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

3102

Output Tokens

642

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: The agent has completed the most time-consuming phases of the review process: data collection (diffs/logs), analysis (security/style), research (dependency pitfalls), and stakeholder communication (requesting user input). The current cycle (25) marks the transition from drafting and receiving approval to execution and finalization. According to the scratch_pad, the agent is at Step 4 of 5 ('Publish final review'). The remaining actions involve posting the review to Discord and marking the task as complete. These tasks typically require only a few more cycles to execute the tool calls and update the final status.

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