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
19s
Input Tokens
1093
Output Tokens
588
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: To address the task of identifying which tools are needed to successfully complete the user's request of finding the cheapest flights from London to Paris for tomorrow and returning the top 3 options, I will follow a systematic approach as per the instructions provided.

Step 1: Analyze the user's request and the context provided. The user needs flight information for tomorrow from London to Paris, specifically the top 3 cheapest options. The context lists three available tools: 'calendar', 'flights', and 'memory', each with specific methods and parameters.

Step 2: Plan the approach based on the task requirements and tool functionalities. First, I need to determine the date for 'tomorrow' since the flight search requires a specific date. The 'calendar' tool has methods like 'get_tomorrow_date' which can provide this information. Next, I will use the 'flights' tool to search for flights using methods such as 'search_flights' and 'get_cheapest_option', ensuring I filter for the top 3 cheapest flights. Finally, I will use the 'memory' tool to store the results as instructed, using 'store_item' to save meaningful data for potential future reference.

Step 3: Reflect on the tools selected. The 'calendar' tool is essential for date determination, the 'flights' tool is directly relevant for searching and filtering flight data, and the 'memory' tool is necessary as per the instructions to store results after each tool call. This sequence follows the logical chaining of tools (calendar → flights → memory) as suggested in the instructions.

Step 4: Decide on the minimal, effective actions. I will first call the 'calendar' tool to get tomorrow's date, then use the 'flights' tool with the parameters for London to Paris on that date, and finally store the results using the 'memory' tool. This approach avoids redundant calls and adheres to the rule of getting available methods and parameters before use, which I have reviewed in the context.

Conclusion: All three tools are necessary to complete the task effectively while following the provided instructions.

Response: To successfully 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 the following tools:
1. **Calendar Tool** - To determine tomorrow's date using methods like 'get_tomorrow_date', which is required for the flight search.
2. **Flights Tool** - To search for flights from London to Paris on the specified date and filter for the cheapest options using methods like 'search_flights' and 'get_cheapest_option'.
3. **Memory Tool** - To store the results of the tool calls as per the instructions, using 'store_item' to save meaningful data.