diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 4bacf18e..f9cde5f7 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -4,9 +4,7 @@
     <option name="autoReloadType" value="SELECTIVE" />
   </component>
   <component name="ChangeListManager">
-    <list default="true" id="30a0e1d8-9d7d-469b-b241-f300911cee8a" name="Changes" comment="Ajustes na documentação e remanejamento dos folders">
-      <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
-    </list>
+    <list default="true" id="30a0e1d8-9d7d-469b-b241-f300911cee8a" name="Changes" comment="Ajustes na documentação e remanejamento dos folders" />
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
     <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
@@ -52,27 +50,107 @@
     "ASKED_SHARE_PROJECT_CONFIGURATION_FILES": "true",
     "ModuleVcsDetector.initialDetectionPerformed": "true",
     "RunOnceActivity.ShowReadmeOnStart": "true",
-    "RunOnceActivity.TerminalTabsStorage.copyFrom.TerminalArrangementManager.252": "true",
+    "RunOnceActivity.TerminalTabsStorage.copyFrom.TerminalArrangementManager": "true",
     "RunOnceActivity.git.unshallow": "true",
     "RunOnceActivity.typescript.service.memoryLimit.init": "true",
     "SHARE_PROJECT_CONFIGURATION_FILES": "true",
-    "git-widget-placeholder": "main",
+    "Shell Script.agent_frontend.executor": "Run",
+    "Shell Script.agent_template_backend.executor": "Run",
+    "Shell Script.mcp_gateway.executor": "Run",
+    "Shell Script.mcp_server.executor": "Run",
+    "git-widget-placeholder": "master",
     "kotlin-language-version-configured": "true",
-    "last_opened_file_path": "D:/Dropbox/ORACLE/TIM/FY27/Commits/agent_platform_oci",
+    "last_opened_file_path": "C:/Asus_Projects/kbdb/agent_framework_oci/templates/agent_template_backend",
     "node.js.detected.package.eslint": "true",
     "node.js.detected.package.tslint": "true",
     "node.js.selected.package.eslint": "(autodetect)",
     "node.js.selected.package.tslint": "(autodetect)",
     "nodejs_package_manager_path": "npm",
-    "settings.editor.selected.configurable": "configurable.group.appearance",
+    "project.structure.last.edited": "Project",
+    "project.structure.proportion": "0.15",
+    "project.structure.side.proportion": "0.2",
+    "settings.editor.selected.configurable": "advanced.settings",
     "vue.rearranger.settings.migration": "true"
   }
 }]]></component>
+  <component name="RecentsManager">
+    <key name="CopyFile.RECENT_KEYS">
+      <recent name="C:\Asus_Projects\kbdb\agent_framework_oci\templates\agent_template_backend" />
+    </key>
+  </component>
+  <component name="RunManager" selected="Shell Script.agent_template_backend">
+    <configuration name="agent_frontend" type="ShConfigurationType">
+      <option name="SCRIPT_TEXT" value="wsl bash -lc &quot;source .venv/bin/activate &amp;&amp; cd apps/agent_frontend &amp;&amp; python -m http.server 5173&quot;" />
+      <option name="INDEPENDENT_SCRIPT_PATH" value="true" />
+      <option name="SCRIPT_PATH" value="" />
+      <option name="SCRIPT_OPTIONS" value="" />
+      <option name="INDEPENDENT_SCRIPT_WORKING_DIRECTORY" value="true" />
+      <option name="SCRIPT_WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="INDEPENDENT_INTERPRETER_PATH" value="true" />
+      <option name="INTERPRETER_PATH" value="powershell.exe" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="EXECUTE_IN_TERMINAL" value="true" />
+      <option name="EXECUTE_SCRIPT_FILE" value="false" />
+      <envs />
+      <method v="2" />
+    </configuration>
+    <configuration name="agent_template_backend" type="ShConfigurationType">
+      <option name="SCRIPT_TEXT" value="wsl bash -lc &quot;source .venv/bin/activate &amp;&amp; cd templates/agent_template_backend &amp;&amp; python -m uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload&quot;" />
+      <option name="INDEPENDENT_SCRIPT_PATH" value="false" />
+      <option name="SCRIPT_PATH" value="$PROJECT_DIR$/templates/agent_template_backend/app" />
+      <option name="SCRIPT_OPTIONS" value="" />
+      <option name="INDEPENDENT_SCRIPT_WORKING_DIRECTORY" value="false" />
+      <option name="SCRIPT_WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="INDEPENDENT_INTERPRETER_PATH" value="true" />
+      <option name="INTERPRETER_PATH" value="powershell.exe" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="EXECUTE_IN_TERMINAL" value="true" />
+      <option name="EXECUTE_SCRIPT_FILE" value="false" />
+      <envs />
+      <method v="2" />
+    </configuration>
+    <configuration name="mcp_gateway" type="ShConfigurationType">
+      <option name="SCRIPT_TEXT" value="wsl bash -lc &quot;source .venv/bin/activate &amp;&amp; cd scripts &amp;&amp; bash run_mcp_gateway.sh&quot;" />
+      <option name="INDEPENDENT_SCRIPT_PATH" value="true" />
+      <option name="SCRIPT_PATH" value="" />
+      <option name="SCRIPT_OPTIONS" value="" />
+      <option name="INDEPENDENT_SCRIPT_WORKING_DIRECTORY" value="true" />
+      <option name="SCRIPT_WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="INDEPENDENT_INTERPRETER_PATH" value="true" />
+      <option name="INTERPRETER_PATH" value="powershell.exe" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="EXECUTE_IN_TERMINAL" value="true" />
+      <option name="EXECUTE_SCRIPT_FILE" value="false" />
+      <envs />
+      <method v="2" />
+    </configuration>
+    <configuration name="mcp_server" type="ShConfigurationType">
+      <option name="SCRIPT_TEXT" value="wsl bash -lc &quot;source .venv/bin/activate &amp;&amp; cd scripts &amp;&amp; bash run_mcp_servers.sh&quot;" />
+      <option name="INDEPENDENT_SCRIPT_PATH" value="true" />
+      <option name="SCRIPT_PATH" value="" />
+      <option name="SCRIPT_OPTIONS" value="" />
+      <option name="INDEPENDENT_SCRIPT_WORKING_DIRECTORY" value="true" />
+      <option name="SCRIPT_WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="INDEPENDENT_INTERPRETER_PATH" value="true" />
+      <option name="INTERPRETER_PATH" value="powershell.exe" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="EXECUTE_IN_TERMINAL" value="true" />
+      <option name="EXECUTE_SCRIPT_FILE" value="false" />
+      <envs />
+      <method v="2" />
+    </configuration>
+    <list>
+      <item itemvalue="Shell Script.agent_template_backend" />
+      <item itemvalue="Shell Script.mcp_gateway" />
+      <item itemvalue="Shell Script.mcp_server" />
+      <item itemvalue="Shell Script.agent_frontend" />
+    </list>
+  </component>
   <component name="SharedIndexes">
     <attachedChunks>
       <set>
-        <option value="bundled-jdk-30f59d01ecdd-cffe25b9f5b3-intellij.indexing.shared.core-IU-253.28294.334" />
-        <option value="bundled-js-predefined-d6986cc7102b-c7e53b3be11b-JavaScript-IU-253.28294.334" />
+        <option value="bundled-jdk-9823dce3aa75-fbdcb00ec9e3-intellij.indexing.shared.core-IU-251.29188.36" />
+        <option value="bundled-js-predefined-d6986cc7102b-09060db00ec0-JavaScript-IU-251.29188.36" />
       </set>
     </attachedChunks>
   </component>
@@ -92,10 +170,10 @@
       <workItem from="1785245181314" duration="79000" />
       <workItem from="1785245608367" duration="670000" />
       <workItem from="1785326458404" duration="86000" />
-      <workItem from="1785414225783" duration="148000" />
-      <workItem from="1785414447653" duration="704000" />
-      <workItem from="1785630146329" duration="316000" />
-      <workItem from="1787832640995" duration="4662000" />
+      <workItem from="1785405876905" duration="1300000" />
+      <workItem from="1785409583147" duration="1561000" />
+      <workItem from="1785452072692" duration="784000" />
+      <workItem from="1785453511270" duration="1006000" />
     </task>
     <task id="LOCAL-00001" summary="Ajustes na documentação e remanejamento dos folders">
       <option name="closed" value="true" />
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/.env.example b/Tuning-Performance/Authentication/agent_template_backend_authentication/.env.example
index 310a33c9..ae6a1f5f 100644
--- a/Tuning-Performance/Authentication/agent_template_backend_authentication/.env.example
+++ b/Tuning-Performance/Authentication/agent_template_backend_authentication/.env.example
@@ -37,3 +37,27 @@ AGENT_AUTH_BASIC_REALM=agent-contas
 # AGENT_AUTH_PROXY_SUBJECT_HEADER=x-authenticated-subject
 # AGENT_AUTH_PROXY_SHARED_SECRET_HEADER=x-internal-auth
 # AGENT_AUTH_PROXY_SHARED_SECRET_HASH=sha256:replace-hex
+
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index f80d2276..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/__pycache__/__init__.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/__pycache__/main.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/__pycache__/main.cpython-313.pyc
deleted file mode 100644
index ad5975b5..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/__pycache__/mcp_gateway_client_factory.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/__pycache__/mcp_gateway_client_factory.cpython-313.pyc
deleted file mode 100644
index 7cbdba34..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/__pycache__/state.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/__pycache__/state.cpython-313.pyc
deleted file mode 100644
index 851ddfad..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/billing_agent.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/billing_agent.cpython-313.pyc
deleted file mode 100644
index 78a71e5d..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/billing_agent.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/orders_agent.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/orders_agent.cpython-313.pyc
deleted file mode 100644
index 1e1d6034..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/orders_agent.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/product_agent.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/product_agent.cpython-313.pyc
deleted file mode 100644
index 9173e5ab..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/product_agent.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/prompting.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/prompting.cpython-313.pyc
deleted file mode 100644
index 3c4c277b..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/prompting.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/runtime.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/runtime.cpython-313.pyc
deleted file mode 100644
index c79c9ecd..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/runtime.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index 05f7a751..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/__pycache__/support_agent.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/billing_agent.py b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/billing_agent.py
+++ b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/orders_agent.py b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/orders_agent.py
+++ b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/product_agent.py b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/product_agent.py
+++ b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/support_agent.py b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/support_agent.py
+++ b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 59de5647..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/grl_examples.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/grl_examples.cpython-313.pyc
deleted file mode 100644
index 1bbb960d..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/ic_examples.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/ic_examples.cpython-313.pyc
deleted file mode 100644
index 72b0aca7..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/ic_examples.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/mcp_examples.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/mcp_examples.cpython-313.pyc
deleted file mode 100644
index a763cc5c..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/mcp_examples.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/noc_examples.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/noc_examples.cpython-313.pyc
deleted file mode 100644
index e39ccb57..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/noc_examples.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/observer_examples.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/observer_examples.cpython-313.pyc
deleted file mode 100644
index 4bdbd362..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/examples/__pycache__/observer_examples.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/main.py b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/main.py
index c1d33544..b2d27c25 100644
--- a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/main.py
+++ b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/main.py
@@ -372,6 +372,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
                     "judges": result.get("judge_results"),
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index b6a83d0d..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
deleted file mode 100644
index b917a574..00000000
Binary files a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/observability/__pycache__/telemetry_observer.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
deleted file mode 100644
index 0c79403d..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/state.py b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/state.py
index 6ec11159..27d4f7b9 100644
--- a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/state.py
+++ b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflow_actions/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflow_actions/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 672ec8af..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflow_actions/__pycache__/devolucao.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflow_actions/__pycache__/devolucao.cpython-313.pyc
deleted file mode 100644
index ba3e1b16..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index 70ba3b26..00000000
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diff --git a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/agent_graph.py b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/agent_graph.py
index d45cb7b9..9fd902f4 100644
--- a/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/agent_graph.py
+++ b/Tuning-Performance/Authentication/agent_template_backend_authentication/app/workflows/agent_graph.py
@@ -570,6 +570,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -577,7 +578,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -650,6 +663,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -876,6 +890,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                 },
             )
 
diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/.env.example b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/.env.example
index f41c0ed7..03d5cbbb 100644
--- a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/.env.example
+++ b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/.env.example
@@ -67,6 +67,30 @@ EMBEDDING_PROVIDER=mock
 OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
 RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
 
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+
 ###############################################################################
 # Observabilidade
 ###############################################################################
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deleted file mode 100644
index 26cc262c..00000000
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diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index f56e53d6..00000000
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diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/billing_agent.py b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/billing_agent.py
+++ b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/orders_agent.py b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/orders_agent.py
+++ b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/product_agent.py b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/product_agent.py
+++ b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/support_agent.py b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/support_agent.py
+++ b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc
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deleted file mode 100644
index fce919c0..00000000
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diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc
deleted file mode 100644
index bf35ba7a..00000000
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diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/main.py b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/main.py
index d51bbc24..e8383282 100644
--- a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/main.py
+++ b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/main.py
@@ -366,6 +366,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
                     "judges": result.get("judge_results"),
diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 47fe1272..00000000
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diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
deleted file mode 100644
index 05612aee..00000000
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deleted file mode 100644
index c39a0a89..00000000
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diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
deleted file mode 100644
index 009b7c12..00000000
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diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/state.py b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/state.py
index 6ec11159..27d4f7b9 100644
--- a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/state.py
+++ b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflow_actions/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflow_actions/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 8accd287..00000000
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deleted file mode 100644
index 0b970980..00000000
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diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index 49ad6af0..00000000
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diff --git a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/agent_graph.py b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/agent_graph.py
index d45cb7b9..9fd902f4 100644
--- a/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/agent_graph.py
+++ b/Tuning-Performance/Deterministic_Transactional_Workflow/agent_template_backend/app/workflows/agent_graph.py
@@ -570,6 +570,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -577,7 +578,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -650,6 +663,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -876,6 +890,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                 },
             )
 
diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/.env.example b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/.env.example
index e93eccab..50c3109f 100644
--- a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/.env.example
+++ b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/.env.example
@@ -66,6 +66,30 @@ EMBEDDING_PROVIDER=mock
 OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
 RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
 
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+
 ###############################################################################
 # Observabilidade
 ###############################################################################
diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc
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deleted file mode 100644
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diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index a44cfd9c..00000000
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diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/billing_agent.py b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/billing_agent.py
+++ b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/orders_agent.py b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/orders_agent.py
+++ b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/product_agent.py b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/product_agent.py
+++ b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/support_agent.py b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/support_agent.py
+++ b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
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diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/extensions/__pycache__/example_judges.cpython-313.pyc b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/extensions/__pycache__/example_judges.cpython-313.pyc
deleted file mode 100644
index d82ff088..00000000
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diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/main.py b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/main.py
index 06d1bd14..7e9401f6 100644
--- a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/main.py
+++ b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/main.py
@@ -361,6 +361,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
                     "judges": result.get("judge_results"),
diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc
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index 14323bf2..00000000
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index 15b78667..00000000
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index e34e5416..00000000
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diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
deleted file mode 100644
index 28859532..00000000
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diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/state.py b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/state.py
index ef4f2c70..9ec69485 100644
--- a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/state.py
+++ b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index d345c8b9..00000000
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diff --git a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/agent_graph.py b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/agent_graph.py
index 1f139537..2b3ff2d2 100644
--- a/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/agent_graph.py
+++ b/Tuning-Performance/External_Guardrails_Judges/agent_template_backend/app/workflows/agent_graph.py
@@ -568,6 +568,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -575,7 +576,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -648,6 +661,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -805,6 +819,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                 },
             )
 
diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/.env.example b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/.env.example
index 116eb7d3..f724b51e 100644
--- a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/.env.example
+++ b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/.env.example
@@ -67,6 +67,30 @@ EMBEDDING_PROVIDER=mock
 OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
 RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
 
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+
 ###############################################################################
 # Observabilidade
 ###############################################################################
diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index f05ef2c6..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/__pycache__/product_agent.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/__pycache__/product_agent.cpython-313.pyc
deleted file mode 100644
index 2b363379..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/__pycache__/prompting.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/__pycache__/prompting.cpython-313.pyc
deleted file mode 100644
index 27c5dd67..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/__pycache__/runtime.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/__pycache__/runtime.cpython-313.pyc
deleted file mode 100644
index 321fc089..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index bcd05596..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/billing_agent.py b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/billing_agent.py
+++ b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/orders_agent.py b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/orders_agent.py
+++ b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/product_agent.py b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/product_agent.py
+++ b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/support_agent.py b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/support_agent.py
+++ b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
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deleted file mode 100644
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/examples/__pycache__/ic_examples.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/examples/__pycache__/ic_examples.cpython-313.pyc
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deleted file mode 100644
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc
deleted file mode 100644
index 19cee2f2..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc
deleted file mode 100644
index 5919f9d0..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/main.py b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/main.py
index d51bbc24..e8383282 100644
--- a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/main.py
+++ b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/main.py
@@ -366,6 +366,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
                     "judges": result.get("judge_results"),
diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 60f4328a..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
deleted file mode 100644
index a01c7f1e..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/presentation/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/presentation/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 91dabf0d..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
deleted file mode 100644
index 32cbdf80..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/state.py b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/state.py
index 6ec11159..27d4f7b9 100644
--- a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/state.py
+++ b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index 0807ab7c..00000000
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diff --git a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/agent_graph.py b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/agent_graph.py
index d45cb7b9..9fd902f4 100644
--- a/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/agent_graph.py
+++ b/Tuning-Performance/Long_Term_Memory/templates/agent_template_backend/app/workflows/agent_graph.py
@@ -570,6 +570,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -577,7 +578,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -650,6 +663,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -876,6 +890,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                 },
             )
 
