diff --git a/src/agentkit/server/routes/portal.py b/src/agentkit/server/routes/portal.py
index f146d8c..dd3378d 100644
--- a/src/agentkit/server/routes/portal.py
+++ b/src/agentkit/server/routes/portal.py
@@ -14,6 +14,11 @@ from pydantic import BaseModel
 from agentkit.core.protocol import TaskMessage
 from agentkit.core.react import ReActEngine
 from agentkit.router.intent import IntentRouter
+from agentkit.server.routes.evolution_dashboard import (
+    _experiences as _dashboard_experiences,
+    DashboardExperience,
+    _broadcast_event as _broadcast_dashboard_event,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -520,6 +525,29 @@ async def portal_websocket(websocket: WebSocket):
 
             # Add user message to conversation
             _conversation_store.add_message(conv.id, "user", message_text)
+            start_time = datetime.now(timezone.utc)
+
+            async def _record_experience(
+                task_type: str, goal: str, outcome: str, duration_seconds: float
+            ) -> None:
+                """Record experience to dashboard after chat completion."""
+                try:
+                    exp = DashboardExperience(
+                        id=str(uuid.uuid4()),
+                        task_type=task_type,
+                        goal=goal[:200],
+                        outcome=outcome,
+                        duration_seconds=duration_seconds,
+                        created_at=datetime.now(timezone.utc),
+                    )
+                    _dashboard_experiences.append(exp)
+                    await _broadcast_dashboard_event("experience_added", {
+                        "id": exp.id, "task_type": exp.task_type,
+                        "goal": exp.goal, "outcome": exp.outcome,
+                    })
+                    await _broadcast_dashboard_event("metrics_updated", {"period": "7d"})
+                except Exception as e:
+                    logger.warning(f"Failed to record experience: {e}")
 
             # Unified routing via CostAwareRouter (handles Layer 0/1/2)
             pool = websocket.app.state.agent_pool
@@ -588,6 +616,7 @@ async def portal_websocket(websocket: WebSocket):
                     "type": "result",
                     "data": {"status": "completed", "content": response.content},
                 })
+                await _record_experience("chat", message_text, "success", (datetime.now(timezone.utc) - start_time).total_seconds())
                 continue
 
             # General path: agent execution
@@ -614,6 +643,7 @@ async def portal_websocket(websocket: WebSocket):
                         "type": "result",
                         "data": {"status": "completed", "content": response.content},
                     })
+                    await _record_experience("chat", message_text, "success", (datetime.now(timezone.utc) - start_time).total_seconds())
                     continue
                 agent = await pool.create_agent_from_skill(agent_name)
 
@@ -675,9 +705,14 @@ async def portal_websocket(websocket: WebSocket):
             if response_text:
                 _conversation_store.add_message(conv.id, "assistant", response_text)
 
+            outcome = "success" if response_text else "failure"
             await websocket.send_json(
                 {"type": "result", "data": {"message": response_text}}
             )
+            await _record_experience(
+                routing_result.skill_name or "agent", message_text,
+                outcome, (datetime.now(timezone.utc) - start_time).total_seconds(),
+            )
 
     except WebSocketDisconnect:
         logger.debug(f"Portal WebSocket disconnected for conversation {conv.id if conv else 'N/A'}")