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
10s
Input Tokens
3172
Output Tokens
248
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 our progress against the high-level plan and mandatory review sequence:

1. Looking at the trajectory summary and scratch_pad:
- Steps A-D of mandatory sequence are complete (diff, tests, linting, security scan, dependency research)
- Uncertainty about architecture approval was resolved in cycle 24
- We are currently at step 4 of 5 in the high-level plan
- The draft review is ready in memory (draft_review_351)

2. Remaining work:
- Need to execute step F of mandatory sequence (post review)
- Need to execute step G (mark as complete)
- These map to steps 4 & 5 in our high-level plan

3. Assessment:
- All major analysis work is done
- We have all necessary approvals
- Only publication and wrap-up remain
- These should take 2-3 more cycles at most

Response: less than 10 only few left