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/.env.example b/Tuning-Performance/Normal/templates/agent_template_backend/.env.example
index e93eccab..50c3109f 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend/.env.example
+++ b/Tuning-Performance/Normal/templates/agent_template_backend/.env.example
@@ -66,6 +66,30 @@ EMBEDDING_PROVIDER=mock
 OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
 RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
 
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+
 ###############################################################################
 # Observabilidade
 ###############################################################################
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc
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deleted file mode 100644
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/__pycache__/state.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/__pycache__/state.cpython-313.pyc
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deleted file mode 100644
index e5072a2b..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index e38f7072..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/billing_agent.py b/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/billing_agent.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/orders_agent.py b/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/orders_agent.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/product_agent.py b/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/product_agent.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/support_agent.py b/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/support_agent.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index ef32d167..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc
deleted file mode 100644
index 502913f3..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc
deleted file mode 100644
index 84f7d61e..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/main.py b/Tuning-Performance/Normal/templates/agent_template_backend/app/main.py
index 06d1bd14..7e9401f6 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend/app/main.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend/app/main.py
@@ -361,6 +361,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
                     "judges": result.get("judge_results"),
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index be993d0a..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
deleted file mode 100644
index da0b1635..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/presentation/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/presentation/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index d5802e05..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
deleted file mode 100644
index 23b52e13..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/state.py b/Tuning-Performance/Normal/templates/agent_template_backend/app/state.py
index ef4f2c70..9ec69485 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend/app/state.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index 7293dd3a..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/agent_graph.py b/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/agent_graph.py
index 1f139537..2b3ff2d2 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/agent_graph.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend/app/workflows/agent_graph.py
@@ -568,6 +568,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -575,7 +576,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -648,6 +661,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -805,6 +819,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                 },
             )
 
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/.env.example b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/.env.example
index 34118b9a..3fb43004 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/.env.example
+++ b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/.env.example
@@ -66,6 +66,30 @@ EMBEDDING_PROVIDER=mock
 OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
 RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
 
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+
 ###############################################################################
 # Observabilidade
 ###############################################################################
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/__pycache__/__init__.cpython-313.pyc
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index e10fbd85..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index 1a49580a..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/billing_agent.py b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/billing_agent.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/orders_agent.py b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/orders_agent.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/product_agent.py b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/product_agent.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/support_agent.py b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/support_agent.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/main.py b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/main.py
index 06d1bd14..7e9401f6 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/main.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/main.py
@@ -361,6 +361,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
                     "judges": result.get("judge_results"),
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 42d368bd..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
deleted file mode 100644
index b99954da..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/state.py b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/state.py
index ef4f2c70..9ec69485 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/state.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index ce2047c5..00000000
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diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
index 1f139537..2b3ff2d2 100644
--- a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
+++ b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
@@ -568,6 +568,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -575,7 +576,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -648,6 +661,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -805,6 +819,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                 },
             )
 
diff --git a/Tuning-Performance/Pause_Resume_Workflow/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Pause_Resume_Workflow/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 41f7f0a9..00000000
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diff --git a/Tuning-Performance/Pause_Resume_Workflow/agent_template_backend/app/__pycache__/demo.cpython-313.pyc b/Tuning-Performance/Pause_Resume_Workflow/agent_template_backend/app/__pycache__/demo.cpython-313.pyc
deleted file mode 100644
index 4bb04c5e..00000000
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diff --git a/Tuning-Performance/Pause_Resume_Workflow/agent_template_backend/tests/__pycache__/test_pause_resume.cpython-313-pytest-9.0.2.pyc b/Tuning-Performance/Pause_Resume_Workflow/agent_template_backend/tests/__pycache__/test_pause_resume.cpython-313-pytest-9.0.2.pyc
deleted file mode 100644
index 96739456..00000000
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index 2d339c6d..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/.env.example b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/.env.example
index a8a666c3..be7467eb 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/.env.example
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/.env.example
@@ -66,6 +66,30 @@ EMBEDDING_PROVIDER=mock
 OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
 RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
 
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+
 ###############################################################################
 # Observabilidade
 ###############################################################################
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc
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deleted file mode 100644
index 0302053e..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index 956fee11..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/billing_agent.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/billing_agent.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/orders_agent.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/orders_agent.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/product_agent.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/product_agent.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/support_agent.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/support_agent.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc
deleted file mode 100644
index 85c19945..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc
deleted file mode 100644
index 3a2600e2..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/main.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/main.py
index 06d1bd14..7e9401f6 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/main.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/main.py
@@ -361,6 +361,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
                     "judges": result.get("judge_results"),
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index f201aed9..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
deleted file mode 100644
index 7c9b983b..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/presentation/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/presentation/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index ed945c8d..00000000
Binary files a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/presentation/__pycache__/__init__.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
deleted file mode 100644
index 567eb4dc..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/state.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/state.py
index ef4f2c70..9ec69485 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/state.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index 03dc5e99..00000000
Binary files a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/agent_graph.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/agent_graph.py
index 1f139537..2b3ff2d2 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/agent_graph.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend/app/workflows/agent_graph.py
@@ -568,6 +568,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -575,7 +576,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -648,6 +661,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -805,6 +819,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                 },
             )
 
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/.env.example b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/.env.example
index 31aa694f..83ae1d7f 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/.env.example
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/.env.example
@@ -66,6 +66,30 @@ EMBEDDING_PROVIDER=mock
 OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
 RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
 
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+
 ###############################################################################
 # Observabilidade
 ###############################################################################
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index f0d4c0e1..00000000
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deleted file mode 100644
index ca99d568..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/__pycache__/mcp_gateway_client_factory.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/__pycache__/mcp_gateway_client_factory.cpython-313.pyc
deleted file mode 100644
index ffaf183b..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/__pycache__/state.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/__pycache__/state.cpython-313.pyc
deleted file mode 100644
index 8a0915dc..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/billing_agent.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/billing_agent.cpython-313.pyc
deleted file mode 100644
index 455b1753..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/orders_agent.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/orders_agent.cpython-313.pyc
deleted file mode 100644
index bb03d128..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/product_agent.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/product_agent.cpython-313.pyc
deleted file mode 100644
index 44aa6f58..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/prompting.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/prompting.cpython-313.pyc
deleted file mode 100644
index 7d146604..00000000
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diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/runtime.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/runtime.cpython-313.pyc
deleted file mode 100644
index 340ff14d..00000000
Binary files a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/runtime.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index c047c8d5..00000000
Binary files a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/__pycache__/support_agent.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/billing_agent.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/billing_agent.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/orders_agent.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/orders_agent.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/product_agent.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/product_agent.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/support_agent.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/support_agent.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/main.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/main.py
index 06d1bd14..7e9401f6 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/main.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/main.py
@@ -361,6 +361,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
                     "judges": result.get("judge_results"),
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index e757f931..00000000
Binary files a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/observability/__pycache__/__init__.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
deleted file mode 100644
index 65b0a28a..00000000
Binary files a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/observability/__pycache__/telemetry_observer.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/state.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/state.py
index ef4f2c70..9ec69485 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/state.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index e22859d1..00000000
Binary files a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/__pycache__/agent_graph.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
index 1f139537..2b3ff2d2 100644
--- a/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
+++ b/Tuning-Performance/Route_Stickness/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
@@ -568,6 +568,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -575,7 +576,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -648,6 +661,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -805,6 +819,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                 },
             )
 
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/.env.example b/Tuning-Performance/Transaction_Evidence/agent_template_backend/.env.example
index a8a666c3..be7467eb 100644
--- a/Tuning-Performance/Transaction_Evidence/agent_template_backend/.env.example
+++ b/Tuning-Performance/Transaction_Evidence/agent_template_backend/.env.example
@@ -66,6 +66,30 @@ EMBEDDING_PROVIDER=mock
 OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
 RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
 
