch
delta 42
wcmew^`A(AiGcPX}0}vG7SiO<^1fxK<er{fgeoA6VqJCmpxuM18H;mle05JXz0{{R3

delta 51
zcmaDS`CXFxGcPX}0}yDKuHDFef>E+WKR2&LKSkd+*fTz$C_gJTxujS>J1He;^J7MC
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/__init__.cpython-313.pyc
index 410f34163ad4a96ad387e9d0f751420177d7d95c..e9f5f7ccf55d0fe39c60389ee7184b9df9e2c9c5 100644
GIT binary patch
delta 41
vcmcb>eVm*7GcPX}0}zzlSiO<^Ba1+?er{fgeoA6VqJCmpxuL~mQP$l66Q>Pu

delta 50
zcmX@keSw?%GcPX}0}!a0uHDG}kwr2`KR2&LKSkd+*fTz$C_gJTxujS>J1He;G7sx+
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/base.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/base.cpython-313.pyc
index 3707422ab34c19fe499473a4a7383f52805b93e6..af465b5c0e8d16a1bbd1be98288603f90f6b611e 100644
GIT binary patch
delta 42
wcmcb_b&`wwGcPX}0}zzlSiO;(mq{RAKR2&LKP9mwQ9m)Q+|XjPA(J9A01ICXDgXcg

delta 51
zcmX@fb%~4nGcPX}0}!a0uHDGZ%OshhpPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaS%XQD
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/config_loader.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/config_loader.cpython-313.pyc
index 347747a814c1185541f709d1c0659ce74d13f2f9..a20c3996a07365c670dd62e5ccda5eac80801122 100644
GIT binary patch
delta 42
wcmdn(zR8{YGcPX}0}zzoSiO<kfk_}kKR2&LKP9mwQ9m)Q+|Xik3RAcu03JgPJOBUy

delta 51
zcmdnwzT2JqGcPX}0}!a0uHDG(z$96ypPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIhrY4
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/custom_rails.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/custom_rails.cpython-313.pyc
index e7d688715a742140670e96e945efd049ab6611f6..420e29995292d5aed403406752d2159cea8169e1 100644
GIT binary patch
delta 42
wcmZ3kG*5~9GcPX}0}zzoSiO-ujYS|`KR2&LKP9mwQ9m)Q+|Xik7t35801*idN&o-=

delta 51
zcmbQIv|Ne%GcPX}0}!a0uHDF;#v)mupPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qaxshcq
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/framework_llm_client.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/framework_llm_client.cpython-313.pyc
index 567e2fe483a820ccae47f750f1e964c52e8a6c4f..1e24755eabd5ae5a1b9291f0ad365a1c6b614adc 100644
GIT binary patch
delta 44
ycmX>zlkxCOM()qNyj%=GP<~_eM(#dNfqebkyb}GC#F9k)#I$lli_M!jrJMmvM-G|*

delta 53
zcmX>+lkv<<M()qNyj%=Gpk}&uBX=LCWQBfiUWtB+zHhK+d_YltR%&udv3_<^O48<)
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/llm_rails.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/llm_rails.cpython-313.pyc
index babe3e4cccc19dcae668a2db9fb82fc55f38f814..f10be6190fea3e6144a26becb57086fc95175b82 100644
GIT binary patch
delta 62
zcmeyQJ57)4GcPX}0}$-{wUKKIvucWdZeEFgN@7W(eqvg=p@n{8dTL%td|FXrZfbdc
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delta 26
gcmbQH_eq!QGcPX}0}%ZAxshuMGo!=i!_2|L0Cb=TYybcN

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/output_supervisor.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/output_supervisor.cpython-313.pyc
index 40bb9186b3f3034e9aef7fa9ad160efae3d9b3bb..df216a0728baf1989db7ed337db68a6489842d6e 100644
GIT binary patch
delta 44
zcmaF5m+{VCM()qNyj%=GP<~_eM(*!i0y+A*c_sQOi6x2piD~7A7MrEHPXz-2XbKOe

delta 53
zcmcb!m+|RdM()qNyj%=Gpk}&uBlmYM$x{8?yb}Esecxcu_<*APtkmR^V*Tu-l%&l<
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/parallel_executor.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/parallel_executor.cpython-313.pyc
index bc72ad3f70b0266b7d4b36c0573e60d979d7162e..39f9b8b389b404917a09a39270c5dda8aaddb46b 100644
GIT binary patch
delta 44
ycmcb)it)lKM()qNyj%=GP<~_eMs7D&fgJtZyb}GC#F9k)#I$lli_KZA@BINzN)H?W

delta 53
zcmcbxit*+uM()qNyj%=Gpk}&uBexr?WT}2`UWtB+zHhK+d_YltR%&udv3_<^O48;;
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/pipeline.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/pipeline.cpython-313.pyc
index 7149a33f880080a8b64f72270733a4f2d962e85f..bebcbb518bef083d5b3d7b8e585622bc67473382 100644
GIT binary patch
delta 42
wcmewp@;QY2GcPX}0}zzoSiO<^F|$Cjer{fgeoA6VqJCmpxuL~oc9v2#07UK%KL7v#

delta 51
zcmewy@+XA*GcPX}0}!a0uHDG}m{~GMKR2&LKSkd+*fTz$C_gJTxujS>J1He;^FQWN
FH2}O55zGJp

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_action.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_action.cpython-313.pyc
index f7d4da13dbfa7d149ee7a42d4b001e510d7b06b1..a12b1423adb67c098ac086ef48d7c4508e44e261 100644
GIT binary patch
delta 41
vcmZo<{lUWhnU|M~0SL-(tlr3-&nS?lpPN^rpORRTsGpctZfG%iGUGb{0>TY*

delta 50
zcmeyt(#XpFnU|M~0SMGg*KXv_XOzs>&&?~*Pto@c_KXiG%FjwoE-BW}PD)9d+{O3~
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_decision.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_decision.cpython-313.pyc
index 442aaffb77a73d94f9aba450f20459bafc249abd..6d5d22a53cfd0236087438035e66fa0e7288b135 100644
GIT binary patch
delta 42
wcmdnNvz~|hGcPX}0}zzoSiO<EoLL}4KR2&LKP9mwQ9m)Q+|Xk4Z05O401;>nR{#J2

delta 51
zcmZ3_vxA5GGcPX}0}!a0uHDF8&MaA|pPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qac@pzn
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_result.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/__pycache__/rail_result.cpython-313.pyc
index b78cd0b9cd2f2627ba5ea89e4a5f0dba2dfa52de..339ed044c959d2e39ff500316ef0c0d182008684 100644
GIT binary patch
delta 42
wcmcc5evO^`GcPX}0}zzoSiO-unMoi`KR2&LKP9mwQ9m)Q+|XikJ5vNB02x;eDF6Tf

delta 51
zcmcb{exIHDGcPX}0}!a0uHDF;%p{qwpPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaxsEA<
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/__init__.cpython-313.pyc
index fa19d80451df62530f25abe356d2b5f0e4786e41..fd957fa565ae1a77c714513f01cd6e76ee71ee9a 100644
GIT binary patch
delta 42
wcmZ1~K1ZDUGcPX}0}zzlSiO-ufKwn(KR2&LKP9mwQ9m)Q+|Xik38x_w019agoB#j-

delta 51
zcmbOuzEqt1GcPX}0}!a0uHDETz$sa-pPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIh)gv
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/_compat.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/_compat.cpython-313.pyc
index 706f3cf57a7529815388fb881261e4de093b212f..1d169a793c2c9fc1052e222f9a9cd9c8a2fdfaa8 100644
GIT binary patch
delta 42
wcmZn={w~D*nU|M~0SHQNtlr2yhfN??KR2&LKP9mwQ9m)Q+|Xk40k#8702(t5=>Px#

delta 51
zcmew^)F90LnU|M~0SMGg*KXvV!zNj#pPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qac{|$y
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/contestation_validation.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/contestation_validation.cpython-313.pyc
index 889e71690782d7b03d68a533a5d54997aa4c8688..0df90b8a101492e595149cf7a722cab8236e21ad 100644
GIT binary patch
delta 42
wcmew&@LGWTGcPX}0}zzlSiO;3ja8slKR2&LKP9mwQ9m)Q+|XjP7poRC03Edq*#H0l

delta 51
zcmaDY@I`?8GcPX}0}!a0uHDG3#wyvSpPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qa*^yO?
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/contracts.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/contracts.cpython-313.pyc
index 036584327954794cabe1122bd0adab63c0ffcdc2..0cf8fdbb0bf3e1742e4770c292e9f969b4dd303e 100644
GIT binary patch
delta 42
wcmaE1df$}$GcPX}0}zzlSiO<^6q`W4er{fgeoA6VqJCmpxuM18cWl3e0XP8<CjbBd

