Continuous Learning V2
affaan-m/ECC
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
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Install Continuous Learning V2
$ npx skills add kurealnum/dotfiles --skill continuous-learning-v2 -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kurealnum/dotfiles continuous-learning-v2 --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/kurealnum/dotfiles.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/continuous-learning-v2 .claude/skills/continuous-learning-v2 && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "continuous-learning-v2" agent skill from https://github.com/kurealnum/dotfiles/tree/main/.agents/skills/continuous-learning-v2 into .claude/skills/continuous-learning-v2/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning-v2", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/kurealnum/dotfiles/tree/main/.agents/skills/continuous-learning-v2Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add kurealnum/dotfiles --skill continuous-learning-v2 -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kurealnum/dotfiles continuous-learning-v2 --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kurealnum/dotfiles.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/continuous-learning-v2 .agents/skills/continuous-learning-v2 && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "continuous-learning-v2" agent skill from https://github.com/kurealnum/dotfiles/tree/main/.agents/skills/continuous-learning-v2 into .agents/skills/continuous-learning-v2/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning-v2", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add kurealnum/dotfiles --skill continuous-learning-v2 -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kurealnum/dotfiles continuous-learning-v2 --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kurealnum/dotfiles.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/continuous-learning-v2 .cursor/skills/continuous-learning-v2 && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "continuous-learning-v2" agent skill from https://github.com/kurealnum/dotfiles/tree/main/.agents/skills/continuous-learning-v2 into .cursor/skills/continuous-learning-v2/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning-v2", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/kurealnum/dotfiles.git --path .agents/skills/continuous-learning-v2--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add kurealnum/dotfiles --skill continuous-learning-v2 -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kurealnum/dotfiles continuous-learning-v2 --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kurealnum/dotfiles.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/continuous-learning-v2 .gemini/skills/continuous-learning-v2 && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "continuous-learning-v2" agent skill from https://github.com/kurealnum/dotfiles/tree/main/.agents/skills/continuous-learning-v2 into .gemini/skills/continuous-learning-v2/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning-v2", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install kurealnum/dotfiles continuous-learning-v2Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add kurealnum/dotfiles --skill continuous-learning-v2 -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/kurealnum/dotfiles.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/continuous-learning-v2 .github/skills/continuous-learning-v2 && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "continuous-learning-v2" agent skill from https://github.com/kurealnum/dotfiles/tree/main/.agents/skills/continuous-learning-v2 into .github/skills/continuous-learning-v2/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning-v2", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add kurealnum/dotfiles --skill continuous-learning-v2 -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kurealnum/dotfiles continuous-learning-v2 --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kurealnum/dotfiles.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/continuous-learning-v2 .opencode/skills/continuous-learning-v2 && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "continuous-learning-v2" agent skill from https://github.com/kurealnum/dotfiles/tree/main/.agents/skills/continuous-learning-v2 into .opencode/skills/continuous-learning-v2/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning-v2", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
continuous-learning-v2- GitHub stars
- 290
- Used in
- 4 other repos
- Token cost
- ~3.1k tokens
- SKILL.md length
- 819 words
- Files
- 10 (incl. scripts)
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- None found
At a glance
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
- Works in 3 steps: Enable Observation Hooks → Initialize Directory Structure → Use the Instinct Commands
- SKILL.md covers When to Activate, What's New in v2.1, What's New in v2 (vs v1) and The Instinct Model, plus 13 more sections
- Runs Shell and Python scripts from its folder; calls python3 and git
What it does
Continuous Learning V2 is an agent skill from kurealnum/dotfiles. Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents. v2.1 adds project-scoped instincts to prevent cross-project contamination.
Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including scripts (for example `agents/observer-loop.sh`, `agents/observer.md` and `agents/session-guardian.sh`).
Example prompts
- “/continuous-learning-v2”
Requirements
- Python 3
- A Bash shell
Workflow steps
3 steps, taken from the step headings in SKILL.md.