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+
 ###############################################################################
 # Observabilidade
 ###############################################################################
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc
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deleted file mode 100644
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deleted file mode 100644
index 9c38b483..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/billing_agent.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/billing_agent.cpython-313.pyc
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index b970a9fe..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/orders_agent.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/orders_agent.cpython-313.pyc
deleted file mode 100644
index 9ca64f20..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/product_agent.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/product_agent.cpython-313.pyc
deleted file mode 100644
index 1ebd6c50..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/prompting.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/prompting.cpython-313.pyc
deleted file mode 100644
index 2a94b99f..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/runtime.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/runtime.cpython-313.pyc
deleted file mode 100644
index 0014d62e..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index 1d1ee676..00000000
Binary files a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/billing_agent.py b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/billing_agent.py
+++ b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/orders_agent.py b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/orders_agent.py
+++ b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/product_agent.py b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/product_agent.py
+++ b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/support_agent.py b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/support_agent.py
+++ b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index deb38e5d..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/grl_examples.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/grl_examples.cpython-313.pyc
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/ic_examples.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/ic_examples.cpython-313.pyc
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/mcp_examples.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/mcp_examples.cpython-313.pyc
deleted file mode 100644
index d78ba9c1..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc
deleted file mode 100644
index 50ae968a..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc
deleted file mode 100644
index ffc9f3f3..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/main.py b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/main.py
index e0363157..52585276 100644
--- a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/main.py
+++ b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/main.py
@@ -460,6 +460,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "transaction_evidence": result.get("relevant_transaction_evidence", []),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index dd8600fb..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
deleted file mode 100644
index d6f43df7..00000000
Binary files a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/presentation/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/presentation/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 8048b8f5..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
deleted file mode 100644
index defbfd70..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/state.py b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/state.py
index de25c1e8..fbb54b63 100644
--- a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/state.py
+++ b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflow_actions/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflow_actions/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 50d3c241..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflow_actions/__pycache__/devolucao.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflow_actions/__pycache__/devolucao.cpython-313.pyc
deleted file mode 100644
index 40704f84..00000000
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diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index a4df9969..00000000
Binary files a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc and /dev/null differ
diff --git a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/agent_graph.py b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/agent_graph.py
index f700f35d..72ed72e5 100644
--- a/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/agent_graph.py
+++ b/Tuning-Performance/Transaction_Evidence/agent_template_backend/app/workflows/agent_graph.py
@@ -570,6 +570,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -577,7 +578,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -650,6 +663,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -733,6 +747,7 @@ class AgentWorkflow:
             relevant_transaction_evidence = list(state.get("relevant_transaction_evidence") or [])
             judge_context["transaction_evidence"] = relevant_transaction_evidence
             current_evidence = list(state.get("mcp_results", []) or [])
+            current_evidence.extend(state.get("rag_results", []) or [])
             current_evidence.extend(relevant_transaction_evidence)
             judge_context["evidence"] = current_evidence or judge_context.get("evidence")
             judge_context["route"] = state.get("route")
@@ -880,6 +895,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                     "transaction_evidence": state.get("relevant_transaction_evidence", []),
                 },
             )
diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/.env.example b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/.env.example
index e93eccab..50c3109f 100644
--- a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/.env.example
+++ b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/.env.example
@@ -66,6 +66,30 @@ EMBEDDING_PROVIDER=mock
 OCI_EMBEDDING_MODEL=cohere.embed-multilingual-v3.0
 RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json
 
+
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+
 ###############################################################################
 # Observabilidade
 ###############################################################################
diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/__pycache__/__init__.cpython-313.pyc
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index f942810b..00000000
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diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
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diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/billing_agent.py b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/billing_agent.py
+++ b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/orders_agent.py b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/orders_agent.py
+++ b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/product_agent.py b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/product_agent.py
+++ b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/support_agent.py b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/support_agent.py
+++ b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc
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diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc
deleted file mode 100644
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diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/main.py b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/main.py
index 86530a36..891f0e06 100644
--- a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/main.py
+++ b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/main.py
@@ -460,6 +460,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "transaction_evidence": result.get("relevant_transaction_evidence", []),
                     "transaction_pre_validation": result.get("transaction_pre_validation"),
                     "business_context": business_context.model_dump(),
diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index 515f8338..00000000
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diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
deleted file mode 100644
index 24d81969..00000000
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deleted file mode 100644
index 15e8e717..00000000
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diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
deleted file mode 100644
index fde7777a..00000000
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diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/state.py b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/state.py
index 0b4da3e9..aee4d926 100644
--- a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/state.py
+++ b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflow_actions/__pycache__/__init__.cpython-313.pyc b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflow_actions/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
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deleted file mode 100644
index e179f6df..00000000
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diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index f8da2411..00000000
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diff --git a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/agent_graph.py b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/agent_graph.py
index f700f35d..72ed72e5 100644
--- a/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/agent_graph.py
+++ b/Tuning-Performance/Transaction_Pre_Validation/agent_template_backend/app/workflows/agent_graph.py
@@ -570,6 +570,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -577,7 +578,19 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
+            "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
+            "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
+            "mcp_results": drained.mcp_results,
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -650,6 +663,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -733,6 +747,7 @@ class AgentWorkflow:
             relevant_transaction_evidence = list(state.get("relevant_transaction_evidence") or [])
             judge_context["transaction_evidence"] = relevant_transaction_evidence
             current_evidence = list(state.get("mcp_results", []) or [])
+            current_evidence.extend(state.get("rag_results", []) or [])
             current_evidence.extend(relevant_transaction_evidence)
             judge_context["evidence"] = current_evidence or judge_context.get("evidence")
             judge_context["route"] = state.get("route")
@@ -880,6 +895,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                     "transaction_evidence": state.get("relevant_transaction_evidence", []),
                 },
             )
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diff --git a/libs/agent_framework/src/agent_framework/config/settings.py b/libs/agent_framework/src/agent_framework/config/settings.py
index 5cab2f19..2225c282 100644
--- a/libs/agent_framework/src/agent_framework/config/settings.py
+++ b/libs/agent_framework/src/agent_framework/config/settings.py
@@ -124,6 +124,9 @@ class Settings(BaseSettings):
     KBDB_DOCUMENT_TYPE: str | None = 'customer_safe'
     KBDB_METADATA_JSON: str | None = None
     KBDB_MIN_SCORE: float | None = None
+    KBDB_IDENTIFY_DOCUMENT: bool = True
+    KBDB_STORE_QUERY: bool = True
+    KBDB_IDENTIFY_TOP_N: int = 3
     # MCP só pula retrieval quando declarar explicitamente rag_sufficient/knowledge_sufficient.
     SKIP_RAG_WHEN_MCP_SUFFICIENT: bool = True
     # Preserva comportamento legado do RAG standard; KBDB enterprise é grounded-only por padrão.
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diff --git a/libs/agent_framework/src/agent_framework/rag/kbdb_service.py b/libs/agent_framework/src/agent_framework/rag/kbdb_service.py
index e8422b24..568cdda6 100644
--- a/libs/agent_framework/src/agent_framework/rag/kbdb_service.py
+++ b/libs/agent_framework/src/agent_framework/rag/kbdb_service.py
@@ -85,6 +85,43 @@ class KbdbRagService:
         finally:
             conn.close()
 
