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.

0
Duration
16s
Input Tokens
3595
Output Tokens
209
Cost
$0.00
Context
Input
As the first step you are reflecting and deciding on the plan to follow to complete the task. You have three candidate plans:

A) Plan A:
- Step 1 → Call calendar to get tomorrow’s date.
- Step 2 → Call flights (London ➜ Paris, date).
- Step 3 → Call web_search with query "London to Paris flights on [date]" to cross-check available flights found in the previous step.
- Step 4 → If there are discrepancies between flights tool and web search, re-query flights tool for confirmation.
- Step 5 → Summarize all gathered flight options and send results to the user.

B) Plan B:
- Step 1 → Call calendar to get tomorrow’s date.
- Step 2 → Call flights (London ➜ Paris, date).
- Step 3 → Summarize flights tool results and send to the user.

C) Plan C:
- Step 1 → Call calendar to get tomorrow’s date.
- Step 2 → Call flights (London ➜ Paris, date).
- Step 3 → If the flights tool returns fewer than 3 options, call web_search with query "London to Paris flights on [date]" to supplement results.
- Step 4 → Merge both sets of results and send the combined summary to the user.

Pick **one** plan you will execute.
Expected output
Plan B, is the preferred one as its the most efficient, and that is instructed
Model output
Reasoning: 1. I understand the user's request is to find available flights from London to Paris for tomorrow.
2. I have identified three candidate plans: Plan A, Plan B, and Plan C.
3. Plan A seems to be the most systematic approach as it checks the flight options both from the flights tool and web_search for cross-verification. This ensures accuracy and reliability.
4. Plan B only summarizes the flight tool results and sends them to the user, which may not provide a comprehensive list of options.
5. Plan C supplements results from the flights tool with web_search if there are fewer than 3 options, but it does not cross-verify the results like Plan A does.
6. Therefore, I choose to execute Plan A to ensure I provide the user with the most accurate and comprehensive list of flight options.

Response: I will execute Plan A.