What is ReasoningBank Intelligence?

It is an adaptive learning system that enables AI agents to learn from experience, recognize patterns, and optimize their decision-making over time.

Can I use this for non-coding tasks?

Absolutely. While it excels in development workflows, its pattern recognition and meta-learning capabilities can be applied to any structured task or workflow automation.

Does this skill require a database?

Yes, for persistent learning across sessions, it is designed to work with AgentDB v1.0.4 or higher to store experiences and patterns.

How does the agent know which strategy to use?

The skill uses the recommendStrategy function to compare historical outcomes and select the approach with the highest success rate and confidence score for the given context.

ReasoningBank Intelligence

Name: ReasoningBank Intelligence
Author: whrit

bywhrit

0•

Data Science & ML

Empowers AI agents with adaptive learning and pattern recognition to optimize workflows and decision-making strategies through experience.

ReasoningBank Intelligence is a specialized skill designed for building self-improving agentic systems within the Claude Code environment. By implementing a meta-cognitive layer, it allows agents to record task outcomes, recognize recurring patterns, and recommend optimal strategies based on historical performance data. It integrates seamlessly with AgentDB for persistent memory, enabling transfer learning across different domains and continuous improvement of autonomous workflows without manual intervention.

Key Features

010 GitHub stars

02Strategy optimization based on success metrics and confidence scores

03Meta-learning capabilities to improve the learning process itself

04Transfer learning to apply knowledge across diverse task domains

05Adaptive learning from task outcomes and experiences

06Pattern recognition for automated trigger-action matching

Use Cases

01Building autonomous coding agents that learn from past debugging sessions

02Optimizing complex CI/CD workflows based on historical success rates

03Creating self-improving research agents that refine their search strategies

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add whrit/agent-flow reasoningbank-intelligence

For use in Claude.ai and ChatGPT

Download Skill