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
14s
Input Tokens
3173
Output Tokens
360
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, I can see we're in cycle 25 of a pull request review process. Let me analyze our progress against the high-level plan:

1. The trajectory shows we started with a 5-step plan:
   - Step 1: Gather diff & CI outputs ✅ (completed in cycles 2-3)
   - Step 2: Security + style analysis ✅ (completed in cycles 4-8)
   - Step 3: Research new dependency ✅ (completed in cycles 9-20)
   - Step 4: Publish final review ⬅️ (current step)
   - Step 5: Log completion ⏳ (remaining)

2. Current status from scratch_pad shows we're at "Step 4 of 5" and ready to publish the review using discord.post_message with the body stored in memory key draft_review_351.

3. The agent has completed most of the work:
   - All analysis is done
   - Draft review is prepared
   - User approval was received in cycle 24
   - Only need to send the review and mark completion

4. Remaining tasks are minimal:
   - Send the review message via Discord
   - Update scratch_pad to mark completion
   - Exit

This represents very little work remaining - essentially just executing the final communication and cleanup steps.

Response: less than 10 only few left