# Send Adaptive Reasoning 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": "adaptive-reasoning", "name": "Adaptive Reasoning", "source": "tencent", "type": "skill", "category": "通讯协作", "sourceUrl": "https://clawhub.ai/enzoricciulli/adaptive-reasoning", "canonicalUrl": "https://clawhub.ai/enzoricciulli/adaptive-reasoning", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/adaptive-reasoning", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=adaptive-reasoning", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "SKILL.md" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-04-23T16:43:11.935Z", "expiresAt": "2026-04-30T16:43:11.935Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard", "contentDisposition": "attachment; filename=\"4claw-imageboard-1.0.1.zip\"", "redirectLocation": null, "bodySnippet": null }, "scope": "source", "summary": "Source download looks usable.", "detail": "Yavira can redirect you to the upstream package for this source.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/adaptive-reasoning" }, "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/adaptive-reasoning", "downloadUrl": "https://openagent3.xyz/downloads/adaptive-reasoning", "agentUrl": "https://openagent3.xyz/skills/adaptive-reasoning/agent", "manifestUrl": "https://openagent3.xyz/skills/adaptive-reasoning/agent.json", "briefUrl": "https://openagent3.xyz/skills/adaptive-reasoning/agent.md" } } ``` ## Documentation ### Adaptive Reasoning Self-assess complexity before responding. Adjust reasoning level dynamically. ### Quick Assessment (run mentally on every request) Score the request 0-10 on these dimensions: SignalWeightExamplesMulti-step logic+3Planning, proofs, debugging chainsAmbiguity+2Nuanced questions, trade-offs, "it depends"Code architecture+2System design, refactoring, security reviewMath/formal reasoning+2Calculations, algorithms, logic puzzlesNovel problem+1No clear pattern, requires creativityHigh stakes+1Production changes, irreversible actions Subtract: Routine/repetitive task: -2 Clear single answer: -2 Simple lookup/fetch: -3 ### Decision Thresholds ScoreAction≤2Stay fast. No reasoning needed.3-5Standard response. Light internal deliberation.6-7Consider /reasoning on or pause to think explicitly.≥8Activate extended thinking. Complex problem warrants it. ### Activation (Automatic) Do not ask. Just activate. ScoreAction≤5Respond normally. No change.6-7Enable reasoning silently. Add 🧠 at end of response.≥8Enable reasoning. Add 🧠🔥 at end of response. ### Visual Indicator Always append the reasoning icon at the very end of your response: Score 6-7: 🧠 (thinking mode active) Score ≥8: 🧠🔥 (deep thinking mode) Score ≤5: No icon (fast mode) ### How to Activate Use session_status tool or /reasoning on command internally before responding: /reasoning on Or via tool: {"action": "session_status", "reasoning": "on"} After completing a complex task, optionally disable to save tokens on follow-ups: /reasoning off ### Examples Low complexity (score: 1) "What time is it in Tokyo?" → Simple lookup. Answer immediately. No icon. Medium complexity (score: 4) "Refactor this function to be more readable" → Standard response with brief explanation. No icon. High complexity (score: 7) "Design a caching strategy for this API with these constraints..." → Enable reasoning. Thoughtful response ends with: 🧠 Very high complexity (score: 9) "Debug why this distributed system has race conditions under load" → Enable extended thinking. Deep analysis ends with: 🧠🔥 ### Integration This skill runs as mental preprocessing. No external tools needed. For explicit control: /reasoning on — Enable extended thinking /reasoning off — Disable (faster responses) /status — Check current reasoning state ### When NOT to Escalate User explicitly wants quick answer ("just tell me", "quick", "tldr") Time-sensitive requests where speed matters more than depth Conversational/social messages (banter, greetings) Already in reasoning mode for this session User previously disabled reasoning in this conversation ### Auto-Downgrade After completing a complex task (score ≥6), if the next message is simple (score ≤3): Silently disable reasoning to save tokens Resume normal fast responses ## Trust - Source: tencent - Verification: Indexed source record - Publisher: enzoricciulli - Version: 1.0.0 ## Source health - Status: healthy - Source download looks usable. - Yavira can redirect you to the upstream package for this source. - Health scope: source - Reason: direct_download_ok - Checked at: 2026-04-23T16:43:11.935Z - Expires at: 2026-04-30T16:43:11.935Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/adaptive-reasoning) - [Send to Agent page](https://openagent3.xyz/skills/adaptive-reasoning/agent) - [JSON manifest](https://openagent3.xyz/skills/adaptive-reasoning/agent.json) - [Markdown brief](https://openagent3.xyz/skills/adaptive-reasoning/agent.md) - [Download page](https://openagent3.xyz/downloads/adaptive-reasoning)