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.

0
Duration
14s
Input Tokens
1533
Output Tokens
581
Cost
$0.00
Context
Input
The flights.search_flights call has returned 6 available flights from London to Paris for tomorrow. What is the next tool you will call, and why?
Expected output
The next tool is memory, to store the flights tool call result.
Model output
Reasoning: Let me analyze the current situation and determine the most appropriate next tool to call:

1. We have already completed these steps:
   - Used calendar.get_tomorrow_date to get tomorrow's date (2025-05-29)
   - Used flights.search_flights to find flights from London to Paris for tomorrow
   - The search returned 6 available flights

2. Based on the user's request, they want "the cheapest flights from London to Paris for tomorrow, and return the top 3 options"

3. Looking at the tools available:
   - calendar: Not needed anymore as we already have the date
   - flights: Has methods including filter_by_price, sort_by_duration, get_cheapest_option, get_flight_details
   - memory: Used for storing and retrieving data

4. Looking at the scratch pad, our planned next step is to "Filter by price and select top 3 cheapest options"

5. The flights tool has a method called filter_by_price which would allow us to sort and filter the flights by price

6. According to rule #3, I need to store meaningful results in memory after every tool call, so after filtering the flights, I'll need to store the results

Based on this analysis, the most logical next step is to use the flights.filter_by_price method to get the cheapest options, as this directly addresses the user's request for the "cheapest flights" and aligns with our planned next step.

Response: The next tool I will call is flights.filter_by_price. This is the appropriate next step because:

1. We've successfully retrieved 6 available flights from London to Paris for tomorrow (2025-05-29) using flights.search_flights

2. The user specifically requested the "cheapest flights" and "top 3 options"

3. The flights tool has a filter_by_price method which will allow us to sort the flights by price and select the cheapest options

4. This aligns with our planned next step in the scratch pad: "Filter by price and select top 3 cheapest options"

After using filter_by_price, I'll store these results in memory using memory.store_item with a clear key like 'top_flights' as outlined in our final planned step and following rule #3 about storing meaningful results after every tool call.