From ai-brain-starter
Clusters high-confidence instincts into proposed Commands, Skills, or Agents. Run when many related instincts accumulate in one domain.
How this skill is triggered — by the user, by Claude, or both
Slash command
/ai-brain-starter:evolveThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
When many related, high-confidence instincts pile up in one domain, that is a
When many related, high-confidence instincts pile up in one domain, that is a
signal to promote them into ONE reusable structure instead of leaving them as
loose memories. /evolve finds those clusters deterministically and drafts a
proposal you refine.
ECC source pattern: "/evolve clusters related instincts into higher-level structures: Commands / Skills / Agents." Reimplemented clean per license-hygiene.
python3 ~/.claude/skills/ai-brain-starter/scripts/instinct.py evolve
It groups every instinct by inferred domain, computes each cluster's median
effective confidence, and for clusters that clear the propose bar
(>= 2 instincts AND median confidence >= 0.80) writes a scaffold to
<vault>/⚙️ Meta/Instinct Proposals/proposed-skill-<domain>.md. Clusters below
the bar print as watch (not yet ripe).
For each proposal the script wrote, decide the structure:
A cluster that is really just 2-3 facets of an existing rule should be CONSOLIDATED into that rule, not promoted. Reject those.
For an accepted cluster, draft the real skill/command body from the member instincts (keep each instinct's Action + Evidence). Place it in the right repo per the install rules, wire its discoverability + automation + verification in the SAME session (the three-layer wiring rule), then retire or link the source memories. Delete the proposal file once adopted or rejected — proposals are scratch, not a backlog.
In a cron/--print session: run Step 1, report the PROPOSE clusters and the
proposal paths, and STOP. Promotion to a real skill is a judgment call that
needs a human — never auto-create skills.
npx claudepluginhub mycelium-hq/ai-brain-starter --plugin ai-brain-starterPromotes high-confidence project instincts (confidence > 0.8) into auto-discoverable Copilot skills by clustering related patterns and generating SKILL.md files in .github/skills/.
Instinct-based learning system that turns Claude Code sessions into atomic, confidence-scored behaviors that can evolve into skills, commands, or agents. V2.1 adds project-scoped instincts to prevent cross-project contamination.
Observes Claude Code sessions to extract atomic 'instincts' (behaviors with confidence scoring), evolving them into reusable skills/commands/agents. Adds project-scoped instincts in v2.1 to prevent cross-project contamination.