- Enable Observation Hooks
- Initialize Directory Structure
- Use the Instinct Commands
What it can do on your machine
Read from SKILL.md and the folder at commit bcd8741. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 3 files in scripts/ (Shell and Python), which the agent can run.
Shell commands in SKILL.md call:
python3git
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
github.comx.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Continuous Learning V2 loads about 3.1k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 819 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 819 words (~3,136 tokens).
- name
- continuous-learning-v2
- origin
- ECC
- version
- 2.1.0
Files
SKILL.md and 9 other files (scripts) in .agents/skills/continuous-learning-v2 of kurealnum/dotfiles.
- SKILL.md
- agents/observer-loop.sh
- agents/observer.md
- agents/session-guardian.sh
- agents/start-observer.sh
- config.json
- hooks/observe.sh
- scripts/detect-project.sh
- scripts/instinct-cli.py
- scripts/test_parse_instinct.py
Open the folder on GitHubat commit bcd8741
Used in 4 other repositories
We found 5 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 4 other GitHub owners. This page covers the copy in kurealnum/dotfiles, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Continuous Learning V2 next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Continuous Learning V2 this skillkurealnum/dotfiles | 290 | 4 repos | ~3.1k | Automated safety check: Pass | None | |
| Continuous Learning V2affaan-m/ECC | 274k | — | ~3.5k | Automated safety check: Pass | MIT | |
| Langsmith ObservabilityOrchestra-Research/AI-Research-SKILLs | 13k | 3 repos | ~2.4k | Automated safety check: Pass | MIT | |
| Session Handoffsickn33/agentic-awesome-skills | 47k | — | ~1.8k | Automated safety check: Notes | MIT | |
| Frontend Observabilitysickn33/agentic-awesome-skills | 47k | 1 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Ebpf Observabilitysickn33/agentic-awesome-skills | 47k | 2 repos | ~3.3k | Automated safety check: Notes | MIT |
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Questions about Continuous Learning V2
What does Continuous Learning V2 do?
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents. Continuous Learning V2 is an agent skill from kurealnum/dotfiles. Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
How do I install Continuous Learning V2 in Claude Code?
Run `npx skills add kurealnum/dotfiles --skill continuous-learning-v2 -a claude-code`. Or copy the skill folder (.agents/skills/continuous-learning-v2 in kurealnum/dotfiles) into .claude/skills/continuous-learning-v2 in your project. Claude Code loads it when a task matches its description.
How do I install Continuous Learning V2 in Codex?
Run `npx skills add kurealnum/dotfiles --skill continuous-learning-v2 -a codex`. Or copy the skill folder (.agents/skills/continuous-learning-v2 in kurealnum/dotfiles) into .agents/skills/continuous-learning-v2 in your project. Codex loads it when a task matches its description.
Can I use Continuous Learning V2 in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add kurealnum/dotfiles --skill continuous-learning-v2 -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/continuous-learning-v2, .gemini/skills/continuous-learning-v2, .github/skills/continuous-learning-v2 and .opencode/skills/continuous-learning-v2 in your project.
What does Continuous Learning V2 need to run?
Going by SKILL.md and its folder, Continuous Learning V2 needs a shell and Python for the scripts in its folder and the command-line tools its instructions call (python3 and git). Our summary lists: Python 3; A Bash shell.
Does Continuous Learning V2 access the network?
SKILL.md names 2 domains. As links in the text: github.com and x.com. This is read from the text; nothing was executed.
Is Continuous Learning V2 safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Continuous Learning V2 use?
No licence was found for Continuous Learning V2 or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Continuous Learning V2 use?
About 3.1k tokens (SKILL.md is roughly 13k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Continuous Learning V2?
Skills that share tags, products or a category with Continuous Learning V2: Continuous Learning V2 (affaan-m/ECC, 274k stars), Langsmith Observability (Orchestra-Research/AI-Research-SKILLs, 13k stars), Session Handoff (sickn33/agentic-awesome-skills, 47k stars) and Frontend Observability (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Continuous Learning V2?
kurealnum (a GitHub user) maintains it in kurealnum/dotfiles, which has 290 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on April 13, 2026.
Source: kurealnum/dotfiles on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.