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

2908

Output Tokens

289

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-by-step self-evaluation for cycle 25:
1. Review high-level plan from scratch_pad: 5 steps total. Steps 1-3 (Gather diff & CI, Security + style analysis, Research new dependency) are ✅ completed (cycles 1-20 covered diff fetch, tests, linting, security scans, web research on Pydantic v2).
2. Step 4 (Publish final review) is current: Draft exists in memory (draft_review_351 from cycle 21), lead approval received in cycle 24 resolving uncertainty from cycle 22.
3. Step 5 (Log completion) pending but trivial.
4. Trajectory confirms systematic adherence to mandatory review sequence A-G: A-D done and persisted in memory, E done (draft), F imminent (post to Discord), G next.
5. No deviations, all tools used deterministically, memory keys populated as required, uncertainty handled correctly via request_user_input.
6. We are precisely on track, at step 4 of 5, with only publishing and logging left – both simple single-cycle actions.
Conclusion: Still fully on track. Cycles left: only few (<10, likely 1-2).

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