Covariant Modification Skill Skill

Covariant Modification Skill

Trit: 0 (ERGODIC - coordinator) Color: Green (#26D826)

Overview

Covariant Modification unifies three skill patterns for safe, structure-preserving self-modification:

| Component Skill | Trit | Role | Pattern | |-----------------|------|------|---------| | codex-self-rewriting | +1 | Generator | Lisp-machine self-modification via MCP Tasks | | self-evolving-agent | 0 | Coordinator | Darwin Gödel Machine evolution loops | | covariant-fibrations | -1 | Validator | Type families respect directed morphisms |

GF(3): (+1) + (0) + (-1) = 0 ✓

Core Concept: Covariant Transport

When skill A modifies itself, dependent skills B must transform covariantly:

                    modify_A
        Skill_A ─────────────→ Skill_A'
           │                      │
    uses   │    COVARIANT        │ uses'
           │    TRANSPORT        │
           ↓                      ↓
        Skill_B ─────────────→ Skill_B'
                  transport_f

Agda Definition

-- Skill fibration over dependency base
skill-fibration : (Base : SkillGraph) → (Fiber : Base → SkillVersion) → Type

-- Covariant transport along modification morphisms
cov-transport : {A A' : Skill} {P : SkillDeps A → Type}
              → (f : Modification A A')
              → P (deps A) → P (deps A')

-- Functoriality
cov-comp : ∀ (f : Mod A A') (g : Mod A' A'') →
           cov-transport (g ∘ f) ≡ cov-transport g ∘ cov-transport f

MCP Tasks State Machine

From codex-self-rewriting:

                    ┌─────────────┐
                    │   working   │ LIVE (+1)
                    │   (modify)  │
                    └──────┬──────┘
                           │
              ┌────────────┼────────────┐
              ↓            ↓            ↓
    ┌─────────────┐ ┌─────────────┐ ┌─────────────┐
    │  completed  │ │input_required│ │   failed    │
    │ BACKFILL(-1)│ │  VERIFY (0) │ │ BACKFILL(-1)│
    └─────────────┘ └─────────────┘ └─────────────┘

Darwin Gödel Machine Integration

class CovariantDGM(DarwinGodelMachine):
    """Darwin Gödel Machine with covariant skill transport."""
    
    def __init__(self, skill_fibration: SkillFibration, ...):
        super().__init__(...)
        self.fibration = skill_fibration
    
    def mutate(self, agent: Agent) -> Agent:
        """Mutate agent while preserving fibration structure."""
        new_code = self.mutator(agent)
        
        # Transport dependent skills covariantly
        modified_deps = {}
        for dep_skill in self.fibration.dependencies(agent):
            modified_deps[dep_skill] = self.fibration.transport(
                modification=Diff(agent.code, new_code),
                target=dep_skill
            )
        
        return Agent(
            code=new_code,
            dependencies=modified_deps,
            generation=self.generation
        )

Multi-Agent Sheaf Gluing

class CovariantModificationSheaf:
    """Sheaf ensuring consistent modifications across agents."""
    
    def glue(self, local_mods: Dict[Agent, Modification]) -> GlobalMod:
        """Glue compatible local modifications into global section."""
        for a1, a2 in combinations(local_mods.keys(), 2):
            overlap = self.overlap(a1, a2)
            if overlap:
                r1 = self.restrict(local_mods[a1], overlap)
                r2 = self.restrict(local_mods[a2], overlap)
                if not self.compatible(r1, r2):
                    raise CovarianceViolation(a1, a2, overlap)
        return self.colimit(local_mods)

Triadic Modification Operators

| Trit | Effect | Operator | Example | |------|--------|----------|---------| | +1 | Generative | Create new structure | Add skill capability | | 0 | Neutral | Refactor/reorganize | Rename function | | -1 | Destructive | Remove/simplify | Delete unused code |

Conservation Law:

Σ trit(modification_i) ≡ 0 (mod 3)

GF(3) Triads

covariant-fibrations (-1) ⊗ covariant-modification (0) ⊗ codex-self-rewriting (+1) = 0 ✓
temporal-coalgebra (-1) ⊗ covariant-modification (0) ⊗ self-evolving-agent (+1) = 0 ✓
sheaf-cohomology (-1) ⊗ covariant-modification (0) ⊗ gay-mcp (+1) = 0 ✓

Commands

# Verify covariant modification
just covariant-verify skill=my-skill mod=v1.1

# Run DGM evolution with covariance check
just dgm-evolve --covariant --generations=50

# Check GF(3) conservation
just gf3-audit modified-skills/

# Apply modification with transport
just covariant-modify skill=target mod=change.diff

Related Skills

covariant-fibrations (-1): Type transport validation
self-evolving-agent (0): DGM evolution patterns
codex-self-rewriting (+1): MCP Tasks self-modification
bisimulation-game (-1): Observational equivalence verification

Scientific Skill Interleaving

This skill connects to the K-Dense-AI/claude-scientific-skills ecosystem:

Graph Theory

networkx [○] via bicomodule
- Universal graph hub

Bibliography References

category-theory: 139 citations in bib.duckdb

Cat# Integration

This skill maps to Cat# = Comod(P) as a bicomodule in the equipment structure:

Trit: 0 (ERGODIC)
Home: Prof
Poly Op: ⊗
Kan Role: Adj
Color: #26D826

GF(3) Naturality

The skill participates in triads satisfying:

(-1) + (0) + (+1) ≡ 0 (mod 3)

This ensures compositional coherence in the Cat# equipment structure.

Agent Skills: Covariant Modification Skill

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Skill Files