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telegramdesktop/tdesktop
Continue autonomous Telegram Desktop development from the shared ai-tdesktop repository.
Sistema de aprendizaje basado en instintos que observa sesiones mediante hooks, crea instintos atómicos con puntuación de confianza y los evoluciona en skills/comandos/agentes.
$ npx skills add affaan-m/ECC --skill continuous-learning-v2 -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install affaan-m/ECC 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/affaan-m/ECC.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/es/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/affaan-m/ECC/tree/main/docs/es/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/affaan-m/ECC/tree/main/docs/es/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 affaan-m/ECC --skill continuous-learning-v2 -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install affaan-m/ECC continuous-learning-v2 --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .agents/skills && cp -r skills-src/docs/es/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/affaan-m/ECC/tree/main/docs/es/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 affaan-m/ECC --skill continuous-learning-v2 -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install affaan-m/ECC continuous-learning-v2 --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/docs/es/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/affaan-m/ECC/tree/main/docs/es/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/affaan-m/ECC.git --path docs/es/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 affaan-m/ECC --skill continuous-learning-v2 -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install affaan-m/ECC 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/affaan-m/ECC.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/docs/es/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/affaan-m/ECC/tree/main/docs/es/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 affaan-m/ECC 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 affaan-m/ECC --skill continuous-learning-v2 -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .github/skills && cp -r skills-src/docs/es/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/affaan-m/ECC/tree/main/docs/es/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 affaan-m/ECC --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 affaan-m/ECC continuous-learning-v2 --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/docs/es/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/affaan-m/ECC/tree/main/docs/es/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.
continuous-learning-v2Sistema de aprendizaje basado en instintos que observa sesiones mediante hooks, crea instintos atómicos con puntuación de confianza y los evoluciona en skills/comandos/agentes.
Continuous Learning V2 is an agent skill from affaan-m/ECC. Sistema de aprendizaje basado en instintos que observa sesiones mediante hooks, crea instintos atómicos con puntuación de confianza y los evoluciona en skills/comandos/agentes. v2.1 agrega instintos con alcance de proyecto para prevenir contaminación entre proyectos.
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. The licence is MIT.
2 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit ef648e0. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
gitbashFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Continuous Learning V2 loads about 2.4k tokens when it runs. Until then it costs about 73 tokens; SKILL.md has 712 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.
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); files beside SKILL.md are not scanned.
The full file from affaan-m/ECC at commit ef648e0, republished under its MIT licence (© affaan-m). 712 words, ~2,350 tokens.
.claude/skills/continuous-learning-v2/SKILL.md (or your agent's skills folder).Un sistema de aprendizaje avanzado que convierte tus sesiones de Claude Code en conocimiento reutilizable a través de "instintos" atómicos — pequeños comportamientos aprendidos con puntuación de confianza.
v2.1 agrega instintos con alcance de proyecto — los patrones de React se quedan en tu proyecto React, las convenciones de Python se quedan en tu proyecto Python, y los patrones universales (como "siempre validar la entrada") se comparten globalmente.
| Característica | v2.0 | v2.1 |
|---|---|---|
| Almacenamiento | Global (~/.claude/homunculus/) | Con alcance de proyecto (${XDG_DATA_HOME:-~/.local/share}/ecc-homunculus/projects/<hash>/) |
| Alcance | Todos los instintos aplican en todas partes | Con alcance de proyecto + global |
| Detección | Ninguna | URL remota de git / ruta del repositorio |
| Promoción | N/A | Proyecto → global cuando se ve en 2+ proyectos |
| Comandos | 4 (status/evolve/export/import) | 6 (+promote/projects) |
| Entre proyectos | Riesgo de contaminación | Aislado por defecto |
| Característica | v1 | v2 |
|---|---|---|
| Observación | Hook Stop (fin de sesión) | PreToolUse/PostToolUse (100% confiable) |
| Análisis | Contexto principal | Agente en segundo plano (Haiku) |
| Granularidad | Skills completos | "Instintos" atómicos |
| Confianza | Ninguna | Ponderada 0.3-0.9 |
| Evolución | Directamente a skill | Instintos → cluster → skill/comando/agente |
| Compartir | Ninguno | Exportar/importar instintos |
Un instinto es un pequeño comportamiento aprendido:
---
id: prefer-functional-style
trigger: "when writing new functions"
confidence: 0.7
domain: "code-style"
source: "session-observation"
scope: project
project_id: "a1b2c3d4e5f6"
project_name: "my-react-app"
---
# Prefer Functional Style
## Action
Use functional patterns over classes when appropriate.
