Agents – moonshot/kimi-k2-thinking-turbo Task

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

11s

Input Tokens

1362

Output Tokens

759

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: I evaluated all three plans against the user's goal of finding flights from London to Paris for tomorrow. Plan A is overly complex with unnecessary cross-validation that could lead to loops and redundant API calls. Plan C adds conditional logic that complicates the workflow without clear benefit. Plan B is the most direct and effective path - it uses the specialized flights tool for its intended purpose and delivers results efficiently. Since the flights tool is specifically designed to find available flights and is marked as 'available', it should be trusted as the primary and sufficient data source. This approach aligns with the instruction to 'always aim for the most direct and effective path' and to 'avoid unnecessary loops.'

Response: Plan B

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.

Reasoning: I evaluated all three plans against the user's goal of finding flights from London to Paris for tomorrow. Plan A is overly complex with unnecessary cross-validation that could lead to loops and redundant API calls. Plan C adds conditional logic that complicates the workflow without clear benefit. Plan B is the most direct and effective path - it uses the specialized flights tool for its intended purpose and delivers results efficiently. Since the flights tool is specifically designed to find available flights and is marked as 'available', it should be trusted as the primary and sufficient data source. This approach aligns with the instruction to 'always aim for the most direct and effective path' and to 'avoid unnecessary loops.' Response: Plan B