delta 51
zcmca_`ofg^GcPX}0}!a0uHDFeicPXYKR2&LKSkd+*fTz$C_gJTxujS>J1He;^Ha88
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/input_size.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/input_size.cpython-313.pyc
index 2cdab8069463edaeb0324e206575481c9321398a..b13dc0b5d97e049308c6283e90823ecd18056aa9 100644
GIT binary patch
delta 42
wcmdlYvs#AxGcPX}0}zzlSiO<^FN;8der{fgeoA6VqJCmpxuL~oMOI->03Rt000000

delta 51
zcmZ22vqgscGcPX}0}!a0uHDG}mqoHtKR2&LKSkd+*fTz$C_gJTxujS>J1He;vjnR!
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_adapter.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_adapter.cpython-313.pyc
index b289d89d51b7f5e32cc179889005cc6ade82ac3e..198614295727c1c673dfae0500ec0473a0c7f145 100644
GIT binary patch
delta 42
wcmX>ldr+49GcPX}0}zzlSiO<EfJ2~AKR2&LKP9mwQ9m)Q+|Xk46b>^s02|f~JOBUy

delta 51
zcmX>odrFr3GcPX}0}!a0uHDF8z#&<spPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qaxtqg`
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_client.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_client.cpython-313.pyc
index f65196d37dc575a29650bdaf908cfa39dd020c49..065d1778e01100270a7be6ac418ee98893c2d89c 100644
GIT binary patch
delta 42
wcmbPe)nUc`nU|M~0SHQNtlr2S#UW6jpPN^rpORRTsGpctZfLQ&j$^V201)pDLI3~&

delta 51
zcmeCMnrOxSnU|M~0SMGg*KXvF;*hM=&&?~*Pto@c_KXiG%FjwoE-BW}PD)AIT*@(7
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_rails.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/llm_rails.cpython-313.pyc
index 8517b365a54d3d253c6c567519052b34c6729241..e728acc0ef8a7e42d1a68f331eac0d333da01ec9 100644
GIT binary patch
delta 42
wcmdn!y26$FGcPX}0}zzlSiO<kkXayKKR2&LKP9mwQ9m)Q+|XikD07TF02wI_4*&oF

delta 51
zcmZ4Cy3v*UGcPX}0}!a0uHDFO$Shf*pPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qa*@rns
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/output_sanitization.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/output_sanitization.cpython-313.pyc
index 87cf9fbcfad925d465ddb80b4cec90bfb4f002db..2d1dd3c8be9e60f511400055237709f6ca5fb748 100644
GIT binary patch
delta 42
wcmX?^b0CNNGcPX}0}zzlSiO-uo>QPwKR2&LKP9mwQ9m)Q+|XikGv_fK05o6@b^rhX

delta 51
zcmX?*b25kfGcPX}0}!a0uHDET&nelYpPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qaxr+0c
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/pipeline.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/__pycache__/pipeline.cpython-313.pyc
index 19e28320439611bbe9cc80dfa45d8a241b0396fa..85eed0488094df88df84c8b25a8dfde36f63692d 100644
GIT binary patch
delta 42
wcmaEnbU%svGcPX}0}zzlSiO;3RX`w5KR2&LKP9mwQ9m)Q+|XjPr+~a705ePteE<Le

delta 51
zcmcbg^dgD-GcPX}0}!a0uHDG3Dj->|pPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qa*+D>F
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/__init__.cpython-313.pyc
index b4566fed0263b7b825c939189b810bdb8e0c8657..50f0402387c6338a778a0b4ffad361f8daf46565 100644
GIT binary patch
delta 41
vcmX@Ze3+U0GcPX}0}zzlSiO;(pHZMpKR2&LKP9mwQ9m)Q+|XjOG2=`C{R9kt

delta 50
zcmX@ie1@6(GcPX}0}!a0uHDGZ&nQ{1pPN^rpQ7&@>=_?Wl%JKFTvDu`os^O^S&MNd
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/_context.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/_context.cpython-313.pyc
index 90abefbc0c259983502e6502d775813895251711..b4d1aa4b1b1a2b4e5a10ee887b9517b99ca6b0e5 100644
GIT binary patch
delta 42
wcmaE)dsCPDGcPX}0}zzmSiO;Z3yVORer{fgeoA6VqJCmpxuM188!TKx059bY^8f$<

delta 51
zcmcbq`$(7jGcPX}0}!a0uHDGJg+;PnKR2&LKSkd+*fTz$C_gJTxujS>J1He;^LZ97
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/ausencia_oferta_proativa.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/ausencia_oferta_proativa.cpython-313.pyc
index 4df9c40846cbb3577e630c7a024e1d4fec02048d..9a3bd5a96b0cf575e1f277b4a5a5bb34609e671d 100644
GIT binary patch
delta 42
wcmZ1wKRurNGcPX}0}zzmSiO<kS5Kf#KR2&LKP9mwQ9m)Q+|Xikp`Jb?03_-SeE<Le

delta 51
zcmbOpzaXCbGcPX}0}!a0uHDG(t0&p7pPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIYUpM
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/coerencia.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/coerencia.cpython-313.pyc
index 34afa7889a3c493b750a2a27fe352d7c64a10335..0ed66cba859cde4c67d6cd21d7802717699735e7 100644
GIT binary patch
delta 42
wcmdm>uv~%rGcPX}0}zzmSiO<^G@n4Zer{fgeoA6VqJCmpxuM18_k50w03XW@-T(jq

delta 51
zcmZ3kut9<QGcPX}0}!a0uHDFenoqJpKR2&LKSkd+*fTz$C_gJTxujS>J1He;^D{n2
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/dlex_in.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/dlex_in.cpython-313.pyc
index 097df85db727a15ba29a73cbe103144662dfdf75..2a371b78be546053974d5db2a82a07c6c319ff5a 100644
GIT binary patch
delta 41
vcmeC?YU1Ml%*)Hg00d<>R&V6~%Pdf;pPN^rpORRTsGpctZfG%Ck>wQt0Jsf3

delta 50
zcmZqT>gMA9%*)Hg00e5LYd3QLWtObd&&?~*Pto@c_KXiG%FjwoE-BW}PD)9dEWz>$
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/dlex_out.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/dlex_out.cpython-313.pyc
index 1688d5d6c36df34e64a5df88d8ac6f596c91b22e..cda4abbb3a6aa3243ed30c5f886c320cf1dc3c49 100644
GIT binary patch
delta 42
wcmeC;Yvkkp%*)Hg00d<>R&V4!&ni%+pPN^rpORRTsGpctZfLRjGpjfw01X@sIRF3v

delta 51
zcmZqV>*C}7%*)Hg00e5LYd3PAXO*ni&&?~*Pto@c_KXiG%FjwoE-BW}PD)AI{EAha
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/fallback.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/fallback.cpython-313.pyc
index eef8446fd24cab7c4d74c705849654cfc866a794..bd3c7bcb8cddb002a49a41d75767a04a68e13138 100644
GIT binary patch
delta 44
ycmaFf$#}1mk^3_*FBbz4l-*dpk-JJ>piDnEuS7p3u_RGHF|FLtV)HzCPgMX<&<@K0

delta 53
zcmccD$@sjJk^3_*FBbz4sF|+a$Xz8bS+Ad)SE8Sy?;GqHA5fH^m6}{qte>5flC*iM
Hyr(Jv!&DJk

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/fraseologia.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/fraseologia.cpython-313.pyc
index d13f10b95a004d797d8eae7d7ed0b8f6bd35a8da..324f3c5ed86248fa1c140c068c17d05198ece48f 100644
GIT binary patch
delta 42
wcmX?Nz1y1mGcPX}0}zzmSiO-uSVo{yKR2&LKP9mwQ9m)Q+|Xikxr{F(03$ICb^rhX

delta 51
zcmdmOeZ-pkGcPX}0}!a0uHDETEF;;ZpPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIZwuy
F5de)_5Cs4L

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/out_of_scope.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/out_of_scope.cpython-313.pyc
index e9494bd2abcf1e63ca8775c4ef5042a3dbf2357c..77abe50c317262f20f357ced0e3180139049ee1b 100644
GIT binary patch
delta 44
ycmX@n!MMMJk^3_*FBbz4l-*dpk^7#LK$U)OUWtB6Vo9QYVp_SO#bzdFH%0(Y-41sE

delta 53
zcmdnr!FZyBk^3_*FBbz4sF|+a$bHXAvROYjuS7pZ-#6GZKA<Q+D>b>KSU)={C28|d
HCpSg_$^jAu

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/pinj.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/pinj.cpython-313.pyc
index a25fe0a20799a8bbbf2dd27b2d21e064decbc6ef..ca6552b491e552886282923615f0ba009088e66f 100644
GIT binary patch
delta 42
wcmccZc*&9bGcPX}0}zzmSiO<EN?xEyKR2&LKP9mwQ9m)Q+|Xk4Jb7D205DDs?EnA(

delta 51
zcmccQc-xWtGcPX}0}!a0uHDF8B`;a6pPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qad8)iE
FBLJPf5PSdt