## Evidence
- Observed 5 instances of functional pattern preference
- User corrected class-based approach to functional on 2025-01-15Propiedades:
project (por defecto) o globalActividad de Sesión (en un repositorio git)
|
| Los hooks capturan prompts + uso de herramientas (100% confiable)
| + detectan contexto del proyecto (git remote / ruta del repo)
v
+---------------------------------------------+
| projects/<project-hash>/observations.jsonl |
| (prompts, llamadas de herramientas, resultados, proyecto) |
+---------------------------------------------+
|
| El agente observador lee (segundo plano, Haiku)
v
+---------------------------------------------+
| DETECCIÓN DE PATRONES |
| * Correcciones de usuario -> instinto |
| * Resoluciones de errores -> instinto |
| * Flujos de trabajo repetidos -> instinto |
| * Decisión de alcance: ¿proyecto o global? |
+---------------------------------------------+
|
| Crea/actualiza
v
+---------------------------------------------+
| projects/<project-hash>/instincts/personal/ |
| * prefer-functional.yaml (0.7) [project] |
| * use-react-hooks.yaml (0.9) [project] |
+---------------------------------------------+
| instincts/personal/ (GLOBAL) |
| * always-validate-input.yaml (0.85) [global]|
| * grep-before-edit.yaml (0.6) [global] |
+---------------------------------------------+
|
| /evolve clusters + /promote
v
+---------------------------------------------+
| projects/<hash>/evolved/ (project-scoped) |
| evolved/ (global) |
| * commands/new-feature.md |
| * skills/testing-workflow.md |
| * agents/refactor-specialist.md |
+---------------------------------------------+El sistema detecta automáticamente tu proyecto actual:
CLAUDE_PROJECT_DIR (máxima prioridad)git remote get-url origin — hasheado para crear un ID de proyecto portable (el mismo repo en diferentes máquinas obtiene el mismo ID)git rev-parse --show-toplevel — respaldo usando la ruta del repo (específica de la máquina)Cada proyecto obtiene un ID hash de 12 caracteres (ej. a1b2c3d4e5f6). Un archivo de registro en ${XDG_DATA_HOME:-~/.local/share}/ecc-homunculus/projects.json mapea IDs a nombres legibles.
Continuous-learning-v2 almacena los datos del observador fuera de ~/.claude para que el guard de rutas sensibles de Claude Code no bloquee las escrituras de instintos en segundo plano:
CLV2_HOMUNCULUS_DIR cuando se establece a una ruta absoluta$XDG_DATA_HOME/ecc-homunculus$HOME/.local/share/ecc-homunculusLos usuarios existentes con datos en ~/.claude/homunculus pueden migrar una vez:
bash skills/continuous-learning-v2/scripts/migrate-homunculus.shSi está instalado como plugin (recomendado):
No se requiere bloque extra de hooks en settings.json. Claude Code v2.1+ carga automáticamente el hooks/hooks.json del plugin, y observe.sh ya está registrado allí.
Si está instalado manualmente en ~/.claude/skills, agregar esto a tu ~/.claude/settings.json:
{
"hooks": {
"PreToolUse": [{
"matcher": "*",
"hooks": [{
"type": "command",
"command": "~/.claude/skills/continuous-learning-v2/hooks/observe.sh"
}]
}],
"PostToolUse": [{
"matcher": "*",
"hooks": [{
"type": "command",
"command": "~/.claude/skills/continuous-learning-v2/hooks/observe.sh"
}]
}]
}
}/instinct-status # Mostrar instintos aprendidos (proyecto + global)
/evolve # Agrupar instintos relacionados en skills/comandos
/instinct-export # Exportar instintos a archivo
/instinct-import # Importar instintos de otros
/promote # Promover instintos de proyecto a alcance global
/projects # Listar todos los proyectos conocidos y sus conteos de instintos| Tipo de Patrón | Alcance | Ejemplos |
|---|---|---|
| Convenciones de lenguaje/framework | project | "Usar React hooks", "Seguir patrones Django REST" |
| Preferencias de estructura de archivos | project | "Pruebas en __tests__/", "Componentes en src/components/" |
| Estilo de código | project | "Usar estilo funcional", "Preferir dataclasses" |
| Estrategias de manejo de errores | project | "Usar tipo Result para errores" |
| Prácticas de seguridad | global | "Validar entrada de usuario", "Sanitizar SQL" |
| Buenas prácticas generales | global | "Escribir pruebas primero", "Siempre manejar errores" |
| Preferencias de flujo de trabajo de herramientas | global | "Grep antes de Edit", "Read antes de Write" |
| Prácticas de Git | global | "Conventional commits", "Commits pequeños y enfocados" |
La confianza evoluciona con el tiempo:
| Puntuación | Significado | Comportamiento |
|---|---|---|
| 0.3 | Tentativo | Sugerido pero no aplicado |
| 0.5 | Moderado | Aplicado cuando es relevante |
| 0.7 | Fuerte | Auto-aprobado para aplicación |
| 0.9 | Casi seguro | Comportamiento central |
La confianza aumenta cuando:
La confianza disminuye cuando:
© affaan-m, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in docs/es/skills/continuous-learning-v2 of affaan-m/ECC.