+    @staticmethod
+    def _procedure_arguments(cur) -> list[dict[str, Any]]:
+        """Discover the installed facade signature instead of assuming bind types."""
+        cur.execute(
+            """
+            SELECT argument_name, position, in_out, data_type, overload
+              FROM all_arguments
+             WHERE package_name = 'PKG_KB_SERVING'
+               AND object_name = 'SEARCH_KNOWLEDGE_BASE'
+               AND data_level = 0
+             ORDER BY NVL(overload, '0'), sequence
+            """
+        )
+        rows = cur.fetchall()
+        if not rows:
+            return []
+        # Use the first visible overload. Each returned row describes one bind.
+        first_overload = rows[0][4]
+        return [
+            {
+                "name": str(row[0] or ""),
+                "position": int(row[1] or 0),
+                "in_out": str(row[2] or "IN").upper(),
+                "data_type": str(row[3] or "").upper(),
+            }
+            for row in rows
+            if row[4] == first_overload and int(row[1] or 0) > 0
+        ]
+
+    @staticmethod
+    def _out_var(cur, oracledb, data_type: str):
+        if data_type == "JSON" and hasattr(oracledb, "DB_TYPE_JSON"):
+            return cur.var(oracledb.DB_TYPE_JSON)
+        if data_type in {"CLOB", "NCLOB"} and hasattr(oracledb, "DB_TYPE_CLOB"):
+            return cur.var(oracledb.DB_TYPE_CLOB)
+        return cur.var(oracledb.DB_TYPE_VARCHAR, size=32767)
+
     def _search_sync(self, query: str, k: int) -> dict[str, Any]:
         import oracledb
         metadata = self.settings.KBDB_METADATA_JSON
@@ -95,8 +132,13 @@ class KbdbRagService:
             cur = conn.cursor()
             if self.settings.KBDB_MIN_SCORE is not None:
                 cur.callproc("PKG_KB_SERVING.set_min_score", [float(self.settings.KBDB_MIN_SCORE)])
-            out = cur.var(oracledb.DB_TYPE_JSON)
-            cur.callproc("PKG_KB_SERVING.search_knowledge_base", [
+            signature = self._procedure_arguments(cur)
+            if not signature:
+                raise RuntimeError(
+                    "Não foi possível descobrir a assinatura de "
+                    "PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE em ALL_ARGUMENTS"
+                )
+            canonical_inputs = [
                 self.settings.KBDB_SEARCH_TYPE,
                 query,
                 int(k),
@@ -106,8 +148,58 @@ class KbdbRagService:
                 int(self.settings.KBDB_MAX_CROSS_REF_HOPS),
                 self.settings.KBDB_DOCUMENT_TYPE or None,
                 metadata or None,
-                out,
-            ])
+                bool(getattr(self.settings, "KBDB_IDENTIFY_DOCUMENT", True)),
+                bool(getattr(self.settings, "KBDB_STORE_QUERY", True)),
+                int(getattr(self.settings, "KBDB_IDENTIFY_TOP_N", 3)),
+            ]
+            named_inputs = {
+                "SEARCH_TYPE": self.settings.KBDB_SEARCH_TYPE,
+                "QUERY": query,
+                "QUERY_TEXT": query,
+                "QUESTION": query,
+                "TOP_K": int(k),
+                "K": int(k),
+                "NODE_EXPANSION": bool(self.settings.KBDB_NODE_EXPANSION),
+                "ENABLE_NODE_EXPANSION": bool(self.settings.KBDB_NODE_EXPANSION),
+                "NODE_MAX_RELATED": int(self.settings.KBDB_NODE_MAX_RELATED),
+                "MAX_RELATED_NODES": int(self.settings.KBDB_NODE_MAX_RELATED),
+                "GRAPH_CROSS_REF": bool(self.settings.KBDB_GRAPH_CROSS_REF),
+                "ENABLE_GRAPH_CROSS_REF": bool(self.settings.KBDB_GRAPH_CROSS_REF),
+                "MAX_CROSS_REF_HOPS": int(self.settings.KBDB_MAX_CROSS_REF_HOPS),
+                "DOCUMENT_TYPE": self.settings.KBDB_DOCUMENT_TYPE or None,
+                "METADATA_JSON": metadata or None,
+                "METADATA": metadata or None,
+                "IDENTIFY_DOCUMENT": bool(getattr(self.settings, "KBDB_IDENTIFY_DOCUMENT", True)),
+                "STORE_QUERY": bool(getattr(self.settings, "KBDB_STORE_QUERY", True)),
+                "IDENTIFY_TOP_N": int(getattr(self.settings, "KBDB_IDENTIFY_TOP_N", 3)),
+            }
+            input_index = 0
+            binds: list[Any] = []
+            out = None
+            for argument in signature:
+                if "OUT" in argument["in_out"]:
+                    bind = self._out_var(cur, oracledb, argument["data_type"])
+                    binds.append(bind)
+                    out = bind
+                    continue
+                if input_index >= len(canonical_inputs):
+                    raise RuntimeError(
+                        "Assinatura KBDB possui parâmetros de entrada não suportados: "
+                        f"{[item['name'] for item in signature]}"
+                    )
+                normalized_name = argument["name"].strip().upper()
+                if normalized_name.startswith("P_"):
+                    normalized_name = normalized_name[2:]
+                value = named_inputs.get(normalized_name, canonical_inputs[input_index])
+                input_index += 1
+                if argument["data_type"] == "NUMBER" and isinstance(value, bool):
+                    value = 1 if value else 0
+                elif argument["data_type"] in {"VARCHAR", "VARCHAR2", "CHAR", "NCHAR"} and isinstance(value, bool):
+                    value = "true" if value else "false"
+                binds.append(value)
+            if out is None:
+                raise RuntimeError("Assinatura KBDB não possui parâmetro OUT visível")
+            cur.callproc("PKG_KB_SERVING.search_knowledge_base", binds)
             value = _lob_value(out.getvalue())
             if isinstance(value, str):
                 return json.loads(value)
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index b135326d..ed64cf8a 100644
--- a/libs/agent_framework/src/agent_framework/routing/multi_intent.py
+++ b/libs/agent_framework/src/agent_framework/routing/multi_intent.py
@@ -38,7 +38,7 @@ class MultiIntentPlanner:
     Execution remains owned by the agent/workflow runtime.
     """
 
-    _SPLIT = re.compile(r"\s*(?:,|;|\be\b|\bmas\b|\btamb[eé]m\b)\s*", re.I)
+    _SPLIT = re.compile(r"\s*(?:[.!?]+|,|;|\be\b|\bmas\b|\btamb[eé]m\b)\s*", re.I)
     _CONFIRM_WITH_REMAINDER = re.compile(
         r"^\s*(?:sim|s|pode|pode\s+sim|isso\s+mesmo|claro|ok|confirmo)\s*(?:,|;|\be\b)\s*(.+)$",
         re.I,
diff --git a/libs/agent_framework/src/agent_framework/routing/pending_topics.py b/libs/agent_framework/src/agent_framework/routing/pending_topics.py
index 4a77f9ba..8996e88f 100644
--- a/libs/agent_framework/src/agent_framework/routing/pending_topics.py
+++ b/libs/agent_framework/src/agent_framework/routing/pending_topics.py
@@ -14,6 +14,7 @@ class PendingTopicDrain:
     pending_topics: list[dict[str, Any]]
     handled_topics: list[dict[str, Any]]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
 
 
 async def drain_pending_topics(
@@ -30,6 +31,7 @@ async def drain_pending_topics(
     remaining: list[dict[str, Any]] = []
     handled = list(state.get("handled_topics") or [])
     combined_mcp_results = list(state.get("mcp_results") or [])
+    combined_rag_results = list(state.get("rag_results") or [])
     secondary_answers: list[str] = []
     for topic in topics:
         disposition = topic.get("disposition")
@@ -88,6 +90,20 @@ async def drain_pending_topics(
         for evidence in (result or {}).get("mcp_results") or []:
             if isinstance(evidence, dict) and evidence not in combined_mcp_results:
                 combined_mcp_results.append(evidence)
+        rag_metadata = (result or {}).get("rag")
+        rag_context = str((result or {}).get("rag_context") or "").strip()
+        if isinstance(rag_metadata, dict):
+            rag_evidence = {
+                "operation_id": topic.get("operation_id"),
+                "intent": topic.get("intent"),
+                "agent": topic.get("agent"),
+                "source_text": source_text,
+                "metadata": rag_metadata,
+            }
+            if rag_context:
+                rag_evidence["context"] = rag_context
+            if rag_evidence not in combined_rag_results:
+                combined_rag_results.append(rag_evidence)
         secondary_answers.append(answer)
         handled.append({**topic, "status": "completed"})
 
@@ -99,4 +115,6 @@ async def drain_pending_topics(
     if unique:
         secondary = "\n\n".join(unique)
         candidate = f"{candidate.rstrip()}\n\n{secondary}".strip()
-    return PendingTopicDrain(candidate, remaining, handled, combined_mcp_results)
+    return PendingTopicDrain(
+        candidate, remaining, handled, combined_mcp_results, combined_rag_results
+    )
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index e1fdcb0e..00000000
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diff --git a/scripts/sync_pending_topics_to_tuning.py b/scripts/sync_pending_topics_to_tuning.py
index c91eaf21..26158899 100644
--- a/scripts/sync_pending_topics_to_tuning.py
+++ b/scripts/sync_pending_topics_to_tuning.py
@@ -13,16 +13,23 @@ def replace_once(text: str, old: str, new: str, path: Path) -> str:
 
 def update_state(path: Path) -> None:
     text = path.read_text(encoding="utf-8")
-    if "    pending_topics: list[dict[str, Any]]" in text:
-        return
-    text = replace_once(
-        text,
-        "    supervisor_results: list[dict[str, Any]]\n",
-        "    supervisor_results: list[dict[str, Any]]\n"
-        "    pending_topics: list[dict[str, Any]]\n"
-        "    handled_topics: list[dict[str, Any]]\n",
-        path,
-    )
+    if "    pending_topics: list[dict[str, Any]]" not in text:
+        text = replace_once(
+            text,
+            "    supervisor_results: list[dict[str, Any]]\n",
+            "    supervisor_results: list[dict[str, Any]]\n"
+            "    pending_topics: list[dict[str, Any]]\n"
+            "    handled_topics: list[dict[str, Any]]\n",
+            path,
+        )
+    if "    rag_results: list[dict[str, Any]]" not in text:
+        text = replace_once(
+            text,
+            "    mcp_results: list[dict[str, Any]]\n",
+            "    mcp_results: list[dict[str, Any]]\n"
+            "    rag_results: list[dict[str, Any]]\n",
+            path,
+        )
     path.write_text(text, encoding="utf-8")
 
 
@@ -121,17 +128,119 @@ def update_guardrail_evidence_context(path: Path) -> None:
     path.write_text(text, encoding="utf-8")
 
