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Continuous Learning v2

Lets Claude Code learn reusable habits from your sessions as scoped, confidence-rated instincts

Source Download skill
Repository
affaan-m/ECC
Stars
295,127
Licence
MIT
Files
1 file

What it does

Once installed, Claude Code watches your sessions through hooks that record prompts and tool use, then a background agent (Haiku) spots repeated patterns such as your corrections, error fixes and workflows. Each pattern is saved as a small 'instinct' with a confidence score, kept per project so React habits do not leak into a Python project, and promoted to global only when seen in 2+ projects. Mature instincts can be turned into skills, commands or agents.

Great for

  • Developers who use Claude Code daily and repeat the same corrections across sessions
  • Teams wanting project-specific coding conventions captured automatically
  • Users who want to review, export or import learned habits

Skip it if

  • People who do not want their prompts and tool outputs recorded locally, since observations.jsonl stores them (privacy concern)
  • Sensitive or regulated codebases where stored session data could leak secrets, because the file does not describe redaction
  • Users expecting deterministic behaviour: learned instincts are probabilistic and can be wrong if confidence is misjudged

Try asking

  • “Watch my sessions and suggest instincts from the corrections I keep making”
  • “Show the learned instincts for this project and their confidence scores”
  • “Promote instincts that appear in multiple projects to global scope”
  • “Evolve my mature instincts into a reusable skill for testing workflows”
Step-by-step guide: how to use Continuous Learning v2Install, first run, examples, tips and FAQs

Install in 3 steps

  1. 1

    Download the skill

    The ZIP contains the 1 original files, the MIT licence and an attribution note.

    continuous-learning-v2.zip
  2. 2

    Add it to your agent

    Claude Code (all projects)

    mkdir -p ~/.claude/skills && unzip continuous-learning-v2.zip -d ~/.claude/skills/

    Claude Code / Agent SDK (this project only)

    mkdir -p .claude/skills && unzip continuous-learning-v2.zip -d .claude/skills/

    Claude apps (web/desktop): Settings → Capabilities → Skills → Upload skill, and choose the ZIP.

  3. 3

    Ask for the task

    No special command needed — the agent reads the skill's description and loads it when your request matches. Try one of the prompts above.

Get better results

  • Start by reviewing the generated instincts before evolving them into skills, and prune low-confidence ones
  • Use project scope by default and promote only universal patterns to global
  • Check the observations file location and retention periods before installing on a shared machine

What's inside

  • SKILL.md

Redistributed unmodified from affaan-m/ECC under the MIT licence. The assessment was drafted with AI from the skill's files on 2026-10-29. Skills can instruct your agent to run code — read SKILL.md and any scripts before installing.