Open the folder on GitHubat commit ef648e0
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 skillaffaan-m/ECC | 276k | — | ~2.4k | Automated safety check: Pass | MIT | |
| Continuetelegramdesktop/tdesktop | 33k | 2 repos | ~9.4k | Automated safety check: Pass | GPL-3.0 | |
| Continuityparcadei/Continuous-Claude-v3 | 3.9k | 1 repos | ~292 | Automated safety check: Notes | MIT | |
| Continueudecode/plate | 17k | — | ~2.6k | Automated safety check: Pass | Custom licence | |
| Continue PRClickHouse/ClickHouse | 50k | — | ~5.5k | Automated safety check: Notes | Apache-2.0 | |
| Continue PR AutoClickHouse/ClickHouse | 50k | — | ~8.6k | Automated safety check: Notes | Apache-2.0 |
telegramdesktop/tdesktop
Continue autonomous Telegram Desktop development from the shared ai-tdesktop repository.
parcadei/Continuous-Claude-v3
Problem-solving strategies for continuity in real analysis. An agent skill from parcadei/Continuous-Claude-v3.
udecode/plate
Use after an execution slice to reassess whether the current tactic still serves the user's north star, then keep course, pivot, replan, or stop.
ClickHouse/ClickHouse
Continue work on an existing PR - resolve conflicts, fix CI failures, address reviewer feedback, and push updates.
ClickHouse/ClickHouse
Unattended variant of continue-pr for automation (driven by utils/continue-all-prs.sh).
sickn33/agentic-awesome-skills
Develop business continuity plans and impact analysis. An agent skill from sickn33/agentic-awesome-skills.
affaan-m/ECC
Audits your installed Claude skills and commands for quality, with a quick mode for recently changed skills and a full mode that evaluates all of them through subagents.
affaan-m/ECC
Ingests, indexes, searches, edits and monitors video, audio and live streams through the VideoDB Python SDK, returning stream links, clips and timestamps.
affaan-m/ECC
Scans installed skills for principles that recur across them and proposes rule-file changes: append, revise, add a section, create a file or leave as covered.
affaan-m/ECC
Builds DRAFT counterparty agreements from one markdown template and a small JSON spec per party, with clauses picked by the party's role.
affaan-m/ECC
Measures whether agents actually follow a skill, rule or agent definition by generating scenarios at three strictness levels and scoring tool-call traces.
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.
Sistema de aprendizaje basado en instintos que observa sesiones mediante hooks, crea instintos atómicos con puntuación de confianza y los evoluciona en skills/comandos/agentes. Continuous Learning V2 is an agent skill from affaan-m/ECC. Sistema de aprendizaje basado en instintos que observa sesiones mediante hooks, crea instintos atómicos con puntuación de confianza y los evoluciona en skills/comandos/agentes.
Run `npx skills add affaan-m/ECC --skill continuous-learning-v2 -a claude-code`. Or copy the skill folder (docs/es/skills/continuous-learning-v2 in affaan-m/ECC) into .claude/skills/continuous-learning-v2 in your project. Claude Code loads it when a task matches its description.
Run `npx skills add affaan-m/ECC --skill continuous-learning-v2 -a codex`. Or copy the skill folder (docs/es/skills/continuous-learning-v2 in affaan-m/ECC) into .agents/skills/continuous-learning-v2 in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add affaan-m/ECC --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.
Going by SKILL.md and its folder, Continuous Learning V2 needs the command-line tools its instructions call (git and bash). Our summary lists: Python 3.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
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. Review the folder before installing.
Continuous Learning V2 is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.4k tokens (SKILL.md is roughly 9.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Continuous Learning V2: Continue (telegramdesktop/tdesktop, 33k stars), Continuity (parcadei/Continuous-Claude-v3, 3.9k stars), Continue (udecode/plate, 17k stars) and Continue PR (ClickHouse/ClickHouse, 50k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
affaan-m (a GitHub user) maintains it in affaan-m/ECC, which has 275,546 GitHub stars. The repository holds 673 skills in this directory. The repository was last updated on October 5, 2026.
Source: affaan-m/ECC on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.