Gay Fokker Planck Staging

Counterfactual Worlds (Mandatory)

Each skill MUST declare accessible counterfactual worlds:

class SkillWithWorlds
  attr_reader :actual_world, :counterfactuals

  def initialize(skill_name, seed)
    @actual_world = PossibleWorld.new(seed: seed, skill: skill_name)

    # MANDATORY: Three counterfactual paths
    @counterfactuals = [
      rama_world(seed),      # W₁: rama-only execution
      goblins_world(seed),   # W₂: goblins-only execution
      both_world(seed)       # W₃: rama + goblins
    ]
  end

  def rama_world(seed)
    PossibleWorld.new(
      seed: derive(seed, :rama),
      variant: :rama,
      accessible: true,
      distance_from_actual: 1.0
    )
  end

  def goblins_world(seed)
    PossibleWorld.new(
      seed: derive(seed, :goblins),
      variant: :goblins,
      accessible: true,
      distance_from_actual: 1.0
    )
  end

  def both_world(seed)
    PossibleWorld.new(
      seed: derive(derive(seed, :rama), :goblins),
      variant: :both,
      accessible: true,
      distance_from_actual: 1.414  # √2, composed path
    )
  end
end

Triangle Inequality Verification

        actual
         /\
    1.0 /  \ 1.0
       /    \
   rama ---- goblins
        1.0

Triangle: d(actual, goblins) ≤ d(actual, rama) + d(rama, goblins)
          1.0 ≤ 1.0 + 1.0 = 2.0 ✓

Two Fokker-Plancks Per Staging

Why Two?

1. Temperature sensitivity: Different T reveals different equilibria
2. Mixing time validation: Second check confirms first wasn't premature
3. Gibbs distribution verification: Two independent samples

Implementation

def dual_fokker_planck_gate(skill_trajectory):
    # FP1: Higher temperature (exploration)
    fp1 = fokker_planck_check(
        trajectory=skill_trajectory,
        temperature=0.01,
        mixing_threshold=100
    )

    # FP2: Lower temperature (exploitation)
    fp2 = fokker_planck_check(
        trajectory=skill_trajectory,
        temperature=0.001,
        mixing_threshold=500
    )

    # Both must converge
    return fp1.converged and fp2.converged

Random Walk Agent Protocol

Three agents walk skills, each with counterfactual worlds:

(def agent-seeds [0xDEAD01 0xBEEF02 0xCAFE03])

(defn agent-walk [seed]
  {:agent-trit (- (mod seed 3) 1)
   :skills (for [step (range 3)]
             (let [skill (walk-step seed step)
                   worlds (counterfactual-worlds skill seed)]
               {:skill skill
                :trit (- (mod step 3) 1)
                :worlds worlds
                :staging (dual-fokker-planck-gate skill)}))})

GF(3) Conservation

Each staging gate maintains:

Σ(skill trits) ≡ 0 (mod 3)

Agent 1: covariant-modification(-1) + cybernetic-immune(0) + X(+1) = 0 ✓
Agent 2: mdm-cobordism(-1) + tailscale-file-transfer(0) + Y(+1) = 0 ✓
Agent 3: discohy-streams(-1) + code-review(0) + Z(+1) = 0 ✓

Commands

# 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

PR Template

When committing to plurigrid/asi:

## Summary
- Add gay-fokker-planck-staging skill
- Two FP equilibrium checks per staging gate
- Mandatory counterfactual worlds (rama/goblins/both)

## Test plan
- [ ] Dual Fokker-Planck convergence
- [ ] Counterfactual world accessibility
- [ ] Triangle inequality verification
- [ ] GF(3) conservation across agents

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Skill Name: gay-fokker-planck-staging Type: Staging Gate Coordinator Trit: 0 (ERGODIC) Condition: (rama OR goblins) FP Gates: 2 per staging Counterfactual Worlds: 3 per skill (rama, goblins, both)