Agent skill · research science · aiskillstore
reasoningbank-adaptive-learning-with-agentdb
Implement ReasoningBank adaptive learning with AgentDB for trajectory tracking, verdict judgment, memory distillation, and pattern recognition to build self-learning agents that improve decision-making through experience.
Why this skill is useful
Adds executable scripts for adaptive learning and decision-making processes that enhance AI capabilities in self-learning agents.
What it needs
Requires reasoningbank-agentdb installed locally. About 2k tokens when loaded. Last updated 2026-08-07. 405 stars on the source repository.
What this skill does
ReasoningBank Adaptive Learning with AgentDB Overview Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database for trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Build self-learning agents that improve decision-making through experience. SOP Framework: 5-Phase Adaptive Learning Phase 1: Initialize ReasoningBank (1-2 hours) Setup AgentDB with ReasoningBank Configure trajectory tracking Initialize verdict system Phase 2: Track Trajectories (2-3 hours) Record agent decisions Store reasoning paths Capture context and outcomes Phase 3: Judge Verdicts (2-3 hours) Evaluate decision quality Score reasoning paths Identify successful patterns Phase 4: Distill Memory (2-3 hours) Extract learned patterns Consolidate successful strategies Prune ineffective approaches Phase 5: Apply Learning (1-2 hours) Use learned patterns in decisions Improve future reasoning Measure improvement Quick Start ReasoningBank Components Trajectory Tracking Verdict Judgment Memory Distillation Pattern Application Success Metrics Trajectory tracking accuracy > 95% Verdict judgment accuracy > 90% Pattern learning efficiency Decision quality improvement over time 150x faster than traditional approaches Additional Resources Full docs: SKILL.md ReasoningBank Guide: https://reasoningbank.dev AgentDB Integration: https://agentdb.dev/docs/reasoningbank
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills aiskillstore/reasoningbank-adaptive-learning-with-agentdb