# Dapr Agents Calculator Demo

## Prerequisites

- Python 3.10 or later
- Dapr CLI (v1.15.x)
- Redis (for state storage and pub/sub)
- Azure OpenAI API key

## Setup

1. Create and activate a virtual environment:

```bash
# Create a virtual environment
python3.10 -m venv .venv

# Activate the virtual environment 
# On Windows:
.venv\Scripts\activate
# On macOS/Linux:
source .venv/bin/activate
```

2. Install dependencies:

```bash
pip install -r requirements.txt
```

3. Set Up Environment Variables: Create an `.env` file to securely store your API keys and other sensitive information. For example:

```
OPENAI_API_KEY="your-api-key"
OPENAI_BASE_URL="https://api.openai.com/v1"
```

## Running the Application

Make sure Redis is running on your local machine (default port 6379).

### Running All Components with Dapr

1. Start the calculator agent:

```bash
dapr run --app-id CalculatorApp --app-port 8002 --resources-path ./components python calculator_agent.py
```

2. Start the LLM orchestrator:

```bash
dapr run --app-id OrchestratorApp --app-port 8004 --resources-path ./components python llm_orchestrator.py
```

3. Run the client:

```bash
dapr run --app-id ClientApp --dapr-http-port 3502 --resources-path ./components -- python client.py