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/ragsec.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/ragsec.cpython-313.pyc
index c0b97c4881ed962c8ea378cdfe473c8a23af8579..8019c7d414f7c999e57d81c5d9c8603437732491 100644
GIT binary patch
delta 42
wcmcc2af*ZcGcPX}0}zzmSiO;3hFPFQKR2&LKP9mwQ9m)Q+|XjP1G6wA01l)KPXGV_

delta 51
zcmX@bahZerGcPX}0}!a0uHDEj!z@{=pPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qa*_>IJ
F5dd>Z4&DF&

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/revprec.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/revprec.cpython-313.pyc
index 44757b12e40d75ee3bb8845d9c549afbbc536674..0c8b7a81d592e0fe0dd3fb9f20f0dffc1c203528 100644
GIT binary patch
delta 42
wcmX>ou|tCUGcPX}0}zzmSiO<^HkUxDer{fgeoA6VqJCmpxuM18|6ERt03+=V2LJ#7

delta 51
zcmdlXaZrN$GcPX}0}!a0uHDFen@h4zKR2&LKSkd+*fTz$C_gJTxujS>J1He;^EWOh
FMgWg(5S9P{

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/tox.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/tox.cpython-313.pyc
index f3df8b2b09079cc830a66b8ca6bd7fe72c7f004c..4dbd2df0f5ba3edcedae6c546056ebefd7815fa1 100644
GIT binary patch
delta 41
vcmey)@{Wc3GcPX}0}zzmSiO<EkWrveKR2&LKP9mwQ9m)Q+|Xk3RK`aD6ygow

delta 50
zcmaFI@|}hIGcPX}0}!a0uHDF8$S7H*pPN^rpQ7&@>=_?Wl%JKFTvDu`os^O^xrgx)
E0DK4#ZvX%Q

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/toxicidade_output.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/prompts/__pycache__/toxicidade_output.cpython-313.pyc
index 981a1b21d7e3e4ace6e5635d1b79218c480de573..889d4e5451ceda93a9dd1ece862d556a3158171f 100644
GIT binary patch
delta 42
wcmbQt-o?)SnU|M~0SL-&tlr3-$Rtp&pPN^rpORRTsGpctZfLQ&m5GlL00JWnTL1t6

delta 51
zcmeBTpUlqvnU|M~0SMGg*KXuaWRmRA&&?~*Pto@c_KXiG%FjwoE-BW}PD)AIT*Ji2
F2moaL4(b2^

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/__init__.cpython-313.pyc
index 761308a9e531f995940ee403a58ee8d3891eacdb..5630abdc26e6e9126984dec9c45740fe7f1c3bf1 100644
GIT binary patch
delta 41
vcmeyw^OA@AGcPX}0}zzmSiO;ZA*(=%er{fgeoA6VqJCmpxuM16qpWKI8wm~^

delta 50
zcmaFK^NEN1GcPX}0}!a2uHDGJkX5o)KR2&LKSkd+*fTz$C_gJTxujS>J1He;@*dW;
E0EBrEtN;K2

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/alcada.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/alcada.cpython-313.pyc
index 08f827f4553255458baffa44cd8d3bacdf8e575b..afaaef9e63bece69d7823fcc39d343327a523a3b 100644
GIT binary patch
delta 42
wcmeyR_EC-dGcPX}0}zzmSiO<^HJd<@er{fgeoA6VqJCmpxuL~oe)eo005}K@-v9sr

delta 51
zcmeyU_DhZXGcPX}0}!a2uHDG}noY7=KR2&LKSkd+*fTz$C_gJTxujS>J1He;GaGw0
F4*;nB5N`kg

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/anatel.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/anatel.cpython-313.pyc
index 419f21749bec82f8535fd7f59fefae21c4734e25..3aaca28940176cd49fec9aec4d7e24802c53fb49 100644
GIT binary patch
delta 42
wcmZ4QzRaEbGcPX}0}zzmSiO<^E4M(Aer{fgeoA6VqJCmpxuL~oNuFuq04z-n-v9sr

delta 51
zcmZ4HzTTbtGcPX}0}!a2uHDG}m0Pk}KR2&LKSkd+*fTz$C_gJTxujS>J1He;vjERD
FaR8dt5N`kg

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/confirmation.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/confirmation.cpython-313.pyc
index e5d55be2621b13cb9c306524d35eab9c0d7d47dd..3dcc28bbe931ad0880f90cb06f59016bb5462f40 100644
GIT binary patch
delta 42
wcmbOl))U74nU|M~0SL-&tlr3NEG|%?pPN^rpORRTsGpctZfLPNTzsD}02y!%h5!Hn

delta 51
zcmeAPn;ORbnU|M~0SMGh*KXuC7ME<)&&?~*Pto@c_KXiG%FjwoE-BW}PD)AI>?giY
F7yy9+5EcLc

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/dlex_in.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/dlex_in.cpython-313.pyc
index 7586e9bcb3582fed1461d8ad8816124419d2dbb5..befde91c40e44e1ec947f81eb7b4b87e32162649 100644
GIT binary patch
delta 42
wcmX>kxl@w+GcPX}0}zzmSiO<^Age&Jer{fgeoA6VqJCmpxuM18r>u9`03t>XYXATM

delta 51
zcmdlfc}SA`GcPX}0}!a2uHDFekX5oqKR2&LKSkd+*fTz$C_gJTxujS>J1He;^BvZ^
FYygbs5c>cC

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/dlex_out.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/dlex_out.cpython-313.pyc
index 3a37461efee62bf0878cc2373be5971e6fe3c063..6d00e20a2c61a9921ae45936e4da5d0e7e01c7c6 100644
GIT binary patch
delta 42
wcmew+`BswqGcPX}0}zzmSiO<^2&+Jeer{fgeoA6VqJCmpxuM187p#2j05Q4_3;+NC

delta 51
zcmaDW`Aw4hGcPX}0}!a2uHDFegjKRuKR2&LKSkd+*fTz$C_gJTxujS>J1He;^L<u6
Fb^xF!5S#!2

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/ragsec.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/ragsec.cpython-313.pyc
index 7c2839aca59523e7096e8693e5addb1d2b6e8829..196107e255a2432786a84cf598558dc961c11764 100644
GIT binary patch
delta 42
wcmX@9bwG>zGcPX}0}zzmSiO<^8oNM|er{fgeoA6VqJCmpxuM18U+n(804pjEK>z>%

delta 51
zcmX@0byAD_GcPX}0}!a2uHDFeja{-@KR2&LKSkd+*fTz$C_gJTxujS>J1He;^G9}n
FUI3Uu5YYet

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/revprec.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/revprec.cpython-313.pyc
index c5be330f015e7bd2b265e54cb0e57eb580e6549d..0961bfe8e123b0b6fd474cf9d46a49f1cb245ba9 100644
GIT binary patch
delta 42
wcmcbpbwZ2#GcPX}0}zzmSiO<^CA&beer{fgeoA6VqJCmpxuL~oUJe&t04vZ9ZU6uP

delta 51
zcmX@1by17^GcPX}0}!a2uHDG}l3lV!KR2&LKSkd+*fTz$C_gJTxujS>J1He;GYf|c
FF94b=5B>lE

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/tox.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rails/__pycache__/tox.cpython-313.pyc
index 1f1da75465b276b33019fd0f1c4171ae36975c41..53cbcc884256c3b2bea04fba19ce55a5a053c482 100644
GIT binary patch
delta 42
wcmccNaNdFYGcPX}0}zzmSiO<^w}3#ter{fgeoA6VqJCmpxuL~oc|l8l05@n2(EtDd

delta 51
zcmX@_aKnN7GcPX}0}!a2uHDG}TR^fxKR2&LKSkd+*fTz$C_gJTxujS>J1He;vzVYI
FKLDtl5MclS

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/__init__.cpython-313.pyc
index 398ae9a440a2229c7da19c02247e1064806278bd..ebd23aae28fad8e6c8b8742423ed89631ecba6cc 100644
GIT binary patch
delta 41
vcmeBR`OnP#nU|M~0SL-&tlr2S!6;CopPN^rpORRTsGpctZfG&NhOq|#0_Y6<

delta 50
zcmey*+`+>AnU|M~0SMGg*KXvFV3e%Y&&?~*Pto@c_KXiG%FjwoE-BW}PD)9dT+G-5
E0A}wGivR!s

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/alcada.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/alcada.cpython-313.pyc
index 8e5fdab25c9aa7f1a68c827cb3a5d10c95b5645e..5c94377924593ed0f8d5b79ab59db438bde55c5b 100644
GIT binary patch
delta 42
wcmX@ZcbJd+GcPX}0}zzoSiO-uiB+ITKR2&LKP9mwQ9m)Q+|Xik8|yJf02g}=j{pDw

delta 51
zcmX@icZQGqGcPX}0}!a0uHDF;#41^>pPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qaxt8@9
FBLIG95FG#j

