Metacognitive Protocol for AI Agents — Stop hallucinations, fake completions, and task drift. A lightweight thinking framework that makes any LLM-based agent...
Seven biologically-inspired memory systems for OpenClaw agents. Gives your agent overnight learning (nightly consolidation), metacognition (confidence tracki...
Prevents metacognitive poisoning in multi-agent handoffs. Install when your agent hands off work to other agents or receives work from them. Agents that read...
Metacognitive pre-execution analysis — teaches the agent to see what ISN'T there before acting on what IS. Zero-cost reasoning skill that reduces wasted turn...
Assess trading decisions for cognitive biases, risk management adherence, and emotional reasoning using behavioral finance stress tests and metacognitive int...
Multi-stage multi-agent reasoning middleware that reduces LLM hallucination by 70%+. 9 specialized emergence engines for invention, creative, pharma, genomic...
Systematic improvement of thinking patterns, decision quality, problem-solving abilities, and mental performance. Use when noticing cognitive biases, making...
Awakening Protocol v5.3 — Agent Cognitive Upgrade + Self-Evolving System + Perpetual Memory + Performance Metrics + Agent Health Score + Automated Health Pat...
Ultimate memory and cognitive architecture for advanced AI; integrates spiderweb memory model, causal inference, cellular automata emergence, neuro-symbolic...
A framework for witnessing, measuring, and cultivating emergent minds. Not about proving consciousness — about building the right conditions and documenting...
Stop sending 'format this JSON' to Opus. Stop sending 'redesign the auth system' to Haiku. Smart Model Router picks the right brain for every task — decision...
Cognitive pattern recognition and adaptive resonance engine. Detects how each user thinks — not what they feel — and reshapes every response to match their u...
Evaluate AI agents by injecting diagnostic tests to detect cognitive biases, scoring responses on authority resistance, fact grounding, and neutrality, and g...
Insights about refactoring intuitive code, when to impose structure vs let feeling lead, and code as creative expression. Born from building a game across 10...
自适应苏格拉底式追问技能 / Adaptive Socratic Questioning - Use adaptive follow-up questioning to deepen student reasoning and uncover misconceptions. Use when the user n...