new feature: Multi-Intent

.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" />

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

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),
         }

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),
         }

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),
         }

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),
         }

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"),

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]

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", []),
                 },
             )
 

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
 ###############################################################################

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),
         }

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),
         }

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),
         }

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),
         }

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"),

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]

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", []),
                 },
             )
 

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
 ###############################################################################

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),
         }

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),
         }

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),
         }

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),
         }

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"),

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]

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", []),
                 },
             )
 

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
 ###############################################################################