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/pinj_patterns.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/pinj_patterns.cpython-313.pyc
index 9c226d6caf6f432db6db16bb0ac177250c35d623..fcf5250751f08999ac4af4976f3267dd6130af60 100644
GIT binary patch
delta 42
wcmZpb{UgKunU|M~0SL-(tlr4If=i%MKR2&LKP9mwQ9m)Q+|Xk48Lpko03quRFaQ7m

delta 51
zcmew((<;mTnU|M~0SMGg*KXuq!6n(GpPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qa`7qZ`
FW&n*o5WWBa

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/tox_blocklist.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/guardrails/calibrated/rules/__pycache__/tox_blocklist.cpython-313.pyc
index 12d8e3d23973d429decdea597f251eb61f0a4f31..c910508deffb99935a33a8a69886bb7605b3e0f6 100644
GIT binary patch
delta 42
wcmcc0eTJL+GcPX}0}zzoSiO;3jzyqSKR2&LKP9mwQ9m)Q+|XjP6U$^q01^-k<p2Nx

delta 51
zcmX@ZeU+R0GcPX}0}!a0uHDEj$0FIJpPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qa*^*^4
FBLH_g4|4zj

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/__init__.cpython-313.pyc
index d67bce9c15cc57f2c96cbba17c14a9ebee5ae239..a107a065df05e9478387169b8392332bf4b49b28 100644
GIT binary patch
delta 40
ucmeBXZer&C%*)Hg00iYXR!`)9Dv+q3n^&Trl30?cpO{u|Xfc_Su?Yb2A`D&t

delta 48
zcmZo-?q=rx%*)Hg00f$*YbSC)mCVx5%`4GQ(f1AZj1MTv&q_@$Db~+UN=cf;*aQGY
C+Yask

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/mcp_mapper.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/mcp_mapper.cpython-313.pyc
index 7f3406d0749a18cbf1049132041d7279e235a650..ff246bf0d7a0fd81a50c147cd37368103efc8143 100644
GIT binary patch
delta 42
wcmX@EvQLHkGcPX}0}zzoSiO<kiCG|7KR2&LKP9mwQ9m)Q+|Xik8uLRw02mbwh5!Hn

delta 51
zcmdm|a$JS`GcPX}0}yDMuHDG(#4MSkpPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIhOe$
F9{_&r5ElRd

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/models.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/models.cpython-313.pyc
index d99815c0ff6cf036058c5eebf7fab88813ce6afd..53a87620c28cb0d088cd0b295866a4645d616914 100644
GIT binary patch
delta 42
wcmdlju}OmaGcPX}0}zzoSiO<EoLL}VKR2&LKP9mwQ9m)Q+|Xk4Y~}?V02OTwbpQYW

delta 51
zcmdlav0H-sGcPX}0}yDMuHDF8&McXspPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qac@pyi
F4gh>j5C#AM

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/resolver.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/identity/__pycache__/resolver.cpython-313.pyc
index 99332fb1cf8218ebc6429c371f6d3d995a9a14a0..eb6deb85da35a6a493f064abf2bdf63f5ed4e1e7 100644
GIT binary patch
delta 42
wcmcbka#@A@GcPX}0}zzoSiO-um{}lEKR2&LKP9mwQ9m)Q+|XikIrCFK03eAC)Bpeg

delta 51
zcmcbtaz};xGcPX}0}yDMuHDET%q*FupPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIgj}%
F9{`DA5M=-W

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/__init__.cpython-313.pyc
index cfc82c03c3889d9cb2d392a4984260657871a8be..575501df3120bbdaa99f024645b338bf2ee83951 100644
GIT binary patch
delta 30
kcmX@ce2kg<GcPX}0}xc)SiO<kgpoBdt=!OJvI}Dq0EN{ErvLx|

delta 30
kcmX@ce2kg<GcPX}0}!a0uHDFO!pNGEpKNG8*@dwQ0Cpn>s{jB1

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/base.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/base.cpython-313.pyc
index ca24bcc1c1b38dc424eb2e352c4226bdbe14d723..59ebf176c57c8a63fe99ae104891f49ea266a6c4 100644
GIT binary patch
delta 31
lcmX@ebC8GoGcPX}0}xc)SiO<^IwNahTDhUc=I4x2EC8B;3Gn~`

delta 31
lcmX@ebC8GoGcPX}0}!a0uHDFeosl&qKiSZH^K-^1766IU2=xE}

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/structured_output.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/structured_output.cpython-313.pyc
index 03e8e227d7ea2e7ee0f1889922cdc0139daddf93..f0c9dd830af27a3967ad8247b4c2be1cc79be494 100644
GIT binary patch
delta 31
lcmeCR>b2tj%*)Hg00b2`R&V4!&di#aR&Hpq`8u<iBmkF~3Az9P

delta 31
lcmeCR>b2tj%*)Hg00e5LYd3NqXJ$>wPc}5)e4W`$5&(wk2)+OS

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/types.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/llm/__pycache__/types.cpython-313.pyc
index de23ebc1bf30e54bb1672283a98e76a023842d10..e2e30be5e34466489d5abdb36e60b36bd1e1a355 100644
GIT binary patch
delta 31
lcmaFD`Gk}EGcPX}0}xc)SiO<EnVB^)t=!OJ^JL~gMgW|A34s6r

delta 31
lcmaFD`Gk}EGcPX}0}!a0uHDGp%*>jSpKNHpc`|b#BLIue2!#Lu

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/__init__.cpython-313.pyc
index 6cf734b3b176a0c19e1de1bb3ef67dd97f4ac3af..951ffa94d474494802e0755f5e25a214e83f9bae 100644
GIT binary patch
delta 41
vcmX@Ze3+U0GcPX}0}xc)SiO;3i%}p(KR2&LKP9mwQ9m)Q+|XjOA7dQ={tpa;

delta 50
zcmX@ie1@6(GcPX}0}yDKuHDG3#VDDopPN^rpQ7&@>=_?Wl%JKFTvDu`os^O^*_E*l
E0AB(R5&!@I

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/client.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/client.cpython-313.pyc
index d6725a6b4c40c030904280a3c6253990c3403a4f..98b5443051faee972abc02937a82c3d6ab79b370 100644
GIT binary patch
delta 44
ycmaFc&-kRDk^3_*FBbz4RNPp-k$WMtK$L!NUWtB6Vo9QYVp_SO#pa{T8ZH1*_YU0v

delta 53
zcmaFT&-k{Vk^3_*FBbz4Xqc|u$i0wRGFd-2uS7pZ-#6GZKA<Q+D>b>KSU)={C28{>
HW(^kr#>^3H

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/models.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/models.cpython-313.pyc
index 24583c526074507dc97d67ac70cec3f6e40fbaa0..d83ce7862e6d4e4f1760e574e4fadcd5d4f86ac1 100644
GIT binary patch
delta 42
wcmX>ta7cjrGcPX}0}xc)SiO<kgGnGtKR2&LKP9mwQ9m)Q+|Xik4%2;B022NUT>t<8

delta 51
zcmX>ka9V)-GcPX}0}yDKuHDG(!6ccipPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIhpA`
FD*$*-59|N{

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/registry.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/registry.cpython-313.pyc
index f474b97d0f7a09d84760b811fc58a4b20614103e..98616b2429344e0f6a8e5b3b9482cb68f9c0774f 100644
GIT binary patch
delta 42
wcmeya@=k^OGcPX}0}xc)SiO;3gh?PqKR2&LKP9mwQ9m)Q+|XjP1(Ur103e$T;s5{u

delta 51
zcmaE-@?C}dGcPX}0}yDKuHDEj!X%lhpPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaS)a*X
F004-o4{-nh

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/tool_policy.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/tool_policy.cpython-313.pyc
index 1f1e78c7a98738f41adfb2fa1ce3077de9fd8c7e..b0f6c820fc4d3cabb7f777cf822c392998fb636d 100644
GIT binary patch
delta 42
wcmZ3XGhc`MGcPX}0}xc)SiO<Eh)Ez`KR2&LKP9mwQ9m)Q+|Xk4G^R<y02KWVX#fBK

delta 51
zcmbQQvqFdaGcPX}0}yDKuHDF8#3Y%apPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaxtD2@
FFaUdY5BLB8

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/tool_router.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/mcp/__pycache__/tool_router.cpython-313.pyc
index 51cba2e52bba56be7ba32580b1461ece74f81c12..d47c7d9d448b4ffe1c62c685a68c8a740ec5112b 100644
GIT binary patch
delta 42
wcmaEmcRi2$GcPX}0}xc)SiO;ZKbJtfer{fgeoA6VqJCmpxuM18$6U2K07SSC3jhEB

delta 51
zcmcbf_aKk^GcPX}0}yDKuHDGJpGz`BKR2&LKSkd+*fTz$C_gJTxujS>J1He;^DVAg
F9RRk%5t;x1

