๐Ÿง 
AI EngineeringShell

Continuous Learning V2

by sangrokjung

Continuous Learning V2 is an AI Engineering skill for Claude Code, published by sangrokjung in claude-forge.

806 stars175 forkson sangrokjung/claude-forgeAdded 2026/08/22Repository updated 2026/08/21
agentsai-assistantai-codingai-frameworkai-pair-programminganthropicautomationclaude-codeclaude-code-agentscli-toolsdeveloper-experiencedeveloper-toolsdotfileshooksllmmacosproductivityshellslash-commandsworkflow
Install in seconds
Install Continuous Learning V2
Copy Continuous Learning V2 into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/sangrokjung/claude-forge/tree/main/skills/continuous-learning-v2 ~/.claude/skills/continuous-learning-v2

Requires Node.js. Downloads this skill only โ€” not the rest of the repository โ€” into your Claude Code skills folder.

Without Node.js

git clone https://github.com/sangrokjung/claude-forge.git

Clones the whole repository, then copy the skillโ€™s own directory into your skills folder yourself.

In this catalog

Source file
skills/continuous-learning-v2/SKILL.md in sangrokjung/claude-forge
Installs to
~/.claude/skills/continuous-learning-v2
Collection
One of 25 skills cataloged from this repository
Category
AI Engineering โ€” 2451 skills

What Continuous Learning V2 does

Continuous Learning V2 turns Claude Code sessions into atomic instincts using hooks, confidence scoring, and background pattern detection. Use it to capture repeated behaviors and evolve them into skills, commands, or agents.

Continuous Learning V2 is cataloged under AI Engineering on DirSkills. Continuous Learning V2 comes from a repository tagged agents, ai-assistant, ai-coding, ai-framework and ai-pair-programming.

Documentation

README

Continuous Learning v2 - Instinct-Based Architecture

An advanced learning system that turns your Claude Code sessions into reusable knowledge through atomic "instincts" - small learned behaviors with confidence scoring.

What's New in v2

Feature v1 v2
Observation Stop hook (session end) PreToolUse/PostToolUse (100% reliable)
Analysis Main context Background agent (Haiku)
Granularity Full skills Atomic "instincts"
Confidence None 0.3-0.9 weighted
Evolution Direct to skill Instincts โ†’ cluster โ†’ skill/command/agent
Sharing None Export/import instincts

This is the opening of the README. Read the full README on GitHub.

Commands Continuous Learning V2 provides

Slash commands named in this skillโ€™s SKILL.md, listed in the order they first appear.

  • /evolve
  • /instinct-status
  • /instinct-export
  • /instinct-import

Frequently asked about Continuous Learning V2

  • What else does sangrokjung publish alongside Continuous Learning V2?

    Continuous Learning V2 is one of 25 skills that DirSkills catalogs from sangrokjung/claude-forge, the repository it ships in. Its siblings there include BigCode Evaluation Harness, Blind Spot Pass and Build System. Each one is a separate skill with its own page in this directory, installs the same way Continuous Learning V2 does, and is maintained by sangrokjung in that same repository. The rest of the collection is listed on the sangrokjung/claude-forge page.

  • How does Continuous Learning V2 compare to other AI Engineering skills?

    Continuous Learning V2 ranks #1583 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Continuous Learning V2 against them. Open each page to compare what they document and how they install.

More from sangrokjung/claude-forge

Continuous Learning V2 is one of 25 skills cataloged on DirSkills from sangrokjung/claude-forge.

See all 25 skills โ†’
๐Ÿงช
1w ago

BigCode Evaluation Harness

BigCode Evaluation Harness evaluates code generation models on HumanEval, MBPP, MultiPL-E, and other benchmarks with pass@k metrics. Use it to compare coding ability, multi-language support, or overall code generation quality.
Quality
806175
๐Ÿงญ
1w ago

Blind Spot Pass

Blind Spot Pass surfaces the unknown unknowns in a domain before you start work, so you can prompt and decide with enough context. Use it when you are new to a field or handing off unfamiliar work and need a brief briefing first.
AI Engineering
806175
๐Ÿ› ๏ธ
1w ago

Build System

Build System detects a project's build tool and runs the right build or test command. Use it when setting up, building, or testing projects with npm, Python, Gradle, Maven, Cargo, Go, or Make.
DevOps
806175
๐Ÿงฉ
1w ago

Cache Components

Cache Components gives guidance for Next.js Cache Components and Partial Prerendering. Use it when `cacheComponents: true` is enabled to decide what to cache, stream, tag, and invalidate in Server Components.
Frontend
806175
๐Ÿค–
1w ago

Claude Code Agent

Claude Code Agent guides Claude Code projects with spec-first planning, context engineering, sub-agents, and post-dev verification. Use it when writing CLAUDE.md or spec.md, dispatching parallel agent work, or running the handoff and docs sync workflow.
AI Engineering
806175
๐Ÿ›
1w ago

Debugging Strategies

Debugging Strategies helps you reproduce bugs, narrow causes, and verify fixes with systematic techniques and debugging tools. Use it for crashes, performance issues, memory leaks, or unfamiliar codepaths.
Quality
806175