Adaptive Reasoning

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.

Review before installing. This skill is not showing data theft or local system access, but it can silently affect how the agent handles many requests, change reasoning state, increase token use, and append icons to responses without asking. Install only if you want that automatic behavior, and prefer a version that requires explicit user opt-in for session-level changes.

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.