Synthetic Biology Protocol

Aitor Skills is a living genome of workflows.

This repository behaves like a lab: skills are genes, usage is telemetry, and every approved upgrade is a mutation that improves survival. Track, summarize, and evolve with skills-summarizer and skills-updater under human oversight.

Focus

Safety-first adaptation

Fuel

Metadata-only telemetry

Gate

Human approval loop

Specimen ID: AS-042

Self-improving skill system

Each skill is a protocol. Each protocol is versioned. Each change is audited.

skills-summarizer drafts. skills-updater applies. Humans approve.

Genome map

Skill clusters

The library organizes functions into specialized skills you can call directly. These are a few high-impact protocols that show how the system evolves.

brainstorming frontend-design skills-summarizer skills-updater test-driven-development systematic-debugging
Evolution loop
Stage 01

Signal capture

Collect usage metadata to see which skills thrive and where friction appears.

Stage 02

Synthesis

skills-summarizer renders behavior into upkeep reports and candidate improvements.

Stage 03

Mutation proposal

skills-updater proposes conservative edits with reviewable diffs.

Stage 04

Selection

Human approval gates evolution so the genome improves without drift.

Repository flow

SKILL.md

Protocols define what every skill must do.

Telemetry

Metadata-only signals capture friction and success.

skills-summarizer

Upkeep reports and candidate improvements.

skills-updater

Branch-first proposals with clear diffs.

Human approval

Selection gates keep evolution safe.

Insight modules

Telemetry hygiene

skills-summarizer only consumes metadata, never prompts or user text.

Safety valves

using-superpowers enforces skill invocation before any action.

Evidence-first design

brainstorming, writing-plans, and test-driven-development stay rigorous.

Start here