Monitoring logs

README.md

@@ -213,7 +213,7 @@ graph TD
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1361-limegreen" alt="Total views">
-  <p>Refresh Date: 2026-01-30</p>
+  <img src="https://img.shields.io/badge/Total%20views-1416-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-02</p>
 </div>
 <!-- END BADGE -->

TROUBLESHOOTING.md

@@ -347,7 +347,7 @@ terraform apply
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1361-limegreen" alt="Total views">
-  <p>Refresh Date: 2026-01-30</p>
+  <img src="https://img.shields.io/badge/Total%20views-1416-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-02</p>
 </div>
 <!-- END BADGE -->

src/a2a/agent/agent_adapters.py

@@ -71,9 +71,9 @@ def _initialize_agent(self) -> None:
         remote_endpoint = os.getenv("AZURE_AI_AGENT_ENDPOINT") or os.getenv("AZURE_AI_PROJECT_ENDPOINT")
 
         # Try remote first if available
-        if (remote_endpoint and agent_id and 
-            agent_id.startswith("asst_") and 
-            not agent_id.startswith("asst_local_")):
+        # Real Foundry agent IDs are not guaranteed to start with "asst_".
+        # Only treat explicit "asst_local_*" IDs as local simulation.
+        if (remote_endpoint and agent_id and not agent_id.startswith("asst_local_")):
             try:
                 self._agent_processor = AgentProcessor(
                     agent_id=agent_id,

src/a2a/status_automation.ps1

@@ -1,35 +1,18 @@
-param(
-  [string]$WebAppName = $env:WEB_APP_NAME,
-  [string]$StatusUrl = $env:A2A_AUTOMATION_STATUS_URL
-)
-
-# Check A2A Automation Framework Status
+# Check A2A Automation Framework Status
 Write-Host "Checking A2A Automation Framework status..."
-$processes = Get-CimInstance Win32_Process -ErrorAction SilentlyContinue |
-  Where-Object { $_.CommandLine -like "*automated_main*" }
-
-if ($processes) {
+ = Get-Process -Name "python" -ErrorAction SilentlyContinue | Where-Object { .CommandLine -like "*automated_main*" }
+if () {
   Write-Host "A2A Automation Framework is RUNNING"
-  Write-Host "Processes: $($processes.Count)"
-  $processes | Select-Object ProcessId,Name,CreationDate | Format-Table -AutoSize
+  Write-Host "Processes: 0"
+   | Format-Table Id,ProcessName,StartTime
 } else {
   Write-Host "A2A Automation Framework is STOPPED"
 }
 
-# Build status URL dynamically
-if (-not $StatusUrl -and $WebAppName) {
-  $StatusUrl = "https://$WebAppName.azurewebsites.net/a2a/automation/status"
-}
-
-if (-not $StatusUrl) {
-  Write-Host "Automation endpoint not accessible (missing WebAppName or StatusUrl)"
-  return
-}
-
 # Check automation endpoint
 try {
-  $status = Invoke-RestMethod -Uri $StatusUrl -TimeoutSec 5
-  Write-Host "Automation Status: $($status | ConvertTo-Json -Compress)"
+   = Invoke-RestMethod -Uri "https://zava-8e5461ee-app.azurewebsites.net/a2a/automation/status" -TimeoutSec 5
+  Write-Host "Automation Status: "
 } catch {
   Write-Host "Automation endpoint not accessible"
 }

src/app/agents/agent_processor.py

@@ -9,6 +9,11 @@
     from azure.ai.projects import AIProjectClient  # type: ignore
     from azure.identity import DefaultAzureCredential  # type: ignore
     from services.azure_auth import get_default_credential, get_inference_credential  # type: ignore
+    try:
+        # Preferred runtime client for threads/messages/runs
+        from azure.ai.agents import AgentsClient  # type: ignore
+    except Exception:
+        AgentsClient = None  # type: ignore
     _REMOTE_AVAILABLE = True
 except Exception:
     _REMOTE_AVAILABLE = False
@@ -113,6 +118,7 @@ def __init__(self, agent_id: str, project_endpoint: str = None):
             project_endpoint: Optional project endpoint (reads from env if not provided)
         """
         self.agent_id = agent_id
+        self._runtime_agent_id = agent_id
 
