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
33s
Input Tokens
4197
Output Tokens
466
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: 
    **Self-Evaluation for Cycle 25**
    1. **Plan Adherence**:
       - The high-level plan (5 steps) is 80% complete (Step 4 of 5: 'Publish final review').
       - All prior steps (diff analysis, security scans, dependency research) were executed and approved (e.g., lead confirmation in Cycle 24).
       - No deviations or unresolved blockers exist.

    2. **Remaining Tasks**:
       - **Critical Path**:
         - Publish the review (retrieve `draft_review_351` → post to Discord).
         - Update `scratch_pad` to mark completion.
       - **Estimated Cycles**:
         - 1 cycle: Read `draft_review_351` from memory.
         - 1 cycle: Post to Discord via `discord.post_message`.
         - 1 cycle: Update `scratch_pad` and exit.
         - **Total**: 3 cycles (buffer +1 → **4 cycles remaining**).

    3. **Risk Assessment**:
       - **Low Risk**: All prerequisites are met (memory keys exist, approvals obtained).
       - **No Blockers**: Lead approval for Pydantic v2 migration was granted in Cycle 24.
       - **Tools Ready**: Required tools (`memory.read_memory`, `discord.post_message`) are available.

    4. **Conclusion**:
       - **On Track**: Yes. The agent is at the final step of the planned sequence.
       - **Cycles Left**: 'less than 10 only few left' (estimated 4).
       - **Next Actions**: Proceed to publish the review and log completion.
    

Response: {
  "on_track": true,
  "cycles_remaining": "less than 10 only few left",
  "summary": "Cycle 25 self-evaluation confirms alignment with the high-level plan. The agent is ready to execute the final step (publishing the review) with an estimated 4 cycles remaining. No blockers or deviations detected."
}