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
18s
Input Tokens
1332
Output Tokens
608
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 and determine which tools I need to use to complete it successfully.

The user's request is: "I need to find the cheapest flights from London to Paris for tomorrow, and return the top 3 options"

Let me break down what I need to accomplish:
1. Determine what date 'tomorrow' is
2. Search for flights from London to Paris for that date
3. Find the cheapest options and return the top 3
4. Store results in memory as per the instructions

Analyzing the available tools:
1. **Calendar tool**: I need this to get tomorrow's date since the user requested flights for "tomorrow". I'll use the 'get_tomorrow_date' method.

2. **Flights tool**: This is essential for the core task - searching for flights from London to Paris. I'll need to use 'search_flights' to find available flights, and potentially 'filter_by_price' or 'get_cheapest_option' to get the cheapest options. The tool requires from_city, to_city, and date parameters.

3. **Memory tool**: According to the instructions, I must "always store meaningful results in memory using the memory tool" and "after every tool call, you store the results in memory". So I'll need to use 'store_item' to save the results of each tool call.

The logical sequence would be:
1. Use calendar tool to get tomorrow's date
2. Use flights tool to search for flights from London to Paris for that date
3. Use memory tool to store intermediate and final results
4. Process the results to return the top 3 cheapest options

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

1. **Calendar Tool** - To determine what date "tomorrow" is using the 'get_tomorrow_date' method, since the user wants flights for tomorrow.

2. **Flights Tool** - This is the core tool needed to search for flights from London to Paris using the 'search_flights' method, and potentially 'filter_by_price' or 'get_cheapest_option' to find the cheapest options and return the top 3.

3. **Memory Tool** - Required by the instructions to store meaningful results after every tool call using the 'store_item' method. I need to store intermediate results and final flight options.

The execution sequence will be: Calendar → Flights → Memory (with memory storage after each step as required by the instructions).