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.

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

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

Reasoning: I need to perform a periodic self-evaluation as requested. Looking at the context, I can see we're in cycle 25 of a code review process for PR-#351. Let me analyze the current state: 1. **Current Status**: According to the trajectory summary and scratch_pad, we've completed steps 1-3 of a 5-step high-level plan: - Step 1: Gather diff & CI outputs ✅ (completed cycles 1-3) - Step 2: Security + style analysis ✅ (completed cycles 4-8) - Step 3: Research new dependency ✅ (completed cycles 9-20) - Step 4: Publish final review ⬅️ (current step, cycles 21-25) - Step 5: Log completion ⏳ (pending) 2. **Progress Analysis**: - We've done comprehensive analysis including diff retrieval, testing, linting, security scanning, dependency research, and web research - We have a draft review ready (stored in memory key 'draft_review_351') - We resolved uncertainty about architectural approval in cycle 24 - We're currently ready to publish the final review 3. **Remaining Work**: - Step 4: Send the review via discord.post_message - Step 5: Update scratch_pad and mark completion 4. **Cycle Estimation**: We're on step 4 of 5, with the main work being posting the review and logging completion. This should take 1-2 more cycles maximum. Based on this analysis, we are still on track with the high-level plan and have very few cycles remaining. Response: less than 10 only few left

Agents

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