 
+def update_rag_propagation(path: Path) -> None:
+    text = path.read_text(encoding="utf-8")
+    mcp_line = '                "mcp_results": drained.mcp_results,\n'
+    rag_line = mcp_line + '                "rag_results": drained.rag_results,\n'
+    if rag_line not in text:
+        if mcp_line not in text:
+            raise RuntimeError(f"Marcador MCP não encontrado em {path}")
+        text = text.replace(mcp_line, rag_line)
+    text = text.replace(
+        '            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),\n',
+        '            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),\n',
+    )
+    marker = '            current_evidence = list(state.get("mcp_results", []) or [])\n'
+    addition = marker + '            current_evidence.extend(state.get("rag_results", []) or [])\n'
+    if marker in text and addition not in text:
+        text = text.replace(marker, addition, 1)
+    path.write_text(text, encoding="utf-8")
+
+
+def update_rag_agents(path: Path) -> None:
+    text = path.read_text(encoding="utf-8")
+    marker = '            "rag": rag_metadata,\n'
+    if marker not in text or '            "rag_results": [{\n' in text:
+        return
+    addition = marker + (
+        '            "rag_context": rag_context,\n'
+        '            "rag_results": [{\n'
+        '                "intent": state.get("intent"),\n'
+        '                "agent": self.name,\n'
+        '                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),\n'
+        '                "metadata": rag_metadata,\n'
+        '                **({"context": rag_context} if rag_context else {}),\n'
+        '            }],\n'
+    )
+    path.write_text(text.replace(marker, addition, 1), encoding="utf-8")
+
+
+def update_rag_http_response(path: Path) -> None:
+    text = path.read_text(encoding="utf-8")
+    marker = '                    "mcp_results": result.get("mcp_results"),\n'
+    addition = marker + '                    "rag_results": result.get("rag_results"),\n'
+    if addition not in text:
+        text = replace_once(text, marker, addition, path)
+        path.write_text(text, encoding="utf-8")
+
+
+def update_rag_telemetry(path: Path) -> None:
+    text = path.read_text(encoding="utf-8")
+    marker = '                    "mcp_results": state.get("mcp_results", []),\n'
+    addition = marker + '                    "rag_results": state.get("rag_results", []),\n'
+    if addition not in text:
+        text = replace_once(text, marker, addition, path)
+        path.write_text(text, encoding="utf-8")
+
+
+def update_rag_env(path: Path) -> None:
+    text = path.read_text(encoding="utf-8")
+    if "KBDB_IDENTIFY_DOCUMENT=" in text:
+        return
+    marker = "RAG_FILE_GLOBS=*.md,*.txt,*.yaml,*.yml,*.json\n"
+    settings_block = """
+# RAG / KBDB
+# RAG provider: standard (local) ou kbdb (PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE)
+RAG_PROVIDER=standard
+# KBDB usa credenciais próprias; não há fallback para ADB_*.
+KBDB_DB_USER=
+KBDB_DB_PASSWORD=
+KBDB_DB_DSN=
+KBDB_DB_WALLET_LOCATION=
+KBDB_DB_WALLET_PASSWORD=
+KBDB_SEARCH_TYPE=hybrid
+KBDB_NODE_EXPANSION=true
+KBDB_NODE_MAX_RELATED=8
+KBDB_GRAPH_CROSS_REF=false
+KBDB_MAX_CROSS_REF_HOPS=1
+KBDB_DOCUMENT_TYPE=customer_safe
+KBDB_METADATA_JSON=
+KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
+RAG_GROUNDED_ONLY=false
+KBDB_GROUNDED_ONLY=true
+"""
+    if marker in text:
+        text = text.replace(marker, marker + "\n" + settings_block, 1)
+    else:
+        text = text.rstrip() + "\n\n" + settings_block
+    path.write_text(text, encoding="utf-8")
+
+
 def main() -> None:
     tuning = ROOT / "Tuning-Performance"
     states = sorted(tuning.glob("**/app/state.py"))
     graphs = sorted(tuning.glob("**/app/workflows/agent_graph.py"))
+    agents = sorted(tuning.glob("**/app/agents/*.py"))
+    mains = sorted(tuning.glob("**/app/main.py"))
+    envs = sorted(tuning.glob("**/.env.example"))
     for path in states:
         update_state(path)
     for path in graphs:
         update_graph(path)
         update_evidence_propagation(path)
         update_guardrail_evidence_context(path)
-    print(f"pending_topics sincronizado: {len(states)} states, {len(graphs)} graphs")
+        update_rag_propagation(path)
+        update_rag_telemetry(path)
+    for path in agents:
+        update_rag_agents(path)
+    for path in mains:
+        update_rag_http_response(path)
+    for path in envs:
+        update_rag_env(path)
+    print(f"pending_topics/RAG sincronizado: {len(states)} states, {len(graphs)} graphs, {len(agents)} agents, {len(mains)} APIs, {len(envs)} envs")
 
 
 if __name__ == "__main__":
diff --git a/templates/agent_template_backend/.env.example b/templates/agent_template_backend/.env.example
index 16527cf8..dfca44a0 100644
--- a/templates/agent_template_backend/.env.example
+++ b/templates/agent_template_backend/.env.example
@@ -230,6 +230,9 @@ KBDB_MAX_CROSS_REF_HOPS=1
 KBDB_DOCUMENT_TYPE=customer_safe
 KBDB_METADATA_JSON=
 KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
 
 # RAG grounding
 RAG_GROUNDED_ONLY=false
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diff --git a/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc b/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-313.pyc
deleted file mode 100644
index 7fbc59f0..00000000
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diff --git a/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-314.pyc b/templates/agent_template_backend/app/agents/__pycache__/support_agent.cpython-314.pyc
deleted file mode 100644
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diff --git a/templates/agent_template_backend/app/agents/billing_agent.py b/templates/agent_template_backend/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/templates/agent_template_backend/app/agents/billing_agent.py
+++ b/templates/agent_template_backend/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/templates/agent_template_backend/app/agents/orders_agent.py b/templates/agent_template_backend/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/templates/agent_template_backend/app/agents/orders_agent.py
+++ b/templates/agent_template_backend/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/templates/agent_template_backend/app/agents/product_agent.py b/templates/agent_template_backend/app/agents/product_agent.py
index 113bd8e9..cc65c705 100644
--- a/templates/agent_template_backend/app/agents/product_agent.py
+++ b/templates/agent_template_backend/app/agents/product_agent.py
@@ -123,6 +123,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/templates/agent_template_backend/app/agents/support_agent.py b/templates/agent_template_backend/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/templates/agent_template_backend/app/agents/support_agent.py
+++ b/templates/agent_template_backend/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/templates/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc b/templates/agent_template_backend/app/examples/__pycache__/__init__.cpython-313.pyc
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diff --git a/templates/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc b/templates/agent_template_backend/app/examples/__pycache__/noc_examples.cpython-313.pyc
deleted file mode 100644
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diff --git a/templates/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc b/templates/agent_template_backend/app/examples/__pycache__/observer_examples.cpython-313.pyc
deleted file mode 100644
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diff --git a/templates/agent_template_backend/app/main.py b/templates/agent_template_backend/app/main.py
index 86530a36..891f0e06 100644
--- a/templates/agent_template_backend/app/main.py
+++ b/templates/agent_template_backend/app/main.py
@@ -460,6 +460,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "transaction_evidence": result.get("relevant_transaction_evidence", []),
                     "transaction_pre_validation": result.get("transaction_pre_validation"),
                     "business_context": business_context.model_dump(),
diff --git a/templates/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc b/templates/agent_template_backend/app/observability/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
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diff --git a/templates/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc b/templates/agent_template_backend/app/presentation/__pycache__/tool_renderers.cpython-313.pyc
deleted file mode 100644
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diff --git a/templates/agent_template_backend/app/state.py b/templates/agent_template_backend/app/state.py
index 0b4da3e9..aee4d926 100644
--- a/templates/agent_template_backend/app/state.py
+++ b/templates/agent_template_backend/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/templates/agent_template_backend/app/workflow_actions/__pycache__/__init__.cpython-313.pyc b/templates/agent_template_backend/app/workflow_actions/__pycache__/__init__.cpython-313.pyc
deleted file mode 100644
index d2173760..00000000
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deleted file mode 100644
index 9ec9aa1b..00000000
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diff --git a/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index 3515b5c1..00000000
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diff --git a/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-314.pyc b/templates/agent_template_backend/app/workflows/__pycache__/agent_graph.cpython-314.pyc
deleted file mode 100644
index 7e6e5fcb..00000000
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diff --git a/templates/agent_template_backend/app/workflows/agent_graph.py b/templates/agent_template_backend/app/workflows/agent_graph.py
index d1455b4c..f76c2c7d 100644
--- a/templates/agent_template_backend/app/workflows/agent_graph.py
+++ b/templates/agent_template_backend/app/workflows/agent_graph.py
@@ -570,6 +570,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -577,7 +578,7 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -650,6 +651,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -733,6 +735,7 @@ class AgentWorkflow:
             relevant_transaction_evidence = list(state.get("relevant_transaction_evidence") or [])
             judge_context["transaction_evidence"] = relevant_transaction_evidence
             current_evidence = list(state.get("mcp_results", []) or [])
+            current_evidence.extend(state.get("rag_results", []) or [])
             current_evidence.extend(relevant_transaction_evidence)
             judge_context["evidence"] = current_evidence or judge_context.get("evidence")
             judge_context["route"] = state.get("route")
@@ -880,6 +883,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                     "transaction_evidence": state.get("relevant_transaction_evidence", []),
                 },
             )
diff --git a/templates/agent_template_backend_day_zero/.env.example b/templates/agent_template_backend_day_zero/.env.example
index eeb71309..1668c3d3 100644
--- a/templates/agent_template_backend_day_zero/.env.example
+++ b/templates/agent_template_backend_day_zero/.env.example
@@ -215,7 +215,7 @@ LONG_TERM_MEMORY_INJECT_CONTEXT=true
 # kbdb     = KBDB enterprise via PKG_KB_SERVING.SEARCH_KNOWLEDGE_BASE
 RAG_PROVIDER=standard
 
