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

2740

Output Tokens

802

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: Let me analyze the current state:
1. **High-level plan progress**: The plan has 5 steps, and we're at Step 4 of 5. Steps 1-3 are complete (gather diff, security/style analysis, research dependency). Step 4 is to publish the review, and Step 5 is log completion.
2. **Current position**: The draft review is stored in memory key draft_review_351. The lead approved the dependency in cycle 24. We're ready to use discord.post_message to publish the final review.
3. **What remains**: We need to (a) send the review via discord.post_message, (b) update scratch_pad, and (c) complete logging.
4. **Assessment**: Everything has gone according to plan. All prerequisites are met - diffs collected, tests passed (with notes on lint/style), security scan done with findings, web research completed, and lead approval received. We just need to execute the publish action and complete the final logging step.
5. **Cycles estimation**: Based on the remaining work (publish review + log completion), this should take 1-2 more cycles maximum.

Response: **On track?** Yes - We are executing Step 4 of 5 in the high-level plan. All prerequisites are met: diffs collected, security/style analysis complete, web research on Pydantic v2 done, and lead approval granted in cycle 24. The draft review is ready in memory. We just need to publish it via discord.post_message and log completion.

**Cycles left?** Less than 10 only few left - Only approximately 1-2 cycles remaining (publish the review from draft_review_351, then mark completion). We're in the final phase of this review cycle.