```

## Expected Behavior

### LLM Orchestrator

```
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Workflow iteration 1 started (Instance ID: 22fb2349f9a742279ddbfae9da3330ac).
== APP == 2025-04-21 03:19:34.372 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.base:Started workflow with instance ID 22fb2349f9a742279ddbfae9da3330ac.
== APP == INFO:dapr_agents.workflow.base:Monitoring workflow '22fb2349f9a742279ddbfae9da3330ac'...
== APP == 2025-04-21 03:19:34.377 durabletask-client INFO: Waiting up to 300s for instance '22fb2349f9a742279ddbfae9da3330ac' to complete.
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Initial message from User -> LLMOrchestrator
== APP == 2025-04-21 03:19:34.383 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Task with LLM...
== APP == INFO:dapr_agents.llm.utils.request:Structured Mode Activated! Mode=json.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == INFO:dapr_agents.llm.utils.response:Structured output was successfully validated.
== APP == 2025-04-21 03:19:38.396 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == 2025-04-21 03:19:38.410 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.workflow.agentic:LLMOrchestrator broadcasting message to beacon_channel.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:LLMOrchestrator published 'BroadcastMessage' to topic 'beacon_channel'.
== APP == 2025-04-21 03:19:38.427 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Task with LLM...
== APP == INFO:dapr_agents.workflow.task:Retrieving conversation history...
== APP == INFO:dapr_agents.llm.utils.request:Structured Mode Activated! Mode=json.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == INFO:dapr_agents.llm.utils.response:Structured output was successfully validated.
== APP == 2025-04-21 03:19:39.462 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == 2025-04-21 03:19:39.476 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.workflow.agentic:LLMOrchestrator broadcasting message to beacon_channel.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:LLMOrchestrator published 'BroadcastMessage' to topic 'beacon_channel'.
== APP == 2025-04-21 03:19:39.490 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Triggering agent MathematicsAgent for step 1, substep None (Instance ID: 22fb2349f9a742279ddbfae9da3330ac)
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Marked step 1, substep None as 'in_progress'
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.workflow.agentic:LLMOrchestrator sending message to agent 'MathematicsAgent'.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:LLMOrchestrator published 'TriggerAction' to topic 'MathematicsAgent'.
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Waiting for MathematicsAgent's response...
== APP == 2025-04-21 03:19:39.502 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 1 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'AgentTaskResponse'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_agent_response' for event type 'AgentTaskResponse'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:LLMOrchestrator processing agent response for workflow instance '22fb2349f9a742279ddbfae9da3330ac'.
== APP == INFO:dapr_agents.workflow.base:Raising workflow event 'AgentTaskResponse' for instance '22fb2349f9a742279ddbfae9da3330ac'
== APP == 2025-04-21 03:19:40.819 durabletask-client INFO: Raising event 'AgentTaskResponse' for instance '22fb2349f9a742279ddbfae9da3330ac'.
== APP == INFO:dapr_agents.workflow.base:Successfully raised workflow event 'AgentTaskResponse' for instance '22fb2349f9a742279ddbfae9da3330ac'!
== APP == 2025-04-21 03:19:40.827 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac Event raised: agenttaskresponse
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:MathematicsAgent sent a response.
== APP == 2025-04-21 03:19:40.827 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updating task history for MathematicsAgent at step 1, substep None (Instance ID: 22fb2349f9a742279ddbfae9da3330ac)
== APP == 2025-04-21 03:19:40.843 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Task with LLM...
== APP == INFO:dapr_agents.workflow.task:Retrieving conversation history...
== APP == INFO:dapr_agents.llm.utils.request:Structured Mode Activated! Mode=json.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == INFO:dapr_agents.llm.utils.response:Structured output was successfully validated.
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Tracking Progress: {'verdict': 'continue', 'plan_needs_update': False, 'plan_status_update': [{'step': 1, 'substep': None, 'status': 'completed'}, {'step': 2, 'substep': None, 'status': 'in_progress'}, {'step': 2, 'substep': 2.1, 'status': 'in_progress'}], 'plan_restructure': None}
== APP == 2025-04-21 03:19:42.532 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updating plan for instance 22fb2349f9a742279ddbfae9da3330ac
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updated status of step 1, substep None to 'completed'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updated status of step 2, substep None to 'in_progress'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updated status of step 2, substep 2.1 to 'in_progress'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Plan successfully updated for instance 22fb2349f9a742279ddbfae9da3330ac
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Workflow iteration 2 started (Instance ID: 22fb2349f9a742279ddbfae9da3330ac).
