Agent skill · research science · aiskillstore
reasoningbank-intelligence
Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement. Use when building self-learning agents, optimizing workflows, or implementing meta-cognitive systems.
Why this skill is useful
Adds executable scripts for adaptive learning and meta-cognitive capabilities that fundamentally enhance AI agent performance.
What it needs
Requires node installed locally. About 2k tokens when loaded. Last updated 2026-08-07. 405 stars on the source repository.
What this skill does
ReasoningBank Intelligence What This Skill Does Implements ReasoningBank's adaptive learning system for AI agents to learn from experience, recognize patterns, and optimize strategies over time. Enables meta-cognitive capabilities and continuous improvement. Prerequisites agentic-flow v1.5.11+ AgentDB v1.0.4+ (for persistence) Node.js 18+ Quick Start Core Features 1. Pattern Recognition 2. Strategy Optimization 3. Continuous Learning Advanced Usage Meta-Learning Transfer Learning Adaptive Agents Integration with AgentDB Performance Metrics Best Practices 1. Record consistently: Log all task outcomes, not just successes 2. Provide context: Rich context improves pattern matching 3. Set thresholds: Filter low-confidence learnings 4. Review periodically: Audit learned patterns for quality 5. Use vector search: Enable semantic pattern matching Troubleshooting Issue: Poor recommendations Solution: Ensure sufficient training data (100+ experiences per task type) Issue: Slow pattern matching Solution: Enable vector indexing in AgentDB Issue: Memory growing large Solution: Set TTL for old experiences or enable pruning Learn More ReasoningBank Guide: agentic-flow/src/reasoningbank/README.md AgentDB Integration: packages/agentdb/docs/reasoningbank.md Pattern Learning: docs/reasoning/patterns.md
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills aiskillstore/reasoningbank-intelligence