-# Somente usados quando RAG_PROVIDER=kbdb. Se vazios, credenciais caem para ADB_*.
+# Somente usados quando RAG_PROVIDER=kbdb; não há fallback para ADB_*.
 KBDB_DB_USER=
 KBDB_DB_PASSWORD=
 KBDB_DB_DSN=
@@ -229,3 +229,6 @@ KBDB_MAX_CROSS_REF_HOPS=1
 KBDB_DOCUMENT_TYPE=customer_safe
 KBDB_METADATA_JSON=
 KBDB_MIN_SCORE=
+KBDB_IDENTIFY_DOCUMENT=true
+KBDB_STORE_QUERY=true
+KBDB_IDENTIFY_TOP_N=3
diff --git a/templates/agent_template_backend_day_zero/app/__pycache__/__init__.cpython-313.pyc b/templates/agent_template_backend_day_zero/app/__pycache__/__init__.cpython-313.pyc
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diff --git a/templates/agent_template_backend_day_zero/app/agents/__pycache__/support_agent.cpython-313.pyc b/templates/agent_template_backend_day_zero/app/agents/__pycache__/support_agent.cpython-313.pyc
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diff --git a/templates/agent_template_backend_day_zero/app/agents/billing_agent.py b/templates/agent_template_backend_day_zero/app/agents/billing_agent.py
index aa600999..e627beb9 100644
--- a/templates/agent_template_backend_day_zero/app/agents/billing_agent.py
+++ b/templates/agent_template_backend_day_zero/app/agents/billing_agent.py
@@ -108,6 +108,14 @@ class BillingAgent(AgentRuntimeMixin):
             "next_state": "BILLING_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/templates/agent_template_backend_day_zero/app/agents/orders_agent.py b/templates/agent_template_backend_day_zero/app/agents/orders_agent.py
index f557bed4..bdb3c244 100644
--- a/templates/agent_template_backend_day_zero/app/agents/orders_agent.py
+++ b/templates/agent_template_backend_day_zero/app/agents/orders_agent.py
@@ -108,6 +108,14 @@ class OrdersAgent(AgentRuntimeMixin):
             "next_state": "ORDER_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/templates/agent_template_backend_day_zero/app/agents/product_agent.py b/templates/agent_template_backend_day_zero/app/agents/product_agent.py
index 34433f57..3e1f0d6d 100644
--- a/templates/agent_template_backend_day_zero/app/agents/product_agent.py
+++ b/templates/agent_template_backend_day_zero/app/agents/product_agent.py
@@ -108,6 +108,14 @@ class ProductAgent(AgentRuntimeMixin):
             "next_state": "PRODUCT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/templates/agent_template_backend_day_zero/app/agents/support_agent.py b/templates/agent_template_backend_day_zero/app/agents/support_agent.py
index b4f0244f..99562a7d 100644
--- a/templates/agent_template_backend_day_zero/app/agents/support_agent.py
+++ b/templates/agent_template_backend_day_zero/app/agents/support_agent.py
@@ -108,6 +108,14 @@ class SupportAgent(AgentRuntimeMixin):
             "next_state": "SUPPORT_ACTIVE",
             "mcp_results": tool_context,
             "rag": rag_metadata,
+            "rag_context": rag_context,
+            "rag_results": [{
+                "intent": state.get("intent"),
+                "agent": self.name,
+                "source_text": str(state.get("sanitized_input") or state.get("user_text") or ""),
+                "metadata": rag_metadata,
+                **({"context": rag_context} if rag_context else {}),
+            }],
             "memory_context_metadata": state.get("memory_context_metadata"),
             **self.transaction_state_patch(state),
         }
diff --git a/templates/agent_template_backend_day_zero/app/main.py b/templates/agent_template_backend_day_zero/app/main.py
index 670f85f9..0b9f0a6e 100644
--- a/templates/agent_template_backend_day_zero/app/main.py
+++ b/templates/agent_template_backend_day_zero/app/main.py
@@ -455,6 +455,7 @@ async def _process_gateway_message(req: GatewayRequest, emit_sse: bool = False)
                     "domain": result.get("domain"),
                     "mcp_tools": result.get("mcp_tools"),
                     "mcp_results": result.get("mcp_results"),
+                    "rag_results": result.get("rag_results"),
                     "business_context": business_context.model_dump(),
                     "identity_missing": missing_identity_keys,
                     "judges": result.get("judge_results"),
diff --git a/templates/agent_template_backend_day_zero/app/observability/__pycache__/__init__.cpython-313.pyc b/templates/agent_template_backend_day_zero/app/observability/__pycache__/__init__.cpython-313.pyc
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diff --git a/templates/agent_template_backend_day_zero/app/observability/__pycache__/telemetry_observer.cpython-313.pyc b/templates/agent_template_backend_day_zero/app/observability/__pycache__/telemetry_observer.cpython-313.pyc
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diff --git a/templates/agent_template_backend_day_zero/app/state.py b/templates/agent_template_backend_day_zero/app/state.py
index fb4a93bd..a0016e73 100644
--- a/templates/agent_template_backend_day_zero/app/state.py
+++ b/templates/agent_template_backend_day_zero/app/state.py
@@ -23,6 +23,7 @@ class AgentState(TypedDict, total=False):
     domain: str
     mcp_tools: list[str]
     mcp_results: list[dict[str, Any]]
+    rag_results: list[dict[str, Any]]
     available_mcp_tools: list[str]
     selected_tool_call: dict[str, Any]
     pending_tool_call: dict[str, Any]
diff --git a/templates/agent_template_backend_day_zero/app/workflows/__pycache__/agent_graph.cpython-313.pyc b/templates/agent_template_backend_day_zero/app/workflows/__pycache__/agent_graph.cpython-313.pyc
deleted file mode 100644
index 31ea4a26..00000000
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diff --git a/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py b/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
index 76d16dfb..aa4726f6 100644
--- a/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
+++ b/templates/agent_template_backend_day_zero/app/workflows/agent_graph.py
@@ -568,6 +568,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "output_guardrails_already_applied": False,
                 "supervisor_action": "disabled",
                 "supervisor_attempt": int(state.get("supervisor_attempt", 0)),
@@ -575,7 +576,7 @@ class AgentWorkflow:
 
         context = {
             **(state.get("context") or {}),
-            "evidence": drained.mcp_results or (state.get("context") or {}).get("evidence"),
+            "evidence": (list(drained.mcp_results) + list(drained.rag_results)) or (state.get("context") or {}).get("evidence"),
             "tool_result": drained.mcp_results or (state.get("context") or {}).get("tool_result"),
             "tool_executed": any(isinstance(item, dict) and item.get("ok") for item in drained.mcp_results),
             "mcp_results": drained.mcp_results,
@@ -648,6 +649,7 @@ class AgentWorkflow:
                 "pending_topics": drained.pending_topics,
                 "handled_topics": drained.handled_topics,
                 "mcp_results": drained.mcp_results,
+                "rag_results": drained.rag_results,
                 "guardrail_decisions": state.get("guardrail_decisions", [])
                 + [item for r in decision.results for item in (r.metadata or {}).get("legacy_decisions", [])],
             }
@@ -805,6 +807,7 @@ class AgentWorkflow:
                     "judges": state.get("judge_results", []),
                     "mcp_tools": state.get("mcp_tools", []),
                     "mcp_results": state.get("mcp_results", []),
+                    "rag_results": state.get("rag_results", []),
                 },
             )
 
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diff --git a/tests/unit/test_multi_intent_planner.py b/tests/unit/test_multi_intent_planner.py
index 2f47ab81..d463d6bd 100644
--- a/tests/unit/test_multi_intent_planner.py
+++ b/tests/unit/test_multi_intent_planner.py
@@ -40,6 +40,20 @@ def test_transactional_intent_is_primary_even_when_mentioned_second():
     assert [item.intent for item in plan.operations] == ["cancel", "invoice"]
 
