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
4s
Input Tokens
1257
Output Tokens
201
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: To complete the task of finding available flights from London to Paris for tomorrow, I need to evaluate the three given plans (A, B, C) and choose the most appropriate one based on the user's request and the available tools. Plan A involves checking flights using the 'flights' tool and cross-verifying with a web search, which ensures accuracy but is more complex and time-consuming. Plan B is straightforward and relies solely on the 'flights' tool, but it might not provide a comprehensive view if the tool has limitations. Plan C supplements the 'flights' tool with a web search if the initial results are limited, offering a balance between comprehensiveness and efficiency. Given the user's request for available flights and the need for both accuracy and efficiency, Plan C seems to be the most balanced approach as it ensures a good range of results while verifying the 'flights' tool's output.

Response: Plan C