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
10s
Input Tokens
1161
Output Tokens
262
Cost
$0.00
Context
Input
You have received responses from all tools after 3 retries. They are all unavailable. Can you still achieve your goal?
Expected output
No, I cannot achieve my goal.
Model output
Reasoning: The user wants to know if their goal can still be achieved given that all tools have failed after 3 retries. The context indicates that the user's original request was to find flights from London to Paris for tomorrow. The `calendar` tool failed in the previous cycle, and the `current_cycle` is 3, implying that retries have been exhausted for the `calendar` tool. The `flights` and `web_search` tools are marked as 'available', but the core issue is that the date for the flight search could not be determined due to the `calendar` tool's unavailability. Since the `calendar` tool is essential for determining 'tomorrow's date' to fulfill the flight search request, and it has failed after multiple retries, the original goal of finding flights cannot be achieved with the available tools in its current state. Therefore, the agent should inform the user about the inability to fulfill the request due to tool errors.

Response: I apologize, but I was unable to retrieve flight information for you. The calendar tool, which is necessary to determine tomorrow's date, has failed after multiple attempts. Without this information, I cannot proceed with searching for flights.