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

1372

Output Tokens

688

Cost

$0.00

Context

Input

The flights.search_flights call has returned 6 available flights from London to Paris for tomorrow. What is the next tool you will call, and why?

Expected output

The next tool is memory, to store the flights tool call result.

Model output

Reasoning: The task is to identify the next tool call given that `flights.search_flights` has returned 6 available flights. 

1. **Analyze the User Request:** The user wants to find the 'cheapest flights' from London to Paris for tomorrow and 'return the top 3 options'.
2. **Review Current Progress:** We have successfully obtained the date for tomorrow and searched for flights, which returned 6 options.
3. **Consult Planned Steps:** The `scratch_pad` explicitly states 'Planned next step: Filter by price and select top 3 cheapest options.'
4. **Evaluate Available Tools:** The `flights` tool has a `filter_by_price` method, which directly addresses the 'cheapest flights' requirement. After filtering, the top 3 can be easily selected.
5. **Determine Next Action:** To fulfill the user's request for the 'cheapest flights' and 'top 3 options' from the 6 available flights, the logical next step is to use the `flights.filter_by_price` tool.

Response: The next tool I will call is `flights.filter_by_price`. This is because the user specifically asked for the 'cheapest flights' and to 'return the top 3 options'. Having already retrieved 6 available flights, the next logical step is to filter these results by price to identify the cheapest ones, which directly aligns with the user's request and the planned next step in the `scratch_pad`.