         raw_endpoint = (
             project_endpoint
@@ -139,6 +145,142 @@ def __init__(self, agent_id: str, project_endpoint: str = None):
 
         self.project_endpoint = full_project_endpoint
         self.client = AIProjectClient(endpoint=self.project_endpoint, credential=get_default_credential())
+
+        # Best-effort: resolve the underlying OpenAI-style assistant id (asst_...)
+        # when the configured id is a friendly/name-based id.
+        self._runtime_agent_id = self._maybe_resolve_assistant_id(self._runtime_agent_id)
+
+        # Some azure-ai-projects builds expose only agent-management operations on .agents.
+        # In that case, use azure-ai-agents AgentsClient for thread/message/run operations.
+        self._agents_api = None
+        try:
+            if (
+                hasattr(self.client, "agents")
+                and hasattr(self.client.agents, "threads")
+                and hasattr(self.client.agents.threads, "create")
+                and hasattr(self.client.agents, "messages")
+                and hasattr(self.client.agents.messages, "create")
+                and hasattr(self.client.agents, "runs")
+                and hasattr(self.client.agents.runs, "create_and_process")
+            ):
+                self._agents_api = self.client.agents
+        except Exception:
+            self._agents_api = None
+
+        if self._agents_api is None:
+            if AgentsClient is None:
+                raise ValueError(
+                    "Remote agent support unavailable: this SDK build doesn't expose threads on AIProjectClient.agents "
+                    "and azure-ai-agents is not installed."
+                )
+            # AgentsClient expects the project endpoint (per Microsoft docs snippets).
+            self._agents_api = AgentsClient(endpoint=self.project_endpoint, credential=get_default_credential())
+
+    def _maybe_resolve_assistant_id(self, configured_id: str) -> str:
+        if not configured_id:
+            return configured_id
+        # Local simulation stays untouched.
+        if configured_id.startswith("asst_local_"):
+            return configured_id
+        # Already an assistant id.
+        if configured_id.startswith("asst"):
+            return configured_id
+
+        try:
+            agents = getattr(self.client, "agents", None)
+            if not agents or not hasattr(agents, "list"):
+                return configured_id
+            for agent in agents.list():
+                agent_id = getattr(agent, "id", None)
+                agent_name = getattr(agent, "name", None)
+                if configured_id not in {agent_id, agent_name}:
+                    continue
+                for attr in (
+                    "assistant_id",
+                    "assistantId",
+                    "openai_assistant_id",
+                    "openaiAssistantId",
+                    "assistantID",
+                ):
+                    value = getattr(agent, attr, None)
+                    if isinstance(value, str) and value.startswith("asst"):
+                        return value
+                # Some SDKs only populate `id` with an assistant id.
+                if isinstance(agent_id, str) and agent_id.startswith("asst"):
+                    return agent_id
+        except Exception:
+            # Best-effort only; keep configured value.
+            return configured_id
+
+        return configured_id
+
+    @staticmethod
+    def _get_obj_id(obj: Any) -> str | None:
+        if obj is None:
+            return None
+        # SDK models can be rich objects or MutableMapping
+        if hasattr(obj, "id"):
+            return getattr(obj, "id")
+        if isinstance(obj, dict):
+            return obj.get("id")
+        return None
+
+    def _create_thread(self):
+        agents = self._agents_api
+        if hasattr(agents, "threads") and hasattr(agents.threads, "create"):
+            return agents.threads.create()
+        if hasattr(agents, "create_thread"):
+            return agents.create_thread()
+        raise AttributeError("No supported thread creation method on agents client")
+
+    def _delete_thread(self, thread_id: str) -> None:
+        agents = self._agents_api
+        if hasattr(agents, "threads") and hasattr(agents.threads, "delete"):
+            agents.threads.delete(thread_id)
+            return
+        if hasattr(agents, "delete_thread"):
+            agents.delete_thread(thread_id)
+            return
+
+    def _create_message(self, thread_id: str, role: str, content: str) -> None:
+        agents = self._agents_api
+        if hasattr(agents, "messages") and hasattr(agents.messages, "create"):
+            agents.messages.create(thread_id=thread_id, role=role, content=content)
+            return
+        if hasattr(agents, "create_message"):
+            agents.create_message(thread_id=thread_id, role=role, content=content)
+            return
+        raise AttributeError("No supported message creation method on agents client")
+
+    def _run_and_process(self, thread_id: str):
+        agents = self._agents_api
+        runtime_id = self._runtime_agent_id
+        # Preferred (azure-ai-agents style)
+        if hasattr(agents, "runs") and hasattr(agents.runs, "create_and_process"):
+            # Different SDK builds use either `agent_id` or `assistant_id`.
+            try:
+                return agents.runs.create_and_process(thread_id=thread_id, agent_id=runtime_id)
+            except TypeError:
+                return agents.runs.create_and_process(thread_id=thread_id, assistant_id=runtime_id)
+        # Older helper naming
+        if hasattr(agents, "create_and_process_run"):
+            # This helper is typically OpenAI-assistants shaped.
+            return agents.create_and_process_run(thread_id=thread_id, assistant_id=runtime_id)
+        # Some clients expose a one-shot convenience
+        if hasattr(agents, "create_thread_and_process_run"):
+            try:
+                return agents.create_thread_and_process_run(agent_id=runtime_id)
+            except TypeError:
+                return agents.create_thread_and_process_run(assistant_id=runtime_id)
+        raise AttributeError("No supported run method on agents client")
+
+    def _list_messages(self, thread_id: str):
+        agents = self._agents_api
+        if hasattr(agents, "messages") and hasattr(agents.messages, "list"):
+            return agents.messages.list(thread_id=thread_id)
+        if hasattr(agents, "list_messages"):
+            return agents.list_messages(thread_id=thread_id)
+        raise AttributeError("No supported message listing method on agents client")
 
