Agents

AI agent reasoning and tool selection tests planning, tool choice, and self-diagnosis capabilities. These skills are crucial for autonomous ticket triage systems and complex agent workflows where models must decide which tools to use, plan multi-step processes, and diagnose when things go wrong. This represents some of the most challenging tasks as they require open-ended reasoning and decision-making.

Duration

12s

Input Tokens

1229

Output Tokens

432

Cost

$0.00

Context

Input

Asses the current state and decide if we are on track or not

Expected output

We are on track

Model output

Reasoning: 
1. **Understanding the Task and Context**:
   - The user's request is to find available flights from London to Paris for tomorrow.
   - The trajectory shows that the agent has already completed the first step: determining tomorrow's date (2025-05-29) using the calendar tool.
   - The current cycle is 3, and the scratch pad indicates the agent is interpreting the calendar tool's result and deciding the next action.

2. **Assessing Progress**:
   - The agent has broken the task into 4 steps (as noted in the scratch pad):
     1. Determine tomorrow's date (completed).
     2. Use the 'flights' tool to search for available flights (pending).
     3. Store the flight search result in working memory (pending).
     4. Compile and present the results to the user (pending).
   - The agent is currently on Step 2 of 4, which means it is about to execute the flight search.

3. **Evaluating the Current State**:
   - The agent has correctly interpreted the calendar tool's result and confirmed the date format (YYYY-MM-DD) matches the 'flights' tool's requirements.
   - The next logical action is to use the 'flights' tool to search for flights from London to Paris on 2025-05-29.
   - The scratch pad notes align with the task's goals, and no unnecessary loops or deviations are present.

4. **Decision**:
   - The agent is on track. The steps taken so far are logical, and the remaining steps are clearly outlined.
   - No corrective action is needed; the agent should proceed with the next step (using the 'flights' tool).
    

Response: We are on track. The next step is to use the 'flights' tool to search for available flights from London to Paris for 2025-05-29. Proceed with this action.