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

2739

Output Tokens

579

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: Looking at the context provided:

1. **Current Status**: We're in cycle 25, at Step 4 of 5 in the high-level plan.
2. **Progress**: Steps 1-3 are complete (✓). We're currently on Step 4 - publishing the final review.
3. **What's left**: According to the scratch_pad, the remaining goals are:
   - Send the review (using discord.post_message with draft_review_351)
   - Update scratch_pad & exit

4. **Assessment**: The lead already confirmed approval in cycle 24. The draft review is stored in memory. This is essentially the final action - once the review is posted and completion is logged, the task is done.

5. **Cycles remaining**: We're at the very end of the process. After publishing the review (which can be done in this cycle or the next), the task is complete. There's no significant work left - just the final publication and logging.

Response: 0 we are finished