== APP == 2025-04-21 03:19:42.543 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == 2025-04-21 03:19:42.552 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Task with LLM...
== APP == INFO:dapr_agents.workflow.task:Retrieving conversation history...
== APP == INFO:dapr_agents.llm.utils.request:Structured Mode Activated! Mode=json.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == INFO:dapr_agents.llm.utils.response:Structured output was successfully validated.
== APP == 2025-04-21 03:19:43.561 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == 2025-04-21 03:19:43.574 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.workflow.agentic:LLMOrchestrator broadcasting message to beacon_channel.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:LLMOrchestrator published 'BroadcastMessage' to topic 'beacon_channel'.
== APP == 2025-04-21 03:19:43.593 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Triggering agent MathematicsAgent for step 2, substep 2.2 (Instance ID: 22fb2349f9a742279ddbfae9da3330ac)
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Marked step 2, substep 2.2 as 'in_progress'
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.workflow.agentic:LLMOrchestrator sending message to agent 'MathematicsAgent'.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:LLMOrchestrator published 'TriggerAction' to topic 'MathematicsAgent'.
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Waiting for MathematicsAgent's response...
== APP == 2025-04-21 03:19:43.605 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 1 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'AgentTaskResponse'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_agent_response' for event type 'AgentTaskResponse'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:LLMOrchestrator processing agent response for workflow instance '22fb2349f9a742279ddbfae9da3330ac'.
== APP == INFO:dapr_agents.workflow.base:Raising workflow event 'AgentTaskResponse' for instance '22fb2349f9a742279ddbfae9da3330ac'
== APP == 2025-04-21 03:19:44.581 durabletask-client INFO: Raising event 'AgentTaskResponse' for instance '22fb2349f9a742279ddbfae9da3330ac'.
== APP == INFO:dapr_agents.workflow.base:Successfully raised workflow event 'AgentTaskResponse' for instance '22fb2349f9a742279ddbfae9da3330ac'!
== APP == 2025-04-21 03:19:44.585 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac Event raised: agenttaskresponse
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:MathematicsAgent sent a response.
== APP == 2025-04-21 03:19:44.585 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updating task history for MathematicsAgent at step 2, substep 2.2 (Instance ID: 22fb2349f9a742279ddbfae9da3330ac)
== APP == 2025-04-21 03:19:44.600 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Task with LLM...
== APP == INFO:dapr_agents.workflow.task:Retrieving conversation history...
== APP == INFO:dapr_agents.llm.utils.request:Structured Mode Activated! Mode=json.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == INFO:dapr_agents.llm.utils.response:Structured output was successfully validated.
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Tracking Progress: {'verdict': 'continue', 'plan_needs_update': False, 'plan_status_update': [{'step': 2, 'substep': 2.1, 'status': 'completed'}, {'step': 2, 'substep': 2.2, 'status': 'completed'}, {'step': 2, 'substep': None, 'status': 'completed'}], 'plan_restructure': None}
== APP == 2025-04-21 03:19:46.130 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updating plan for instance 22fb2349f9a742279ddbfae9da3330ac
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updated status of step 2, substep 2.1 to 'completed'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updated status of step 2, substep 2.2 to 'completed'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updated status of step 2, substep None to 'completed'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Plan successfully updated for instance 22fb2349f9a742279ddbfae9da3330ac
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Workflow iteration 3 started (Instance ID: 22fb2349f9a742279ddbfae9da3330ac).
== APP == 2025-04-21 03:19:46.159 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == 2025-04-21 03:19:46.174 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Task with LLM...
== APP == INFO:dapr_agents.workflow.task:Retrieving conversation history...
== APP == INFO:dapr_agents.llm.utils.request:Structured Mode Activated! Mode=json.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == INFO:dapr_agents.llm.utils.response:Structured output was successfully validated.
== APP == 2025-04-21 03:19:47.370 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == 2025-04-21 03:19:47.383 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.workflow.agentic:LLMOrchestrator broadcasting message to beacon_channel.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:LLMOrchestrator published 'BroadcastMessage' to topic 'beacon_channel'.
== APP == 2025-04-21 03:19:47.403 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Triggering agent MathematicsAgent for step 3, substep 3.1 (Instance ID: 22fb2349f9a742279ddbfae9da3330ac)
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Marked step 3, substep 3.1 as 'in_progress'
== APP == INFO:dapr_agents.workflow.agentic:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.workflow.agentic:LLMOrchestrator sending message to agent 'MathematicsAgent'.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:LLMOrchestrator published 'TriggerAction' to topic 'MathematicsAgent'.