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/__init__.cpython-313.pyc
index a16a8d559022810eeeac6b6a39eab709aae7294f..8bb0c96a0ccd11b3a0c5c03909b4d8477d8922bc 100644
GIT binary patch
delta 30
kcmcb~ag&4lGcPX}0}xc)SiO;Z1v6`6TDhUc<Q>cl0g^xo;s5{u

delta 30
kcmcb~ag&4lGcPX}0}yDMuHDGJf|)fXKiSZH@($*O0D{2?=>Px#

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/message_history.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/message_history.cpython-313.pyc
index b7f02d74be523d4d4ea37bb14dc2960c801c74ac..b709239776cbe39883eeb09cbe7e4affa168b786 100644
GIT binary patch
delta 31
lcmbQ}IMI>&GcPX}0}xc)SiO;(lZiDkt=!OJvm{f68~}~_2$=u?

delta 31
lcmbQ}IMI>&GcPX}0}yDMuHDGZ$;6tHpKNHpS(2$j4gh_E2cQ4|

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/summary_memory.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/summary_memory.cpython-313.pyc
index d985ade6af3d295125c7890a4f96277f83f5f5dc..66b0a437552c334ec63ac3b0ab366e5455feeb25 100644
GIT binary patch
delta 62
zcmZ3Ncqx(VGcPX}0}$-{wUO%>vudh-ZeEFgN@7W(eqvg=p@n{8dTL%td|FXrZfbdc
QQFeTOa;E;~i_CX*0JCZr3jhEB

delta 26
gcmcbVxGs_FGcPX}0}%ZAxsmG_Go$0?ugrIK0D-&-(*OVf

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/summary_store.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/memory/__pycache__/summary_store.cpython-313.pyc
index 6dcea183cd26c872fce04398c3478bea9f50a4c7..09749df7e01b143fef8497b151379088eab5f9c8 100644
GIT binary patch
delta 31
lcmbQ`HOq_pGcPX}0}xc)SiO;3gNZdUt=!OJvjx*5B><HN326WT

delta 31
lcmbQ`HOq_pGcPX}0}yDMuHDG3!Ni)9pKNHp*@Eej5&(pc2yg%Z

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/__init__.cpython-313.pyc
index cc83f917c8ae9ccf5f01b1c98dcbed81098e928c..09129262abdd1d0bbd89519076ce7dfe24eb34f2 100644
GIT binary patch
delta 28
icmX@Wcz}`nGcPX}0}xc)SUr*3jx{l@+|Xj8Ul9OxI|z3G

delta 28
icmX@Wcz}`nGcPX}0}yDKuARtj$C{F#Y-m2wuLuBVmIr+R

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/session.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/models/__pycache__/session.cpython-313.pyc
index 09f45904f4cdc3f6f0ff1627b8bbb7ce8cd14dc2..1450b3c693b8e75839b8dd5badce4327527bb97e 100644
GIT binary patch
delta 31
lcmew-@=t{OGcPX}0}xc)SiO;(kC`<wt=!OJvmA2*I{=+=2=)K~

delta 31
lcmew-@=t{OGcPX}0}yDKuHDGZ$IP0NpKNHpS&lh@9RQ5y2mAm4

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/__init__.cpython-313.pyc
index 230366f0801fec8aa5db8bdfde969a303312ea97..234770783c161bf3802015a4ba47010e74e6b0e7 100644
GIT binary patch
delta 41
vcmaFLb%%@lGcPX}0}xc)SiO-ul0_g*KR2&LKP9mwQ9m)Q+|XijEz1i44p0r7

delta 50
zcmcb^^^}YIGcPX}0}!a2uHDET$s(DrpPN^rpQ7&@>=_?Wl%JKFTvDu`os^O^xrF5f
E0CQ^)DF6Tf

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/code_mapper.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/code_mapper.cpython-313.pyc
index 4a3d28142dc8412b3ddb82d5c1998fa4fbb746b7..45c14f9faa6f5972dbfd57f23aeaf845c8c655e4 100644
GIT binary patch
delta 44
zcmdnBoN?oFM()qNyj%=GP<dnZM((Su0-5@`c_sQOi6x2piD~7A7Mp*v9`pqOQb!NP

delta 53
zcmdnEoN?E3M()qNyj%=Gpl-T$BllHS$s+ySyb}Esecxcu_<*APtkmR^V*Tu-l%&lc
ISP%LF0LEYvQUCw|

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/context.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/context.cpython-313.pyc
index cf881877ba5e8b5f3c08aecc78165940712041c2..209d6224e2958248585bee1e5dbb5b600300bdce 100644
GIT binary patch
delta 42
wcmX?WdBl?YGcPX}0}xc+SiO<^G@C%Ger{fgeoA6VqJCmpxuM18_iXn>0Wd%g+yDRo

delta 51
zcmX?NdDfEqGcPX}0}!a2uHDFenoTlKKR2&LKSkd+*fTz$C_gJTxujS>J1He;^E0-4
Fq5z$B5orJb

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/event_bus.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/event_bus.cpython-313.pyc
index c11c2cbe4c5fd1effdfef94089229d9e86b83459..65e3a977846654b3c0a2150e835b8ff718fb6d6d 100644
GIT binary patch
delta 42
wcmZ21GfRg1GcPX}0}xc+SiO<^2eUxBer{fgeoA6VqJCmpxuL~o85VXf02s~;!vFvP

delta 51
zcmbOwvsi}vGcPX}0}!a2uHDG}gITgbKR2&LKSkd+*fTz$C_gJTxujS>J1He;voH%g
F7XX5h4^RLA

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/guardrail_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/guardrail_events.cpython-313.pyc
index f8fa50982629ae81118e2f5e1502d08fd9297a08..bec542e4739225578e30cb55b40c4d8792c3f997 100644
GIT binary patch
delta 42
wcmey$|AwFYGcPX}0}xc+SiO;3iBTX=KR2&LKP9mwQ9m)Q+|XjP8{>L503AXNM*si-

delta 51
zcmaFE|COKnGcPX}0}!a2uHDG3#3)&=pPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qa*_LrV
F8vulc57Ynv

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/ic_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/ic_events.cpython-313.pyc
index 941aed1007686e52a8abc9ff8e2077a4c3918766..5115402d3ac795880665ec38e49fbd2583542d8f 100644
GIT binary patch
delta 41
vcmaFDa+`(wGcPX}0}xc+SiO;Z5~D!6er{fgeoA6VqJCmpxuM16ZH(&x5u^>l

delta 50
zcmcc3@`Q!^GcPX}0}!a2uHDEziBYmZKR2&LKSkd+*fTz$C_gJTxujS>J1He;@><4q
E0C*G-P5=M^

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/judge_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/judge_events.cpython-313.pyc
index f4e9539a49612bc94d6d51b538811778e5a105a3..c1631a29cb9dcaf8c201da4587505daa340c28a3 100644
GIT binary patch
delta 42
wcmey$^@fZ4GcPX}0}xc+SiO;3gi#<%KR2&LKP9mwQ9m)Q+|XjP1*0ts02uHLsQ>@~

delta 51
zcmaFE^_7eJGcPX}0}!a2uHDEj!YEm+pPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaS)b9C
F1pt3I4>kY*

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/langgraph_telemetry.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/langgraph_telemetry.cpython-313.pyc
index 96d1455b6ee33081ce15fa9788e3fdbe74eb9533..c53414744b8967d11e188bcdfb65e84c76b44beb 100644
GIT binary patch
delta 42
wcmcbnc2<r1GcPX}0}xc+SiO<ko>`z!KR2&LKP9mwQ9m)Q+|XikGV^DC03Ngr#Q*>R

delta 51
zcmX@Bc1?}@GcPX}0}!a2uHDFO&n#J`pPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIg0r+
FKLCcB5K;gD

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/llm_advisors.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/llm_advisors.cpython-313.pyc
index b9496669348f9e9b7a7cc1d29eefa9649e434cdb..06486b4a86b134a53ed8b44a4884e9b77984b90f 100644
GIT binary patch
delta 42
wcmaDO_E?PjGcPX}0}xc+SiO;Z5u-qser{fgeoA6VqJCmpxuM18V~oo<0V*vHIRF3v

delta 51
zcmaDX_C}2RGcPX}0}!a2uHDGJh*7dwKR2&LKSkd+*fTz$C_gJTxujS>J1He;^Ipbf
FoB)-n5XJxi

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/noc_contract.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/noc_contract.cpython-313.pyc
index 758ed3520ad355efa290a5602fbdcb066b3befe3..acfcfee6d2b5a8f2f8529bde23401dfe1134e48b 100644
GIT binary patch
delta 42
wcmX@AzDJ$=GcPX}0}xc+SiO<kiAf+!KR2&LKP9mwQ9m)Q+|Xik8dJO=02mVu5C8xG

delta 51
zcmdm^epH?NGcPX}0}!a2uHDG(#3Wg)pPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIhHA2
F5CDFx51jx2

