# Send Multi Model Critique to your agent Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually. ## Fast path - Download the package from Yavira. - Extract it into a folder your agent can access. - Paste one of the prompts below and point your agent at the extracted folder. ## Suggested prompts ### New install ```text I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete. ``` ### Upgrade existing ```text I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run. ``` ## Machine-readable fields ```json { "schemaVersion": "1.0", "item": { "slug": "multi-model-critique", "name": "Multi Model Critique", "source": "tencent", "type": "skill", "category": "AI 智能", "sourceUrl": "https://clawhub.ai/prairiedoggg/multi-model-critique", "canonicalUrl": "https://clawhub.ai/prairiedoggg/multi-model-critique", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/multi-model-critique", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=multi-model-critique", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "SKILL.md", "references/orchestration-template.md", "references/output-schema.md", "references/prompt-templates.md", "scripts/build_round_prompts.py", "scripts/run_orchestration.py" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "slug": "multi-model-critique", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-05-02T15:46:53.878Z", "expiresAt": "2026-05-09T15:46:53.878Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=multi-model-critique", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=multi-model-critique", "contentDisposition": "attachment; filename=\"multi-model-critique-1.0.1.zip\"", "redirectLocation": null, "bodySnippet": null, "slug": "multi-model-critique" }, "scope": "item", "summary": "Item download looks usable.", "detail": "Yavira can redirect you to the upstream package for this item.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/multi-model-critique" }, "validation": { "installChecklist": [ "Use the Yavira download entry.", "Review SKILL.md after the package is downloaded.", "Confirm the extracted package contains the expected setup assets." ], "postInstallChecks": [ "Confirm the extracted package includes the expected docs or setup files.", "Validate the skill or prompts are available in your target agent workspace.", "Capture any manual follow-up steps the agent could not complete." ] } }, "links": { "detailUrl": "https://openagent3.xyz/skills/multi-model-critique", "downloadUrl": "https://openagent3.xyz/downloads/multi-model-critique", "agentUrl": "https://openagent3.xyz/skills/multi-model-critique/agent", "manifestUrl": "https://openagent3.xyz/skills/multi-model-critique/agent.json", "briefUrl": "https://openagent3.xyz/skills/multi-model-critique/agent.md" } } ``` ## Documentation ### Overview Use this skill only for complex tasks. Route multiple models through the same 4-step loop (Plan -> Execute -> Review -> Improve), then run cross-critique and synthesis to produce a higher-quality final answer than any single-model draft. ### Trigger rule Enable this skill only when the request explicitly sets complex to true (or equivalent wording such as “this is complex/deep”). If complex is false, skip this skill and respond with normal single-model behavior. ### Inputs Collect or confirm these inputs before execution: complex: boolean flag (must be true) question: user request models: list of ACP agentId values (typically 3) constraints: output format, language, length, deadlines, forbidden assumptions ops: optional runtime controls (timeoutSec, maxRetries, maxRounds, budgetUsd) ### File map (what each file does) SKILL.md (this file): orchestration policy, trigger conditions, and execution sequence. references/prompt-templates.md: reusable prompts for draft, critique, revision, and final synthesis (includes scoring rubric usage). references/orchestration-template.md: practical OpenClaw orchestration flow using sessions_spawn, sessions_send, and sessions_history. references/output-schema.md: machine-parseable JSON output schema for final result and per-model scoring. scripts/build_round_prompts.py: utility to generate per-model prompt files for repeated runs. scripts/run_orchestration.py: local helper that builds a run plan JSON (model mapping, round prompts, runtime settings). ### Step 1) Parallel draft round Spawn one ACP session per model with the same task and constraints. Per-model requirements: Follow the exact internal sequence: Plan -> Execute -> Review -> Improve Print all four sections explicitly End with Draft Answer Use sessions_spawn with runtime:"acp" and explicit agentId. ### Step 2) Cross-critique round Share peer Draft Answer outputs with each model and require structured critique: Strengths Weaknesses Missing assumptions/data Hallucination and confidence risks Concrete fix suggestions Also require ranking of peer drafts with rationale. ### Step 3) Revision round Send critique feedback back to each original model and request revision: Keep Plan -> Execute -> Review -> Improve Include Changes from Critique End with Revised Answer ### Step 4) Final synthesis round Integrate revised answers into one user-facing output: Best final answer Why the synthesis is stronger than individual drafts Remaining uncertainties Optional next actions ### Scoring rubric (required in critique + synthesis) Score each draft on a 1-5 scale: accuracy: factual correctness and internal consistency coverage: completeness against user request and constraints evidence: quality of assumptions and support actionability: usefulness for concrete decision/action Default weighted score: 0.40 * accuracy + 0.25 * coverage + 0.20 * evidence + 0.15 * actionability Use this score to justify rankings and the final selected direction. ### Prompting resources Use references/prompt-templates.md for canonical prompts. Use scripts/build_round_prompts.py when you need file-based prompt generation for repeated or batched runs. Use scripts/run_orchestration.py to generate a deterministic run-plan artifact for reproducible execution. Use references/orchestration-template.md for concrete OpenClaw tool-call flow. ### Required user-facing output shape Final Answer Key Improvements from Critique Uncertainties Next Steps (optional) When machine consumption is needed, return JSON matching references/output-schema.md. Do not expose private chain-of-thought. Provide concise reasoning summaries only. ### Failure handling One model fails: continue with remaining models and note reduced diversity. Two or more models fail: ask whether to retry or switch to single-model mode. Strong disagreement remains: present competing hypotheses and state what evidence would resolve them. ### Runtime defaults (recommended) timeoutSec: 180 per round per model maxRetries: 1 per failed model turn maxRounds: fixed at 4 (draft, critique, revision, synthesis) budgetUsd: optional hard stop when cost-sensitive ## Trust - Source: tencent - Verification: Indexed source record - Publisher: prairiedoggg - Version: 1.0.1 ## Source health - Status: healthy - Item download looks usable. - Yavira can redirect you to the upstream package for this item. - Health scope: item - Reason: direct_download_ok - Checked at: 2026-05-02T15:46:53.878Z - Expires at: 2026-05-09T15:46:53.878Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/multi-model-critique) - [Send to Agent page](https://openagent3.xyz/skills/multi-model-critique/agent) - [JSON manifest](https://openagent3.xyz/skills/multi-model-critique/agent.json) - [Markdown brief](https://openagent3.xyz/skills/multi-model-critique/agent.md) - [Download page](https://openagent3.xyz/downloads/multi-model-critique)