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Waiting for MathematicsAgent's response...
== APP == 2025-04-21 03:19:47.417 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 1 task(s) and 1 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'AgentTaskResponse'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_agent_response' for event type 'AgentTaskResponse'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:LLMOrchestrator processing agent response for workflow instance '22fb2349f9a742279ddbfae9da3330ac'.
== APP == INFO:dapr_agents.workflow.base:Raising workflow event 'AgentTaskResponse' for instance '22fb2349f9a742279ddbfae9da3330ac'
== APP == 2025-04-21 03:19:50.031 durabletask-client INFO: Raising event 'AgentTaskResponse' for instance '22fb2349f9a742279ddbfae9da3330ac'.
== APP == INFO:dapr_agents.workflow.base:Successfully raised workflow event 'AgentTaskResponse' for instance '22fb2349f9a742279ddbfae9da3330ac'!
== APP == 2025-04-21 03:19:50.038 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac Event raised: agenttaskresponse
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:MathematicsAgent sent a response.
== APP == 2025-04-21 03:19:50.039 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updating task history for MathematicsAgent at step 3, substep 3.1 (Instance ID: 22fb2349f9a742279ddbfae9da3330ac)
== APP == 2025-04-21 03:19:50.055 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Task with LLM...
== APP == INFO:dapr_agents.workflow.task:Retrieving conversation history...
== APP == INFO:dapr_agents.llm.utils.request:Structured Mode Activated! Mode=json.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == INFO:dapr_agents.llm.utils.response:Structured output was successfully validated.
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Tracking Progress: {'verdict': 'completed', 'plan_needs_update': False, 'plan_status_update': [{'step': 3, 'substep': 3.1, 'status': 'completed'}, {'step': 3, 'substep': 3.2, 'status': 'completed'}, {'step': 3, 'substep': None, 'status': 'completed'}, {'step': 4, 'substep': 4.1, 'status': 'completed'}, {'step': 4, 'substep': None, 'status': 'completed'}, {'step': 5, 'substep': None, 'status': 'completed'}], 'plan_restructure': None}
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Workflow ending with verdict: completed
== APP == 2025-04-21 03:19:52.263 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Task with LLM...
== APP == INFO:dapr_agents.workflow.task:Retrieving conversation history...
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == 2025-04-21 03:19:53.984 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestrator yielded with 2 task(s) and 0 event(s) outstanding.
== APP == INFO:dapr_agents.workflow.task:Invoking Regular Task
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updating plan for instance 22fb2349f9a742279ddbfae9da3330ac
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Updated status of step 3, substep 3.1 to 'completed'
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Plan successfully updated for instance 22fb2349f9a742279ddbfae9da3330ac
== APP == INFO:dapr_agents.workflow.orchestrators.llm.orchestrator:Workflow 22fb2349f9a742279ddbfae9da3330ac has been finalized with verdict: completed
== APP == 2025-04-21 03:19:53.998 durabletask-worker INFO: 22fb2349f9a742279ddbfae9da3330ac: Orchestration completed with status: COMPLETED
INFO[0044] 22fb2349f9a742279ddbfae9da3330ac: 'LLMWorkflow' completed with a COMPLETED status.  app_id=OrchestratorApp instance=mac.lan scope=dapr.wfengine.durabletask.backend type=log ver=1.15.3
INFO[0044] Workflow Actor '22fb2349f9a742279ddbfae9da3330ac': workflow completed with status 'ORCHESTRATION_STATUS_COMPLETED' workflowName 'LLMWorkflow'  app_id=OrchestratorApp instance=mac.lan scope=dapr.runtime.actors.targets.workflow type=log ver=1.15.3
== APP == 2025-04-21 03:19:53.999 durabletask-client INFO: Instance '22fb2349f9a742279ddbfae9da3330ac' completed.
== APP == INFO:dapr_agents.workflow.base:Workflow 22fb2349f9a742279ddbfae9da3330ac completed with status: WorkflowStatus.COMPLETED.
== APP == INFO:dapr_agents.workflow.base:Workflow '22fb2349f9a742279ddbfae9da3330ac' completed successfully. Status: COMPLETED.
== APP == INFO:dapr_agents.workflow.base:Finished monitoring workflow '22fb2349f9a742279ddbfae9da3330ac'.
INFO[0076] Placement tables updated, version: 103        app_id=OrchestratorApp instance=mac.lan scope=dapr.runtime.actors.placement type=log ver=1.15.3
INFO[0076] Running actor reminder migration from state store to scheduler  app_id=OrchestratorApp instance=mac.lan scope=dapr.runtime.actors.reminders.migration type=log ver=1.15.3
INFO[0076] Skipping migration, no missing scheduler reminders found  app_id=OrchestratorApp instance=mac.lan scope=dapr.runtime.actors.reminders.migration type=log ver=1.15.3
INFO[0076] Found 0 missing scheduler reminders from state store  app_id=OrchestratorApp instance=mac.lan scope=dapr.runtime.actors.reminders.migration type=log ver=1.15.3
INFO[0076] Migrated 0 reminders from state store to scheduler successfully  app_id=OrchestratorApp instance=mac.lan scope=dapr.runtime.actors.reminders.migration type=log ver=1.15.3
^Cℹ️  
terminated signal received: shutting down
INFO[0081] Received signal 'interrupt'; beginning shutdown  app_id=OrchestratorApp instance=mac.lan scope=dapr.signals type=log ver=1.15.3
✅  Exited Dapr successfully
✅  Exited App successfully
```

