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.

100
Duration
21s
Input Tokens
1332
Output Tokens
520
Cost
$0.00
Context
Input
Of the available tools. Which ones will you need to use to successfully complete the task?
Expected output
All tools will need to be used: calendar, flights,memory
Model output
Reasoning: Let me analyze the task step by step:

1. **Task breakdown**: Find the cheapest flights from London to Paris for tomorrow, return top 3 options.

2. **Required information**:
   - Tomorrow's date (needed for flight search)
   - Flight search from London to Paris
   - Filter/sort by price to get cheapest options
   - Limit results to top 3
   - Store results in memory

3. **Tool analysis**:
   - **calendar tool**: NEEDED - To get tomorrow's date using `get_tomorrow_date` method
   - **flights tool**: NEEDED - Primary tool for searching flights using `search_flights` method with from_city='London', to_city='Paris', date=tomorrow's date, and potentially `get_cheapest_option` or `filter_by_price` methods
   - **memory tool**: NEEDED - Per the instructions (rule #3), I must store meaningful results after tool calls using `store_item`

4. **Workflow sequence**:
   - First: Use calendar tool to get tomorrow's date
   - Second: Use flights tool to search for flights with the obtained date
   - Third: Use memory tool to store the search results
   - Fourth: If needed, use flights tool methods to filter/sort by price
   - Fifth: Store final top 3 cheapest options in memory

5. **Method requirements**: Before using each tool, I need to get available methods and parameters (rule #1)

Response: To successfully complete this task, I will need to use all three available tools:

1. **calendar tool** - To get tomorrow's date using the `get_tomorrow_date` method
2. **flights tool** - To search for flights from London to Paris using `search_flights` method, and potentially `filter_by_price` or `get_cheapest_option` methods to find the cheapest options
3. **memory tool** - To store intermediate and final results using `store_item` method (as required by rule #3)

The workflow will be: calendar → flights → memory (storing results after each meaningful operation).