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
9s
Input Tokens
1337
Output Tokens
258
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: The user wants to find flights from London to Paris for tomorrow. I need to choose a plan from the provided options. Plan C seems like the most efficient, as it uses the flights tool and supplements the results with a web search if needed. This combines the speed of the flight tool with the broader coverage of a web search. Here's the plan:

1.  Call the calendar tool to get tomorrow's date.
2.  Call the flights tool with the departure and arrival cities and the date.
3.  If the flights tool returns fewer than 3 options, call the web search tool with a query to find flights.
4.  Merge and summarize the results.

Response: I will proceed with Plan C. This plan is designed to find flights from London to Paris for tomorrow. First, I will retrieve tomorrow's date using the calendar tool. Then, I'll use the flights tool to search for available flights. If the flights tool provides less than three options, I will supplement the results using a web search. Finally, I will combine the results and present them to the user.