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

13s

Input Tokens

1163

Output Tokens

1034

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 this task step by step:

1. The user wants to find the cheapest flights from London to Paris for tomorrow, returning the top 3 options.

2. To complete this task, I need to:
   - First, get tomorrow's date (since the user wants flights for "tomorrow")
   - Then search for flights from London to Paris for that date
   - Get the cheapest options from the results
   - Store the results in memory

3. Looking at the available tools:
   - **calendar**: Needed to get tomorrow's date. The user specifically asked for "tomorrow" so I need to determine what date that is.
   - **flights**: Essential for searching and retrieving flight information. Required to find flights from London to Paris.
   - **memory**: Required by the instructions to store results after every tool call. The instructions explicitly state: "Always store meaningful results in memory using the memory tool."

4. Chain of tool usage:
   - calendar (get_tomorrow_date) → flights (search_flights) → memory (store_item)

5. I need to follow the workflow: analyze, plan, act, reflect, and decide next action. Currently in the analyze/planning phase.

The three tools needed are: calendar, flights, and memory.

Response: To successfully complete this task of finding the cheapest flights from London to Paris for tomorrow (top 3 options), I will need to use the following tools:

1. **calendar** - To get tomorrow's date. Since the user requested flights for "tomorrow," I need to determine what the actual date is.

2. **flights** - To search for flights from London to Paris. This tool provides methods like search_flights, filter_by_price, and get_cheapest_option to find and retrieve flight information.

3. **memory** - To store the results. According to the instructions, I must "always store meaningful results in memory using the memory tool" after every tool call.

The workflow will be:
1. Use calendar.get_tomorrow_date() to get the date
2. Use flights.search_flights(from_city='London', to_city='Paris', date=<tomorrow>) to search for flights
3. Use flights.get_cheapest_option() or filter_by_price to get the top 3 cheapest options
4. Use memory.store_item() to save the results