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/otel.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/otel.cpython-313.pyc
index fe6c03bba02dee7855681e2b46b63097c071b66e..4e40e8bad52122875ad3c82ce385dee26c1b4148 100644
GIT binary patch
delta 42
wcmX>mwO5M!GcPX}0}xc+SiO;Z6`Meker{fgeoA6VqJCmpxuM18b8HoC03VzU)&Kwi

delta 51
zcmdlhbxex;GcPX}0}!a2uHDGJicK<GKR2&LKSkd+*fTz$C_gJTxujS>J1He;^HH`6
FHUNm>5MuxU

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/streaming_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/streaming_events.cpython-313.pyc
index fe43eb8be7d6f901757d43161009ff0d56916955..8051bfe12e06561df43f10cf9abb64e439b3bf5a 100644
GIT binary patch
delta 42
wcmbQsH-(S;GcPX}0}xc+SiO<kfKeb%KR2&LKP9mwQ9m)Q+|Xik2;)gs00Mms$^ZZW

delta 51
zcmbQjH<yq5GcPX}0}!a2uHDFOz$jU+pPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qa*_-hs
FD*$8t4_5#H

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/telemetry.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/telemetry.cpython-313.pyc
index 72ec031676edc1d0de3fa2ab22c3bec6dacb30b1..d83b77675decafb10683ca5b706bbac76135ba67 100644
GIT binary patch
delta 44
ycmdltlX>e*X710tyj%=GP<dnZMs5Xmfpq=cyb}GC#F9k)#I$lli_I?VRYw6k+YWvJ

delta 53
zcmdlwlX>4vX710tyj%=Gpl-T$Bew#(WPyHeUWtB+zHhK+d_YltR%&udv3_<^O44R)
H_Nt=*sRt1Y

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/token_cost.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/token_cost.cpython-313.pyc
index 75197bad90eb01434db52fb1fb6bceedb9fecf54..ed16a563b5cc70483263726324881f06980f2267 100644
GIT binary patch
delta 42
wcmaFre8-vlGcPX}0}xc+SiO<kj8h;(KR2&LKP9mwQ9m)Q+|Xik6lb>t04lBxuK)l5

delta 51
zcmccP{M4EIGcPX}0}!a2uHDFO#wl5-pPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIgqnk
F0sxgj5Ig_?

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/workflow_events.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/observability/__pycache__/workflow_events.cpython-313.pyc
index 1c31529e840303985985fbd305f019e8a06ce979..48a7cf4658d188a4427c7e80364e794e9c89e884 100644
GIT binary patch
delta 42
wcmew&`C5|uGcPX}0}xc+SiO<kmr)>BKR2&LKP9mwQ9m)Q+|XikA!9Q)03=)uhX4Qo

delta 51
zcmaDY`9+fZGcPX}0}!a2uHDG(%P3i<pPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaIfJp8
F8vu>G5EK9a

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/__init__.cpython-313.pyc
index b32886e3d73f6c71cf271d21264f4827f72f3df5..1b0e5f16ec5d71df7d4d32ff1630d21f29e04de0 100644
GIT binary patch
delta 28
icmX@gc$AU*GcPX}0}xc+SUr*3jx{l@+|Xj8UpWAFT?mH&

delta 28
icmX@gc$AU*GcPX}0}yDMuARtj$C{F#Y-m2wuN(kqxCe~@

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/sqlite_store.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/persistence/__pycache__/sqlite_store.cpython-313.pyc
index ab3f0dea13eb4b0f5c1a7d97f99f3f674860e106..839ae1fb8b45a0eeaad2deab03246d37fcd4dd28 100644
GIT binary patch
delta 31
lcmbPII;E8RGcPX}0}xc+SiO-upOG~&t=!OJb3LP|B><q535oy!

delta 31
lcmbPII;E8RGcPX}0}yDMuHDF;&&ZmRpKNHpxt>wf5&)122#^2(

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/__init__.cpython-313.pyc
index 803e56ff7207335f91187d3ac82dd56c71274249..7d56f3065b5f70833c36dc9b55a110d24d08b67b 100644
GIT binary patch
delta 41
vcmeyx@{xu6GcPX}0}xc*SiO<^6r(_ber{fgeoA6VqJCmpxuM16cZ@v%9ik33

delta 50
zcmey!@{5K0GcPX}0}!a1uHDFeicvCCKR2&LKSkd+*fTz$C_gJTxujS>J1He;@>9kh
E0EY1pzW@LL

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/config_loader.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/config_loader.cpython-313.pyc
index b0b4917a4a09fc4169bfbd19327e027fc69d7e5d..0c65b288db96b50bb02d2372e27b6770fa149896 100644
GIT binary patch
delta 42
wcmew&@>+!ZGcPX}0}xc*SiO;ZCZj;Aer{fgeoA6VqJCmpxuM18y^PyA04nwlKL7v#

delta 51
zcmaDY@<oLEGcPX}0}!a1uHDEzlTk8HKR2&LKSkd+*fTz$C_gJTxujS>J1He;^A^VK
F8~~N~5Xk@l

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/continuity.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/continuity.cpython-313.pyc
index 62180be31c3c4e7db3685aaf24d84fc169b7c182..d5cc794d7286cc74e2e6ef7fbae210470d8b66b7 100644
GIT binary patch
delta 42
wcmdl`v%H4;GcPX}0}xc*SiO<Ef=M7rKR2&LKP9mwQ9m)Q+|Xk49HuGO05RGQQ~&?~

delta 51
zcmZ2pv!RCjGcPX}0}!a1uHDF8!6ccjpPN^rpQ7&@>=_?Wl%JKFTvDu`os^Qac{0-!
FYXF`o5Z(X)

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/enterprise_router.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/enterprise_router.cpython-313.pyc
index cf41ee03ef801a32404b3687f6ef124a90ab42fa..13691fd78c1befed410daf7710cfed8d4be7b3e5 100644
GIT binary patch
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diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/models.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/models.cpython-313.pyc
index ef67a44b455e6c5f6427c119e79331122c289e72..7e0193e7d448d529aa1e88b30ff7ff37119b3843 100644
GIT binary patch
delta 42
wcmZn^{vpKunU|M~0SKyYtlr42#w-x0pPN^rpORRTsGpctZfLRDi`kqF01LDXYXATM

delta 51
zcmew%)F{mTnU|M~0SHu0*KXuiW0p+U&&?~*Pto@c_KXiG%FjwoE-BW}PD)AI?8t1+
F1^{o$4)p*4

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/multi_intent.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/multi_intent.cpython-313.pyc
index a25f733287f39faad11df164bcdbe684d80f7cf4..03882ae1716552127ae1686d207d426dba72e01f 100644
GIT binary patch
delta 44
ycmbO`k8#R8M()qNyj%=GP<3PVM($*0ffW7Ryb}GC#F9k)#I$lli_PuK)4TyVYYt!l

delta 53
zcmbO-k8$oiM()qNyj%=GplZ5yBX=^hWUhX0UWtB+zHhK+d_YltR%&udv3_<^O48;!
H=4svlr7jTa

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/pending_topics.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/__pycache__/pending_topics.cpython-313.pyc
index 09c217755d29ec98e053a4d7999a671cbe879620..35316a3041d4ee996454c03ec8aa23c8df6c6189 100644
GIT binary patch
delta 42
wcmexf`>vMzGcPX}0}xc*SiO;(g;^j?KR2&LKP9mwQ9m)Q+|XjP2J?Aq06iQIJpcdz

delta 51
zcmaD?`@NR?GcPX}0}!a1uHDGZ!YrAupPN^rpQ7&@>=_?Wl%JKFTvDu`os^QaS)Td4
FH2|uU5XS%j

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/enterprise_router.py b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/enterprise_router.py
index bfb476a9..1a08d895 100644
--- a/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/enterprise_router.py
+++ b/agent_framework_oci/libs/agent_framework/src/agent_framework/routing/enterprise_router.py
@@ -256,6 +256,79 @@ class EnterpriseRouter:
                     return matched, raw
         return None, raw
 
