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

Input Tokens

1147

Output Tokens

247

Cost

$0.01

Context

Input

You have decided to call the flight tool, update the scratch pad

Expected output

The scratch pad is updated with the new action, example model_output: Current step: Called 'flights' tool with parameters (from_city: London, to_city: Paris, date: 2025-05-29); waiting for tool result.
Remaining goals:
- Receive and process the flight search result.
- Summarize available flight options and present them to the user.
Notes:
- Ensure the result includes key details (flight numbers, times, prices if available).
- Store the raw flight result in working memory for reference.
- Prepare final summary once results are in.
Progress: Step 3 of 4.

Model output

Reasoning: The trajectory indicates we already resolved “tomorrow” using the calendar tool and obtained the date 2025-05-29. The current instruction says we have decided to call the flights tool and to update the scratch pad. Therefore, the correct next action is to record the tool call intent with required parameters (from_city London, to_city Paris, date 2025-05-29), advance progress to the next step, and note that we should wait for and then summarize results.

Response: {"scratch_pad":"Current step: Execute flight search using resolved travel date.\nAction decided: Call 'flights' tool with parameters {from_city: 'London', to_city: 'Paris', date: '2025-05-29'}.\nRemaining goals:\n- Receive available flight options from the flights tool.\n- Store returned flight options in working memory.\n- Compile and present concise results to the user.\nNotes:\n- Date format confirmed as YYYY-MM-DD (2025-05-29), matching tool requirements.\n- Route confirmed: London -> Paris.\nProgress: Step 3 of 4."}