atlasbot: use structured answers before LLM

services/comms/atlasbot-deployment.yaml

@@ -16,7 +16,7 @@ spec:
       labels:
         app: atlasbot
       annotations:
-        checksum/atlasbot-configmap: manual-atlasbot-36
+        checksum/atlasbot-configmap: manual-atlasbot-37
         vault.hashicorp.com/agent-inject: "true"
         vault.hashicorp.com/role: "comms"
         vault.hashicorp.com/agent-inject-secret-turn-secret: "kv/data/atlas/comms/turn-shared-secret"

services/comms/scripts/atlasbot/bot.py

@@ -1744,6 +1744,17 @@ class _AtlasbotHandler(BaseHTTPRequestHandler):
         snapshot = _snapshot_state()
         inventory = _snapshot_inventory(snapshot) or node_inventory_live()
         workloads = _snapshot_workloads(snapshot)
+        metrics_summary = snapshot_context(prompt, snapshot)
+        structured = structured_answer(
+            prompt,
+            inventory=inventory,
+            metrics_summary=metrics_summary,
+            snapshot=snapshot,
+            workloads=workloads,
+        )
+        if structured:
+            self._write_json(200, {"answer": structured})
+            return
         context = build_context(
             prompt,
             allow_tools=False,
@@ -2065,6 +2076,19 @@ def sync_loop(token: str, room_id: str):
                 if not inventory:
                     inventory = _snapshot_inventory(snapshot)
                 workloads = _snapshot_workloads(snapshot)
+                metrics_summary = snapshot_context(body, snapshot)
+                structured = structured_answer(
+                    body,
+                    inventory=inventory,
+                    metrics_summary=metrics_summary,
+                    snapshot=snapshot,
+                    workloads=workloads,
+                )
+                if structured:
+                    history[hist_key].append(f"Atlas: {structured}")
+                    history[hist_key] = history[hist_key][-80:]
+                    send_msg(token, rid, structured)
+                    continue
                 context = build_context(
                     body,
                     allow_tools=allow_tools,