+    async def _prefer_contextual_reentry_over_semantic_resume(
+        self,
+        *,
+        text: str,
+        classified: str,
+        expected_input: dict[str, Any],
+        pause_prompt: str,
+        relevant_conversation_context: str,
+    ) -> tuple[bool, str | None, str | None]:
+        """Protect contextual reentry from a premature workflow resume.
+
+        ``semantic_classifier`` is agent-declared and normally authoritative. A
+        special ambiguity exists when the same contract declares an option whose
+        action is ``contextual_reentry``: an LLM can correctly notice a leading
+        answer to the pause (for example a negative acknowledgement) but miss the
+        substantive remainder of the same utterance. Resuming the workflow in
+        that situation can immediately reach a terminal branch such as handoff,
+        before normal routing sees the new information.
+
+        The framework therefore performs a generic *precedence validation* only
+        for non-literal semantic matches and only when the contract explicitly
+        declares contextual reentry. No domain vocabulary or SIM/NAO semantics
+        are embedded here.
+        """
+        if self.llm is None or not isinstance(expected_input, dict):
+            return False, None, None
+        classifier = expected_input.get("semantic_classifier")
+        if not isinstance(classifier, dict):
+            return False, None, None
+        option_actions = classifier.get("option_actions")
+        if not isinstance(option_actions, dict):
+            return False, None, None
+
+        reentry_option = None
+        for option, cfg in option_actions.items():
+            if isinstance(cfg, dict) and str(cfg.get("action") or "").strip().lower() == "contextual_reentry":
+                reentry_option = str(option)
+                break
+        if not reentry_option or str(classified).upper() == reentry_option.upper():
+            return False, reentry_option, None
+        if classifier.get("contextual_reentry_precedence") is False:
+            return False, reentry_option, None
+
+        prompt = (
+            "Você valida precedência entre retomar um workflow pausado e fazer reentrada contextual. "
+            "Não decida a intenção de negócio. Analise apenas se a mensagem atual é totalmente "
+            "consumida pela opção já classificada ou se contém informação substantiva adicional que "
+            "precisa ser interpretada pelo pipeline normal.\n\n"
+            f"Pergunta pendente: {str(pause_prompt or '').strip()}\n"
+            f"Opção inicialmente classificada: {str(classified)}\n"
+            f"Contexto relevante: {str(relevant_conversation_context or '').strip()}\n"
+            f"Mensagem atual: {str(text or '').strip()}\n\n"
+            "Responda somente REENTER se houver pedido, objeção, correção, explicação, motivo, entidade, "
+            "valor, referência ou outro fato novo que ainda precise de interpretação além da resposta "
+            "à pergunta pendente. Responda somente RESUME se a mensagem inteira for apenas a resposta "
+            "à pergunta pendente, admitindo somente cortesia sem nova demanda."
+        )
+        try:
+            answer = await self.llm.ainvoke(
+                [
+                    {"role": "system", "content": prompt},
+                    {"role": "user", "content": str(text or "")},
+                ],
+                profile_name="router",
+                component_name="workflow.expected_input.precedence",
+                generation_name="workflow.expected_input.contextual_reentry_precedence",
+            )
+        except Exception as exc:
+            logger.warning("Falha ao validar precedência de contextual_reentry: %s", exc)
+            return False, reentry_option, None
+        raw = str(answer or "").strip()
+        return raw.upper() == "REENTER", reentry_option, raw
+
     @staticmethod
     def _last_assistant_prompt(state: dict[str, Any], current_text: str) -> str:
         history = [item for item in (state.get("history") or []) if isinstance(item, dict)]
@@ -524,6 +597,39 @@ class EnterpriseRouter:
                         option_actions = option_actions if isinstance(option_actions, dict) else {}
                         action_cfg = option_actions.get(str(classified)) or option_actions.get(str(classified).upper())
                         action_cfg = action_cfg if isinstance(action_cfg, dict) else {}
+
+                        # A semantic match that would resume the paused workflow
+                        # must not prematurely win over an explicitly declared
+                        # contextual_reentry option when the same utterance also
+                        # carries substantive new information. This validation is
+                        # intentionally generic and runs only after literal
+                        # expected_input matching has already failed.
+                        if str(action_cfg.get("action") or "").strip().lower() != "contextual_reentry":
+                            prefer_reentry, reentry_option, precedence_raw = await self._prefer_contextual_reentry_over_semantic_resume(
+                                text=str(text),
+                                classified=str(classified),
+                                expected_input=expected_input,
+                                pause_prompt=str(pause.get("prompt") or ""),
+                                relevant_conversation_context=relevant_context,
+                            )
+                            if prefer_reentry and reentry_option:
+                                decision = await self._route_contextual_reentry(
+                                    state=state,
+                                    original_input=str(text),
+                                    relevant_context=relevant_context,
+                                    classifier_output=str(reentry_option),
+                                    raw_classifier=raw_classifier,
+                                    allowed_values=list(expected_input.get("allowed_values") or []),
+                                )
+                                decision.metadata = {
+                                    **dict(decision.metadata or {}),
+                                    "contextual_reentry_preempted_resume": True,
+                                    "initial_classifier_output": str(classified),
+                                    "contextual_reentry_precedence_raw_output": precedence_raw,
+                                }
+                                await self._emit(decision, state)
+                                return decision
+
                         if str(action_cfg.get("action") or "").strip().lower() == "contextual_reentry":
                             decision = await self._route_contextual_reentry(
                                 state=state,
diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/__init__.cpython-313.pyc
index a361f8062597edd0f2f90c2fd071b20b3abca450..91b827a38850646e4792f72375a2ea751fc1a9b6 100644
GIT binary patch
delta 28
icmX@cbc~7nGcPX}0}xc*SUr(@2Ww(lxuM0x6LkQ5l?jIc

delta 28
icmX@cbc~7nGcPX}0}yDKuARuegEb{T+0cCAi8=so(g=$H

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/agent_runtime.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/agent_runtime.cpython-313.pyc
index f14cadc3cbf22a948e848cb501860640993774a0..e75e35c494433ad0769f477a6d1a95e25c2c9ef2 100644
GIT binary patch
delta 76
zcmbRAjc4089<I;4yj%=Gu=m$SuBjZVsrtEjCHg6eC5ifpY2}6%`ibeOc_r~_MTxno
d<@rU~@%hP_`ppYC+81yz0x{F}1su#pMgSb+8tMQ5

delta 40
tcmdn?jc3v~9<I;4yj%=G@aN}7uBjZ1j?G6n+K+HB0x{F}BOJ^{MgTE;4j%vj

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/transaction_parameters.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/runtime/__pycache__/transaction_parameters.cpython-313.pyc
index 533e9ec4a36a1502a65740c6fca39df91373e0db..38810d18a1e5aafef11d2e9e6a0ac4c497f1f5fc 100644
GIT binary patch
delta 33
ncmaDkgYo4IM()qNyj%=GP<3PVMs9y**2J`OLyOJv%v_!Tzc>m;

delta 33
ncmaDkgYo4IM()qNyj%=GpkcapBey>@Yf65yq50-`W-d<vu8Ijt

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/__init__.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/__init__.cpython-313.pyc
index 9ebb82b4875db3cdeb32366b2ffd66d3597df211..c5632dd80cdf93b2bc728658fd744e0d42f74474 100644
GIT binary patch
delta 30
kcmcb?c7u)kGcPX}0}xc*SiO;Z6%%V>TDhUc<Xuej0FlNC-2eap

delta 30
kcmcb?c7u)kGcPX}0}yDKuHDGJiitHPKiSZH@-C)%0D=?<;Q#;t

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/graph.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/graph.cpython-313.pyc
index c8050ff45282ffb4d4b162c80725cfbfd70dd9ea..30324c3bf765c029005b149e9afc9be3e2ef0e7c 100644
GIT binary patch
delta 31
lcmey!^^uGFGcPX}0}xc*SiO-ukeM|xt=!OJb0V_<69AkO2>Sp4

delta 31
lcmey!^^uGFGcPX}0}yDKuHDET$jq9OpKNHpIgwd_2>^>_2mb&7

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/input_contract.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/input_contract.cpython-313.pyc
index f61ef43e3a7f4bbee33c436528f8ec04b79b9875..ae9ed74c69d220409157a95a089482dec31c1ef2 100644
GIT binary patch
delta 31
lcmX@$a=?ZAGcPX}0}xc*SiO;ZCo^keTDhUc=9A3jasZ``3Sa;L

delta 31
lcmX@$a=?ZAGcPX}0}yDKuHDGJlbJOoKiSZH^GW7%IRKR331k2O

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/models.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/models.cpython-313.pyc
index 57fca6e80ede540b379cf9d7e36886f90e434e7a..7f21b403bd682020b2d3ce818ad7529cdf1908cc 100644
GIT binary patch
delta 31
lcmca_eczh<GcPX}0}xc*SiO<^FB5BGTDhUcW?tq?QUI&*3TglV

delta 31
lcmca_eczh<GcPX}0}yDKuHDG}mx(ncKiSZHGcWTcDFB;832p!Y

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/registry.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/registry.cpython-313.pyc
index 145eccfafe4a80ac524e3c6a521862d8373ff839..2d8a7ce8ebf5899e8e8276ee8e49b85fd7a23e4f 100644
GIT binary patch
delta 31
lcmZ21v{;DyGcPX}0}xc*SiO<^DkE!RTDhUc=BJEy>;ROa38nx5

delta 31
lcmZ21v{;DyGcPX}0}yDKuHDFem60_iKiSZH^HWAUb^wF)2&w=8

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/repository.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/repository.cpython-313.pyc
index 6003c0c1af3cbff85c8bdb5a6baf9bf1a89d093d..b268a6c051b7a0ffeb7f8cd63e3517878a22384c 100644
GIT binary patch
delta 31
lcmZn>Z4u@E%*)Hg00dPxR&V5f!pNGKR&Hpq`3vI&4gim^3Euz!

