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

2908

Output Tokens

207

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: Step-by-step evaluation: The high-level plan consists of 5 steps: (1) Gather diff & CI outputs (completed in cycles 1-5), (2) Security + style analysis (cycles 6-8), (3) Research new dependency (cycles 9-20), (4) Publish final review (current in cycle 25, with draft ready and approval received in cycle 24), (5) Log completion (next). All prior steps are checked off as complete based on the trajectory and scratch_pad. We are on track, with only the publication and final logging remaining. Given the plan's structure and the agent's readiness to execute step 4 now, I estimate 2 cycles left: one for publishing the review via discord.post_message and updating the scratch_pad, and one for logging completion and exiting.

Response: Yes, we are still on track with the high-level plan. Less than 10 cycles left.