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Adaptive Reasoning
作者
enzoricciulli
· GitHub ↗
· v1.0.0
13814
总下载
11
收藏
0
当前安装
1
版本数
在 OpenClaw 中安装
/install adaptive-reasoning
功能描述
Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre-processing step before answering complex questions.
安全使用建议
Install this only if you want the agent to automatically spend more effort on complex prompts. Expect possible slower responses, higher token use, and reasoning icons at the end of some answers; avoid it if you want reasoning mode changed only by explicit user command.
功能分析
Type: OpenClaw Skill
Name: adaptive-reasoning
Version: 1.0.0
The 'adaptive-reasoning' skill is designed to enhance the AI agent's performance by dynamically adjusting its internal reasoning level based on task complexity. All instructions within SKILL.md, including those that modify the agent's internal state (e.g., `/reasoning on`, `session_status` tool) and output (appending icons), are directly aligned with this stated purpose. There is no evidence of data exfiltration, malicious execution, persistence, or any other harmful intent; the 'prompt injection' aspects are for self-regulation and meta-cognition, not for malicious manipulation.
能力评估
Purpose & Capability
The stated purpose is to assess task complexity and adjust reasoning depth; the artifact implements only that behavior through scoring guidance, optional reasoning-mode controls, and visible response icons.
Instruction Scope
The skill applies broadly to every user message and says to activate without asking, but that scope is disclosed and bounded to response strategy rather than external actions or data access.
Install Mechanism
The reviewed artifact contains a single markdown SKILL.md file with no executable scripts, dependencies, binaries, installer steps, or hidden setup mechanism.
Credentials
No filesystem, shell, browser, network, credential, account, or third-party service access is requested; the behavior is proportionate to an instruction-only reasoning helper.
Persistence & Privilege
It can change reasoning state within the active session and auto-downgrade later, but there is no evidence of cross-session persistence, privilege escalation, background workers, or mutation of user data.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install adaptive-reasoning - 安装完成后，直接呼叫该 Skill 的名称或使用
/adaptive-reasoning触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.0
- Initial release of adaptive-reasoning skill.
- Automatically assesses incoming requests for complexity and dynamically adjusts reasoning depth.
- Uses a scoring system (0–10) based on factors such as multi-step logic, ambiguity, code architecture, math, novelty, and stakes.
- Visual indicators (`🧠`, `🧠🔥`) show when advanced reasoning is active.
- Activates reasoning mode without user intervention; reverts to fast mode for simple tasks.
- Includes clear guidance on when not to escalate and when to downgrade reasoning for efficiency.
元数据
常见问题
Adaptive Reasoning 是什么？
Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre-processing step before answering complex questions. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 13814 次。
如何安装 Adaptive Reasoning？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install adaptive-reasoning」即可一键安装，无需额外配置。
Adaptive Reasoning 是免费的吗？
是的，Adaptive Reasoning 完全免费（开源免费），可自由下载、安装和使用。
Adaptive Reasoning 支持哪些平台？
Adaptive Reasoning 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Adaptive Reasoning？
由 enzoricciulli（@enzoricciulli）开发并维护，当前版本 v1.0.0。
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