### MathematicsAgent

```
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'BroadcastMessage'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_broadcast_message' for event type 'BroadcastMessage'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received broadcast message of type 'BroadcastMessage' from 'LLMOrchestrator'.
== APP == INFO:dapr_agents.agent.actor.base:Activating actor with ID: MathematicsAgent
== APP == INFO:dapr_agents.agent.actor.base:Initializing state for MathematicsAgent
WARN[0021] Redis does not support transaction rollbacks and should not be used in production as an actor state store.  app_id=CalculatorApp component="workflowstatestore (state.redis/v1)" instance=mac.lan scope=dapr.contrib type=log ver=1.15.3
== APP == INFO:     127.0.0.1:59669 - "PUT /actors/MathematicsAgentActor/MathematicsAgent/method/AddMessage HTTP/1.1" 200 OK
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'BroadcastMessage'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_broadcast_message' for event type 'BroadcastMessage'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received broadcast message of type 'BroadcastMessage' from 'LLMOrchestrator'.
== APP == INFO:     127.0.0.1:59669 - "PUT /actors/MathematicsAgentActor/MathematicsAgent/method/AddMessage HTTP/1.1" 200 OK
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'TriggerAction'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_trigger_action' for event type 'TriggerAction'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received TriggerAction from LLMOrchestrator.
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent executing default task from memory.
== APP == INFO:dapr_agents.agent.actor.base:Actor MathematicsAgent invoking a task
== APP == INFO:dapr_agents.agent.patterns.toolcall.base:Iteration 1/10 started.
== APP == INFO:dapr_agents.llm.utils.request:Tools are available in the request.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == user:
== APP == Initiate the process by acknowledging the mathematical problem to solve: Determine the sum of 1 + 1.
== APP == 
== APP == --------------------------------------------------------------------------------
== APP == 
== APP == assistant:
== APP == Acknowledging the task: We need to determine the sum of 1 + 1. Let's proceed to the next step and identify the operands involved in this calculation.
== APP == 
== APP == --------------------------------------------------------------------------------
== APP == 
== APP == INFO:     127.0.0.1:59669 - "PUT /actors/MathematicsAgentActor/MathematicsAgent/method/InvokeTask HTTP/1.1" 200 OK
== APP == INFO:dapr_agents.agent.actor.service:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.agent.actor.service:MathematicsAgent broadcasting message to selected agents.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:MathematicsAgent published 'BroadcastMessage' to topic 'beacon_channel'.
== APP == INFO:dapr_agents.agent.actor.service:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.agent.actor.service:MathematicsAgent sending message to agent 'LLMOrchestrator'.
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'BroadcastMessage'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_broadcast_message' for event type 'BroadcastMessage'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received broadcast message of type 'BroadcastMessage' from 'MathematicsAgent'.
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent ignored its own broadcast message of type 'BroadcastMessage'.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:MathematicsAgent published 'AgentTaskResponse' to topic 'LLMOrchestrator'.
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'BroadcastMessage'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_broadcast_message' for event type 'BroadcastMessage'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received broadcast message of type 'BroadcastMessage' from 'LLMOrchestrator'.
== APP == INFO:     127.0.0.1:59669 - "PUT /actors/MathematicsAgentActor/MathematicsAgent/method/AddMessage HTTP/1.1" 200 OK
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'TriggerAction'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_trigger_action' for event type 'TriggerAction'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received TriggerAction from LLMOrchestrator.
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent executing default task from memory.
== APP == INFO:dapr_agents.agent.actor.base:Actor MathematicsAgent invoking a task
== APP == INFO:dapr_agents.agent.patterns.toolcall.base:Iteration 1/10 started.
== APP == INFO:dapr_agents.llm.utils.request:Tools are available in the request.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == user:
== APP == Please record the second operand: 1.
== APP == 
== APP == --------------------------------------------------------------------------------
== APP == 
== APP == assistant:
== APP == The second operand involved in this calculation is recorded as: 1. Now, let's proceed to perform the addition of the identified numbers.
== APP == 
== APP == --------------------------------------------------------------------------------