delta 31
lcmZn>Z4u@E%*)Hg00bJQYd3N~VPs9oPc}5){DpA>2LOKp2;%?%

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/runtime.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/runtime.cpython-313.pyc
index c220806665f3f2c37ce6a9fcd359c85270063617..6b6fb96767e81c2937cdcdf3c6ddc0fea0097a3f 100644
GIT binary patch
delta 33
ncmZ29i)qm;ChpI?yj%=GP<3PVM(zw|*2J`OLyOH7%&R&9v7HLg

delta 33
ncmZ29i)qm;ChpI?yj%=GpkcapBX<TfYf65yq50+t=2e{lpzjIP

diff --git a/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/tool_executor.cpython-313.pyc b/agent_framework_oci/libs/agent_framework/src/agent_framework/workflows/__pycache__/tool_executor.cpython-313.pyc
index a3ed0b063515b82520ebc64728af76b9b97aab5b..f71694fbdd419840ea7cf90929b33a6b752cd74f 100644
GIT binary patch
delta 31
lcmbQiKZBq9GcPX}0}xc*SiO;Z86#_ATDhUc=536RSOJfR3C;ij

delta 31
lcmbQiKZBq9GcPX}0}yDKuHDGJjFB}ZKiSZH^ESputN?!52+{xm

diff --git a/agent_framework_oci/tests/__pycache__/conftest.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/conftest.cpython-313-pytest-9.0.2.pyc
index 4aee37c9f51d0cf9b457b5a7f0a4974d90d5117e..f5e9fec2ac259c56a104aaa834ef0031805106ad 100644
GIT binary patch
delta 30
kcmbQpHj$0{GcPX}0}xc-SiO-ufQdCRt=!OJastyv0DO)JuK)l5

delta 30
kcmbQpHj$0{GcPX}0}$NSTDy@ufQdCFKiSZHastyv0C)ZfS^xk5

diff --git a/agent_framework_oci/tests/__pycache__/test_contextual_reentry_transaction_parameters.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_contextual_reentry_transaction_parameters.cpython-313-pytest-9.0.2.pyc
index 87d39ac029f8eedbc97d81e72445450c3827bef5..2209262a9b44b20959d7ff40e8690fc97117bf10 100644
GIT binary patch
delta 44
zcmaEUh3V22ChpI?yj%=GP<><dM(+8{0@3=pc_sQOi6x2piD~7A7MssA&sYWkXJZgA

delta 65
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diff --git a/agent_framework_oci/tests/__pycache__/test_expected_input_coherence_delegation.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_expected_input_coherence_delegation.cpython-313-pytest-9.0.2.pyc
index 6671a97949bc6444be2e388c514f3795656bceeb..d544d5f1fe66c96a524bb8814206231058a03c96 100644
GIT binary patch
delta 42
wcmaD{a;1d(GcPX}0}xc-SiO<^IF~@Eer{fgeoA6VqJCmpxuM18k6cCi07nQ99smFU

delta 57
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diff --git a/agent_framework_oci/tests/__pycache__/test_expected_input_semantic_classifier.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_expected_input_semantic_classifier.cpython-313-pytest-9.0.2.pyc
index 9ae409fc09110eb6ae9ac6c279d8f597913cb6da..0210610aeea4ef9b99f36d871152c6433cc67c8a 100644
GIT binary patch
delta 3123
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delta 278
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diff --git a/agent_framework_oci/tests/__pycache__/test_paused_workflow_resume_precedence.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_paused_workflow_resume_precedence.cpython-313-pytest-9.0.2.pyc
index 50ebc16de3894862a83bf8739d2b9b65b830c5c6..3285b44b2673b1590074e14c4d12998a90bf2688 100644
GIT binary patch
delta 47
zcmZ41$1=N*h3hjfFBbz4RNvUhb(~coSU)$fL_a05BvC&xt=!O}`3>v#H>`|Si~wc!
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delta 58
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diff --git a/agent_framework_oci/tests/__pycache__/test_reconciliation_state_rules_8_16.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_reconciliation_state_rules_8_16.cpython-313-pytest-9.0.2.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b701e81ecb0e0666836c5b8e2db7f99ca6a8b5bc
GIT binary patch
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diff --git a/agent_framework_oci/tests/__pycache__/test_transaction_state_router_interruption.cpython-313-pytest-9.0.2.pyc b/agent_framework_oci/tests/__pycache__/test_transaction_state_router_interruption.cpython-313-pytest-9.0.2.pyc
index 12437a20652a01271d31d70df679c1550e8e84df..9566ce81488df9dc724117c547f7546318677d24 100644
GIT binary patch
delta 43
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delta 59
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NPG(-}=6Gh_Yyfow6%POa

diff --git a/agent_framework_oci/tests/test_expected_input_semantic_classifier.py b/agent_framework_oci/tests/test_expected_input_semantic_classifier.py
index b2c09766..e0afb5ad 100644
--- a/agent_framework_oci/tests/test_expected_input_semantic_classifier.py
+++ b/agent_framework_oci/tests/test_expected_input_semantic_classifier.py
@@ -300,3 +300,81 @@ def test_invoice_explanation_uses_continue_as_contextual_reentry_option():
     assert "quatorze e noventa e nove" in prompt and "CONTINUAR" in prompt
     assert "Nunca trate" in prompt
     assert "OUTRO" in prompt
+
+@pytest.mark.asyncio
+async def test_contextual_reentry_precedence_prevents_premature_resume_and_terminal_handoff(tmp_path):
+    routing = tmp_path / "routing.yaml"
+    routing.write_text(
+        """
+router:
+  fallback_agent: fallback_agent
+  confidence_threshold: 0.70
+intents:
+  - name: contestation
+    agent: contestation_agent
+    description: contestar cobrança não reconhecida
+    domain: demo
+    keywords: [contestar]
+    mcp_tools: [contestar_cobranca]
+""",
+        encoding="utf-8",
+    )
+    # 1) classifier misses the remainder and returns NAO;
+    # 2) generic precedence validator detects substantive remainder;
+    # 3) contextual reentry routes the full turn normally.
+    llm = _ClassifierLLM([
+        "NAO",
+        "REENTER",
+        '{"intent":"contestation","agent":"contestation_agent","confidence":0.99,"reason":"há contestação de cobrança não reconhecida"}',
+    ])
+    settings = SimpleNamespace(
+        ROUTING_CONFIG_PATH=str(routing),
+        ENABLE_LLM_ROUTER=True,
+        ENABLE_ROUTE_STICKINESS=False,
+    )
+    router = EnterpriseRouter(settings, llm=llm)
+    state = _state(
+        "ainda nao. Eu nao contratei esse neymar jr",
+        ["SIM", "NAO", "CONTINUAR"],
+        "Classifique {{ user_input }} considerando {{ relevant_conversation_context }} em {{ allowed_values }}",
+        history=[
+            {"role": "user", "content": "estou achando que minha fatura esta errada", "metadata": {"message_id": "anchor"}},
+            {"role": "assistant", "content": "Expliquei as cobranças. Com essa explicação, sanei sua dúvida?", "metadata": {"intent": "owner_intent"}},
+            {"role": "user", "content": "ainda nao. Eu nao contratei esse neymar jr", "metadata": {}},
+        ],
+        include_relevant_context=True,
+    )
+    state["pending_domain_workflow"]["context_anchor_message_id"] = "anchor"
+    state["pending_domain_workflow"]["pause"]["expected_input"]["semantic_classifier"]["option_actions"] = {
+        "CONTINUAR": {"action": "contextual_reentry"}
+    }
+
+    decision = await router.route(state)
+
+    assert decision.intent == "contestation"
+    assert decision.agent == "contestation_agent"
+    assert decision.metadata["contextual_reentry"] is True
+    assert decision.metadata["contextual_reentry_preempted_resume"] is True
+    assert decision.metadata["initial_classifier_output"] == "NAO"
+    assert decision.metadata["classifier_output"] == "CONTINUAR"
+    assert decision.metadata["contextual_reentry_precedence_raw_output"] == "REENTER"
+    assert not decision.metadata.get("workflow_resume")
+
+
+@pytest.mark.asyncio
+async def test_contextual_reentry_precedence_keeps_pure_semantic_resume(tmp_path):
+    router = _router(tmp_path, ["NAO", "RESUME"])
+    state = _state(
+        "ainda não resolveu",
+        ["SIM", "NAO", "CONTINUAR"],
+        "Classifique {{ user_input }} em {{ allowed_values }}",
+    )
+    state["pending_domain_workflow"]["pause"]["expected_input"]["semantic_classifier"]["option_actions"] = {
+        "CONTINUAR": {"action": "contextual_reentry"}
+    }
+
+    decision = await router.route(state)
+
+    assert decision.metadata["workflow_resume"] is True
+    assert decision.metadata["normalized_input"] == "NAO"
+    assert not decision.metadata.get("contextual_reentry")