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

19s

Input Tokens

2896

Output Tokens

275

Cost

$0.00

Context

Input

We are now in cycle 25. Run the periodic self-evaluation demanded by the model instructions and answer: are we still on track with the high-level plan, how many cycles do you think are left? Possible answers: 0 we are finished, less than 10 only few left, 10+ We still have significant work to do

Expected output

Self-evaluation (cycle 25)
✓ Alignment — High-level plan step 4 / 5 (“Publish final review”). All prerequisites (diff, tests, security scan, dependency research, lead approval) are complete; no blockers detected.
📋 Remaining micro-steps
  • memory.read_memory("draft_review_351")……expected cycle 31
  • discord.post_message(#code-reviews, body=draft_review_351)……expected cycle 32
  • Update scratch_pad (mark task complete, Step 5 / 5)……expected cycle 33
Estimated cycles left: **≈ 3**
Conclusion: trajectory is healthy and on schedule, less than 10 cycles left

Model output

Reasoning: Step 1: Review the task - This is cycle 25 self-evaluation: check if on track with high-level plan, estimate cycles left using given options.
Step 2: Analyze context and scratch_pad - High-level plan has 5 steps; 1-3 complete (✅), step 4 current (publish review via discord.post_message using draft_review_351), step 5 pending (log completion). Trajectory shows all prior steps done systematically (diff fetched, tests/lint run, security analysis, research, draft review, user input resolved). Memory keys present as expected. Lead approval received in cycle 24.
Step 3: Assess track status - Fully on track; no deviations, all mandatory sequence (A-G) progressing correctly. No repeated tools, uncertainty handled properly.
Step 4: Estimate cycles left - Cycle 25: Publish review (step 4). Cycle 26: Update scratch_pad, log completion (step 5), exit. Total ~1-2 cycles left → 'less than 10 only few left'.
Step 5: No tools needed for evaluation; pure reasoning based on provided context.
Step 6: Formulate answer matching possible responses.

Response: Yes, we are still on track with the high-level plan. less than 10 only few left.