== APP == 
== APP == INFO:     127.0.0.1:59669 - "PUT /actors/MathematicsAgentActor/MathematicsAgent/method/InvokeTask HTTP/1.1" 200 OK
== APP == INFO:dapr_agents.agent.actor.service:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.agent.actor.service:MathematicsAgent broadcasting message to selected agents.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:MathematicsAgent published 'BroadcastMessage' to topic 'beacon_channel'.
== APP == INFO:dapr_agents.agent.actor.service:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.agent.actor.service:MathematicsAgent sending message to agent 'LLMOrchestrator'.
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'BroadcastMessage'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_broadcast_message' for event type 'BroadcastMessage'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received broadcast message of type 'BroadcastMessage' from 'MathematicsAgent'.
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent ignored its own broadcast message of type 'BroadcastMessage'.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:MathematicsAgent published 'AgentTaskResponse' to topic 'LLMOrchestrator'.
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'BroadcastMessage'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_broadcast_message' for event type 'BroadcastMessage'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received broadcast message of type 'BroadcastMessage' from 'LLMOrchestrator'.
== APP == INFO:     127.0.0.1:59669 - "PUT /actors/MathematicsAgentActor/MathematicsAgent/method/AddMessage HTTP/1.1" 200 OK
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'TriggerAction'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_trigger_action' for event type 'TriggerAction'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received TriggerAction from LLMOrchestrator.
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent executing default task from memory.
== APP == INFO:dapr_agents.agent.actor.base:Actor MathematicsAgent invoking a task
== APP == INFO:dapr_agents.agent.patterns.toolcall.base:Iteration 1/10 started.
== APP == INFO:dapr_agents.llm.utils.request:Tools are available in the request.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == INFO:dapr_agents.agent.patterns.toolcall.base:Executing Add with arguments {"a":1,"b":1}
== APP == INFO:dapr_agents.tool.executor:Running tool (auto): Add
== APP == INFO:dapr_agents.agent.patterns.toolcall.base:Iteration 2/10 started.
== APP == INFO:dapr_agents.llm.utils.request:Tools are available in the request.
== APP == INFO:dapr_agents.llm.openai.chat:Invoking ChatCompletion API.
== APP == INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions "HTTP/1.1 200 OK"
== APP == INFO:dapr_agents.llm.openai.chat:Chat completion retrieved successfully.
== APP == user:
== APP == Proceed to set up the addition operation with the recorded operands: 1 + 1.
== APP == 
== APP == --------------------------------------------------------------------------------
== APP == 
== APP == assistant:
== APP == Function name: Add (Call Id: call_ac3Xlh4pn7tBFkrI2K9uOqvG)
== APP == Arguments: {"a":1,"b":1}
== APP == 
== APP == --------------------------------------------------------------------------------
== APP == 
== APP == Add(tool) (Id: call_ac3Xlh4pn7tBFkrI2K9uOqvG):
== APP == 2.0
== APP == 
== APP == --------------------------------------------------------------------------------
== APP == 
== APP == assistant:
== APP == The result of the addition operation 1 + 1 is 2.0. Let's verify the calculation result to ensure the accuracy of the addition process.
== APP == 
== APP == --------------------------------------------------------------------------------
== APP == 
== APP == INFO:     127.0.0.1:59669 - "PUT /actors/MathematicsAgentActor/MathematicsAgent/method/InvokeTask HTTP/1.1" 200 OK
== APP == INFO:dapr_agents.agent.actor.service:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.agent.actor.service:MathematicsAgent broadcasting message to selected agents.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:MathematicsAgent published 'BroadcastMessage' to topic 'beacon_channel'.
== APP == INFO:dapr_agents.agent.actor.service:Agents found in 'agentstatestore' for key 'agents_registry'.
== APP == INFO:dapr_agents.agent.actor.service:MathematicsAgent sending message to agent 'LLMOrchestrator'.
== APP == INFO:dapr_agents.workflow.messaging.parser:Validating payload with model 'BroadcastMessage'...
== APP == INFO:dapr_agents.workflow.messaging.routing:Dispatched to handler 'process_broadcast_message' for event type 'BroadcastMessage'
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent received broadcast message of type 'BroadcastMessage' from 'MathematicsAgent'.
== APP == INFO:dapr_agents.agent.actor.agent:MathematicsAgent ignored its own broadcast message of type 'BroadcastMessage'.
== APP == INFO:dapr_agents.workflow.messaging.pubsub:MathematicsAgent published 'AgentTaskResponse' to topic 'LLMOrchestrator'.
^Cℹ️  
terminated signal received: shutting down
✅  Exited Dapr successfully
✅  Exited App successfully
```