 
+def test_sentence_boundary_does_not_leak_previous_intent_into_knowledge_query():
+    planner = MultiIntentPlanner([
+        IntentDefinition(name="invoice", agent="billing", priority=20, keywords=["fatura"]),
+        IntentDefinition(name="knowledge", agent="support", priority=30, keywords=["tarifação"]),
+    ])
+    plan = planner.plan(
+        "quero ver minha fatura e o valor. depois gostaria de saber como funciona a tarifação do plano"
+    )
+    assert plan is not None
+    knowledge = next(item for item in plan.operations if item.intent == "knowledge")
+    assert knowledge.source_text == "depois gostaria de saber como funciona a tarifação do plano"
+    assert not knowledge.source_text.startswith("valor")
+
+
 def test_does_not_plan_single_intent_or_invent_unknown_intent():
     assert _planner().plan("quero cancelar pedido") is None
     assert _planner().plan("quero cancelar pedido e saber o clima") is None
diff --git a/tests/unit/test_pending_topics_isolation.py b/tests/unit/test_pending_topics_isolation.py
index d5c1b69b..e2dbb948 100644
--- a/tests/unit/test_pending_topics_isolation.py
+++ b/tests/unit/test_pending_topics_isolation.py
@@ -12,6 +12,8 @@ async def test_secondary_topic_does_not_inherit_primary_transaction_state():
         return {
             "answer": "Aqui está a sua segunda via.",
             "mcp_results": [{"tool_name": "consultar_faturas", "ok": True}],
+            "rag": {"provider": "kbdb", "attempted": True, "status": "executed", "document_count": 1},
+            "rag_context": "Documento recuperado da base de conhecimento.",
         }
 
     state = {
@@ -59,3 +61,5 @@ async def test_secondary_topic_does_not_inherit_primary_transaction_state():
         {"tool_name": "consultar_vas"},
         {"tool_name": "consultar_faturas", "ok": True},
     ]
+    assert result.rag_results[0]["metadata"]["provider"] == "kbdb"
+    assert result.rag_results[0]["context"] == "Documento recuperado da base de conhecimento."
diff --git a/tests/unit/test_rag_kbdb_provider.py b/tests/unit/test_rag_kbdb_provider.py
index b3d1722d..48f77b75 100644
--- a/tests/unit/test_rag_kbdb_provider.py
+++ b/tests/unit/test_rag_kbdb_provider.py
@@ -1,4 +1,5 @@
 from types import SimpleNamespace
+from contextlib import contextmanager
 
 import pytest
 
@@ -16,6 +17,7 @@ def _settings(**overrides):
         KBDB_NODE_MAX_RELATED=8, KBDB_GRAPH_CROSS_REF=False,
         KBDB_MAX_CROSS_REF_HOPS=1, KBDB_DOCUMENT_TYPE="customer_safe",
         KBDB_METADATA_JSON=None, KBDB_MIN_SCORE=None,
+        KBDB_IDENTIFY_DOCUMENT=True, KBDB_STORE_QUERY=True, KBDB_IDENTIFY_TOP_N=3,
     )
     data.update(overrides)
     return SimpleNamespace(**data)
@@ -115,3 +117,69 @@ def test_kbdb_does_not_fallback_to_framework_adb_credentials():
     )
     with pytest.raises(RuntimeError, match="KBDB_DB_USER"):
         KbdbRagService(settings)
+
+
+def test_kbdb_discovers_number_flags_and_clob_output(monkeypatch):
+    import sys
+    from agent_framework.rag.kbdb_service import KbdbRagService
+
+    captured = {}
+
+    class Var:
+        def __init__(self, value=None):
+            self.value = value
+
+        def getvalue(self):
+            return self.value
+
+    class Cursor:
+        def execute(self, statement):
+            captured["signature_query"] = statement
+
+        def fetchall(self):
+            names = [
+                ("P_SEARCH_TYPE", "VARCHAR2"), ("P_QUERY", "VARCHAR2"),
+                ("P_TOP_K", "NUMBER"), ("P_NODE_EXPANSION", "NUMBER"),
+                ("P_NODE_MAX_RELATED", "NUMBER"), ("P_DOCUMENT_TYPE", "VARCHAR2"),
+                ("P_METADATA", "CLOB"), ("P_IDENTIFY_DOCUMENT", "NUMBER"),
+                ("P_STORE_QUERY", "NUMBER"), ("P_IDENTIFY_TOP_N", "NUMBER"),
+                ("P_RESULT", "CLOB"),
+            ]
+            return [
+                (name, index, "OUT" if index == 11 else "IN", data_type, None)
+                for index, (name, data_type) in enumerate(names, start=1)
+            ]
+
+        def var(self, data_type, size=None):
+            captured["out_type"] = data_type
+            return Var('{"units": [], "seeds": []}')
+
+        def callproc(self, name, binds):
+            captured["procedure"] = name
+            captured["binds"] = binds
+
+    class Connection:
+        def cursor(self):
+            return Cursor()
+
+    class FakeOracleDb:
+        DB_TYPE_JSON = "JSON"
+        DB_TYPE_CLOB = "CLOB"
+        DB_TYPE_VARCHAR = "VARCHAR"
+
+    service = KbdbRagService(_settings())
+
+    @contextmanager
+    def connect():
+        yield Connection()
+
+    monkeypatch.setitem(sys.modules, "oracledb", FakeOracleDb)
+    monkeypatch.setattr(service, "_connect", connect)
+
+    result = service._search_sync("como funciona?", 5)
+
+    assert result == {"units": [], "seeds": []}
+    assert captured["procedure"] == "PKG_KB_SERVING.search_knowledge_base"
+    assert captured["binds"][3] == 1
+    assert captured["binds"][7:10] == [1, 1, 3]
+    assert captured["out_type"] == "CLOB"
diff --git a/tests/unit/test_tuning_pending_topics_sync.py b/tests/unit/test_tuning_pending_topics_sync.py
index f5f77d60..b0f8e50c 100644
--- a/tests/unit/test_tuning_pending_topics_sync.py
+++ b/tests/unit/test_tuning_pending_topics_sync.py
@@ -13,7 +13,8 @@ def test_all_tuning_backend_graphs_support_pending_topics():
         assert '"pending_topics": drained.pending_topics' in source, path
         assert '"handled_topics": drained.handled_topics' in source, path
         assert '"mcp_results": drained.mcp_results' in source, path
-        assert '"evidence": drained.mcp_results' in source, path
+        assert '"rag_results": drained.rag_results' in source, path
+        assert 'list(drained.mcp_results) + list(drained.rag_results)' in source, path
 
 
 def test_all_tuning_backend_states_expose_pending_topics():
@@ -23,6 +24,7 @@ def test_all_tuning_backend_states_expose_pending_topics():
         source = path.read_text(encoding="utf-8")
         assert "pending_topics: list[dict[str, Any]]" in source, path
         assert "handled_topics: list[dict[str, Any]]" in source, path
+        assert "rag_results: list[dict[str, Any]]" in source, path
 
 
 def test_canonical_templates_delegate_drain_to_framework_helper():
@@ -36,7 +38,53 @@ def test_canonical_templates_delegate_drain_to_framework_helper():
         assert '"pending_topics": drained.pending_topics' in graph_source
         assert '"handled_topics": drained.handled_topics' in graph_source
         assert '"mcp_results": drained.mcp_results' in graph_source
-        assert '"evidence": drained.mcp_results' in graph_source
+        assert '"rag_results": drained.rag_results' in graph_source
+        assert 'list(drained.mcp_results) + list(drained.rag_results)' in graph_source
         assert "MultiIntentPlanner.public_messages" not in graph_source
         assert "pending_topics: list[dict[str, Any]]" in state_source
         assert "handled_topics: list[dict[str, Any]]" in state_source
+        assert "rag_results: list[dict[str, Any]]" in state_source
+
+
+def test_all_rag_agents_expose_metadata_and_context_as_state_evidence():
+    roots = [ROOT / "templates", ROOT / "Tuning-Performance"]
+    agents = sorted(
+        path
+        for root in roots
+        for path in root.glob("**/app/agents/*.py")
+        if '"rag": rag_metadata' in path.read_text(encoding="utf-8")
+    )
+    assert agents
+    for path in agents:
+        source = path.read_text(encoding="utf-8")
+        assert '"rag_context": rag_context' in source, path
+        assert '"rag_results": [{' in source, path
+
+
+def test_templates_and_tuning_expose_rag_results_in_api_and_telemetry():
+    roots = [ROOT / "templates", ROOT / "Tuning-Performance"]
+    mains = sorted(path for root in roots for path in root.glob("**/app/main.py"))
+    graphs = sorted(path for root in roots for path in root.glob("**/app/workflows/agent_graph.py"))
+    assert mains and graphs
+    for path in mains:
+        assert '"rag_results": result.get("rag_results")' in path.read_text(encoding="utf-8"), path
+    for path in graphs:
+        assert '"rag_results": state.get("rag_results", [])' in path.read_text(encoding="utf-8"), path
+
+
+def test_all_tuning_envs_expose_complete_kbdb_configuration():
+    envs = sorted((ROOT / "Tuning-Performance").glob("**/.env.example"))
+    assert envs
+    required = (
+        "RAG_PROVIDER=standard",
+        "KBDB_DB_USER=",
+        "KBDB_DB_DSN=",
+        "KBDB_IDENTIFY_DOCUMENT=true",
+        "KBDB_STORE_QUERY=true",
+        "KBDB_IDENTIFY_TOP_N=3",
+        "KBDB_GROUNDED_ONLY=true",
+    )
+    for path in envs:
+        source = path.read_text(encoding="utf-8")
+        for setting in required:
+            assert setting in source, (path, setting)