     def run_conversation_with_text_stream(
         self,
@@ -157,40 +299,56 @@ def run_conversation_with_text_stream(
         Yields:
             Chunks of the agent's response
         """
+        thread_id: str | None = None
         try:
             # Create a thread for this conversation
-            thread = self.client.agents.create_thread()
+            thread = self._create_thread()
+            thread_id = self._get_obj_id(thread)
+            if not thread_id:
+                raise RuntimeError("Agent thread creation returned no id")
 
             # Build the message content
             message_content = user_message
             if additional_context:
                 message_content = f"Context: {json.dumps(additional_context)}\n\nUser: {user_message}"
 
             # Add message to thread
-            self.client.agents.create_message(
-                thread_id=thread.id,
-                role="user",
-                content=message_content
-            )
+            self._create_message(thread_id=thread_id, role="user", content=message_content)
 
             # Run the agent
-            run = self.client.agents.create_and_process_run(
-                thread_id=thread.id,
-                assistant_id=self.agent_id
-            )
+            self._run_and_process(thread_id=thread_id)
 
             # Get messages
-            messages = self.client.agents.list_messages(thread_id=thread.id)
+            messages = self._list_messages(thread_id=thread_id)
 
             # Find the assistant's response
             for message in messages:
                 if message.role == "assistant":
-                    for content in message.content:
-                        if hasattr(content, 'text'):
+                    # Message content can be a list of blocks or a mapping
+                    contents = getattr(message, "content", None)
+                    if isinstance(message, dict) and contents is None:
+                        contents = message.get("content")
+                    if not contents:
+                        continue
+                    for content in contents:
+                        # SDK content blocks commonly expose .text.value
+                        if hasattr(content, "text") and hasattr(content.text, "value"):
                             yield content.text.value
-
-            # Clean up
-            self.client.agents.delete_thread(thread.id)
+                        elif isinstance(content, dict):
+                            text = content.get("text")
+                            if isinstance(text, dict) and isinstance(text.get("value"), str):
+                                yield text["value"]
+                            elif isinstance(text, str):
+                                yield text
+                        elif isinstance(content, str):
+                            yield content
 
         except Exception as e:
             yield f"Error communicating with agent: {str(e)}"
+        finally:
+            if thread_id:
+                try:
+                    self._delete_thread(thread_id)
+                except Exception:
+                    # Best-effort cleanup; ignore failures
+                    pass