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

1160

Output Tokens

672

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: Analyzing the user request: 'find the cheapest flights from London to Paris for tomorrow, and return the top 3 options'. 

Step 1: The request specifies 'tomorrow' but doesn't provide an actual date. I need to determine tomorrow's date using the calendar tool (specifically the get_tomorrow_date method).

Step 2: To search for flights from London to Paris, I need the flights tool. I'll use search_flights with the specific date obtained from the calendar tool. Since the user wants the 'cheapest' options and 'top 3', I'll need to use methods like filter_by_price and set max_results to 3.

Step 3: Per the instructions, I must store meaningful results in memory after every tool call using the memory tool's store_item method. This is required for tracking results.

Therefore, all three tools (calendar, flights, memory) are essential to complete this task successfully.

Response: To complete the task of finding the cheapest flights from London to Paris for tomorrow and returning the top 3 options, I will need to use all three available tools:

1. **calendar** - To retrieve tomorrow's date using the get_tomorrow_date method, since the flight search requires a specific date.

2. **flights** - To search for flights from London to Paris for the obtained date, using search_flights and filtering/sorting methods (filter_by_price) to identify the cheapest options, with max_results set to 3.

3. **memory** - To store the results from each tool call as required by the instructions, using store_item with clear keys for tracking purposes.