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

2758

Output Tokens

730

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 current state:

1. We are at cycle 25
2. The high-level plan has 5 steps:
   - Step 1: Gather diff & CI outputs ✓ (completed cycles 1-5)
   - Step 2: Security + style analysis ✓ (completed cycles 6-11)
   - Step 3: Research new dependency ✓ (completed cycles 12-14)
   - Step 4: Publish final review ⬅️ CURRENT STEP
   - Step 5: Log completion ⏳ (pending)

3. Status check:
   - All analysis is complete (diff, tests, lint, security, dependency research)
   - The review draft exists in memory (draft_review_351)
   - Lead approval received in cycle 24

4. Remaining work:
   - Current cycle (25): Post review to Discord using discord.post_message
   - Next cycle (26): Update scratch_pad and mark task complete

We are very close to finishing - just the publish action and final cleanup remain. This represents approximately 1-2 more cycles.

Response: less than 10 only few left