gay-fokker-planck-staging
Two Fokker-Plancks per staging gate, conditioned on (rama OR goblins)
npx skills add majiayu000/claude-skill-registry --skill gay-fokker-planck-staging --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Gay Fokker-Planck Staging > *"Each staging gate requires two independent convergence checks"* **Trit**: 0 (ERGODIC - coordinator) **Color**: #26D826 (Green) **Condition**: `(rama OR goblins)` - distributed capability requirement --- ## Overview Every skill activation MUST: 1. Pass through **two Fokker-Planck equilibrium checks** 2. Provide **accessible counterfactual worlds** (rama-path, goblins-path, both-path) 3. Satisfy triangle inequality for world accessibility 4. Conserve GF(3) across staging gates ## Staging Gate Protocol ```clojure (defn staging-gate [skill seed] (let [;; Two independent Fokker-Planck checks fp1 (fokker-planck-check skill :temperature 0.01) fp2 (fokker-planck-check skill :temperature 0.001) ;; Condition: rama OR goblins available rama-accessible? (check-capability :rama) goblins-accessible? (check-capability :goblins) condition-met? (or rama-accessible? goblins-accessible?)] {:skill skill :fp1-converged (:converged fp1) :fp2-converged (:converged fp2) :staging-pass (and (:converged fp1) (:converged fp2) condition-met?) :condition {:rama rama-accessible? :goblins goblins-accessible?}})) ``` ## Counterfactual Worlds (Mandatory) Each skill MUST declare acces
- Overview
- Staging Gate Protocol
- Counterfactual Worlds (Mandatory)
- Triangle Inequality Verification
- Two Fokker-Plancks Per Staging
- Why Two?
- Implementation
- Random Walk Agent Protocol
- GF(3) Conservation
- Commands
- PR Template
Run staging gate just gay-staging skill_name Check dual Fokker-Planck just fp-dual-check trajectory.json List counterfactual worlds just worlds-list skill_name Verify triangle inequality just triangle-check skill_name
What does the gay-fokker-planck-staging skill do?
Two Fokker-Plancks per staging gate, conditioned on (rama OR goblins)
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill gay-fokker-planck-staging --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.