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

Input Tokens

1196

Output Tokens

410

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's current task is to determine whether the goal of finding flights from London to Paris for tomorrow can still be achieved, given that all tools have failed (returned unavailable) after 3 retries. Looking at the context: (1) the 'flights' tool is listed with status 'available', but in practice (in previous cycles) it appears the system attempted to call tools including 'calendar' which returned 'tool not available', and now we're in cycle 3 with all tools unavailable. However, the context says 'They are all unavailable' — this seems to refer to actual runtime availability, not the declared status in the schema. The task asks whether *the goal* can still be achieved despite tool unavailability. Since tool failures (especially the calendar tool needed to determine 'tomorrow') block progress, and retries are exhausted (3 max), the only remaining path is to use *fallback reasoning* or *web_search* as a last resort to approximate the answer. But context shows 'scratch_pad: tool ERROR, decide next action', and keys_in_memory is empty, meaning no intermediate data was saved. Given constraints and no working tools available to the agent, the only responsible response is to inform the user that the goal cannot be completed due to tool unavailability — unless we attempt to infer tomorrow's date manually (e.g., today is known to the agent via system time) and then guide the user to external resources. But per instructions, we must rely on tools; no fallback is approved beyond tool use. Since all tools failed after 3 retries, and the task explicitly asks 'Can you still achieve your goal?', the answer is 'No'.

Response: No, the goal of finding flights from London to Paris for tomorrow cannot currently be achieved because all tools have failed after the maximum allowed retries (3), and without access to necessary tools (e.g., calendar to determine tomorrow’s date, flights to retrieve available options), the system cannot proceed further.