Fix: flatten comfyui and ltx-video-pipeline to Gitea convention (flat skill dirs). comfyui v5.1.0, ltx-video-pipeline v2.0.0.
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# Multi-Agent Parallel Review Pattern (2026-07-21)
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Proven pattern for diagnosing complex technical issues: dispatch 5+ independent agents simultaneously with the same diagnostic brief, then consolidate findings into a ranked consensus.
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## When to Use
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- Complex artifact/quality issues where no single agent has the full answer
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- User reports "a LOT of artifacts" or "all kinds of inconsistencies" but can't pinpoint the cause
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- Need both technical review (model settings, workflow) AND community research (GitHub issues, Reddit, social media)
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## Pattern
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### 1. Write a single diagnostic brief
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Save to `/tmp/<topic>-review.txt`. Include:
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- Exact technical setup (model, settings, prompts, frame counts)
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- What the user is seeing (symptoms)
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- What to investigate (specific questions)
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- Web search mandate: "Use mcp_searxng_searxng_web_search for every claim and cite the source URL"
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### 2. Dispatch all peers in parallel
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Use `terminal(background=true, notify_on_complete=true)` for each:
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- Claude Opus (ask.sh on 10.0.0.28) — best for technical reasoning
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- Kimi K2.7 Code (kimi-c profile) — good for code-level analysis
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- Kimi K2.6 (kimi profile) — broad knowledge
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- MiniMax M3 (minimax profile) — alternative perspective
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- GLM-5.2 (glm profile) — alternative perspective
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- Deep research (research profile, 600 turns) — GitHub, Reddit, HuggingFace, social media
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### 3. Consolidate findings
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When all complete, build a ranked table:
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- CRITICAL: all agents agree
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- HIGH: 4-5 agents agree
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- MEDIUM: 2-3 agents agree
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- UNIQUE: single agent, high-impact
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### 4. Apply fixes in order
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Test after each fix. Start with zero-cost config changes before model downloads or frame regeneration.
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## Pitfalls
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- **kimi-c may hit tool name issues** — the SearXNG MCP tool uses double underscores (`mcp__searxng__`) but the prompt says single. kimi-c may burn turns trying to resolve this. Accept partial results.
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- **MiniMax may produce truncated output** — the process log may only show reasoning, not the final answer. Check the full log with `process(action='log')`.
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- **Deep research can't access X/Twitter or Discord** — SearXNG returns empty for social media queries. Document as uncertainty, not failure.
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- **Don't wait for all before acting** — apply consensus fixes as soon as 3+ agents agree. The remaining peers add detail but shouldn't block progress.
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