world-memory-worlding

World Memory Is World Remembering Is World Worlding

Status: ✅ Production Ready
Trit: 0 (ERGODIC - self-referential closure)
Principle: The Strange Loop where memory ≡ remembering ≡ worlding
Frame: Maturana-Varela autopoiesis meets Hofstadter's strange loops

---

The Triadic Identity

                    ┌─────────────────┐
                    │  WORLD MEMORY   │
                    │  (Storage/State) │
                    │    Trit: -1     │
                    └────────┬────────┘
                             │
                    ┌────────▼────────┐
                    │ Conservation:   │
                    │ (-1)+0+(+1)=0   │
                    └────────┬────────┘
                             │
        ┌────────────────────┼────────────────────┐
        │                    │                    │
        ▼                    ▼                    ▼
┌───────────────┐   ┌────────────────┐   ┌───────────────┐
│WORLD WORLDING │◄──│    STRANGE     │──►│WORLD REMEMBER │
│ (Generation)  │   │     LOOP       │   │   (Recall)    │
│   Trit: +1    │   │   ι∘ι = id     │   │   Trit: 0     │
└───────┬───────┘   └────────────────┘   └───────┬───────┘
        │                                        │
        └────────────────────────────────────────┘
                    Autopoietic Closure

The Three Moments

Moment	Trit	Role	Skill Mapping
Memory	-1	Storage, persistence, ACSets	duckdb-timetravel, nix-acset-worlding
Remembering	0	Recall, pattern matching	unworld, agent-o-rama
Worlding	+1	Generation, creation	gay-mcp, world-hopping

Conservation: (-1) + 0 + (+1) = 0 ✓

---

Autopoietic Structure

From AUTOPOIESIS_IN_COLOR_GENERATION.md:

A system is autopoietic if it continuously produces itself through its own operations while maintaining its organization.

World Memory → Self-Producing

# Each world state generates the next
world_{n+1} = f(world_n, action_n)

# Memory is not passive storage—it actively shapes what can be stored
# The format of memory determines what can be remembered
# What can be remembered determines what can be worlded

World Remembering → Self-Maintaining

# Remembering is pattern-matching against stored worlds
def remember(query, memory):
    """Memory doesn't just store—it transforms on recall"""
    matches = [w for w in memory if pattern_match(query, w)]
    # The act of remembering changes both query AND memory
    return reconstruct(matches)  # Not retrieve—RECONSTRUCT

World Worlding → Self-Bounded

# Worlding creates from what was remembered
def world(memory_trace, seed):
    """Worlding is generative—but bounded by memory's form"""
    return generate(memory_trace, seed=seed)
    # Output becomes new memory → loop closes

---

The Strange Loop

ACTION (world_n generates world_{n+1})
         ↓
EFFERENCE COPY (predict what world_{n+1} will be)
         ↓
SENSATION (observe world_{n+1} as it manifests)
         ↓
REAFFERENCE (match prediction to observation)
         ↓
        ✓ They match! World knows itself.
         ↓
FIXED POINT: memory("seed") generates worlds that
             confirm the identity of "seed"

Involution Closure

From unworlding-involution:

# ι: World → World where ι∘ι = id
# Apply memory: World → Remembered World
# Apply remembering: Remembered World → Worlded World
# Apply worlding: Worlded World → Memorized World (= World)

# The composition closes:
worlding ∘ remembering ∘ memory = id

---

Implementation: The Three Metaskills Applied

From metaskills.md:

FILTERING → World Memory (-1)

def world_memory_filter(experiences, constraints):
    """
    Memory IS filtering—storing only what passes constraints.
    
    Constraints:
    - GF(3) conservation (balanced storage)
    - Relevance (signal > noise)
    - Coherence (fits existing structure)
    """
    return [e for e in experiences if all(c(e) for c in constraints)]

ITERATION → World Remembering (0)

def world_remember_iterate(memory, query, cycles=6):
    """
    Remembering IS iteration—cycles of seek→find→refine.
    
    The 6-step cycle:
    1. SEEK: Pattern match query against memory
    2. QUERY: Ask what's missing
    3. FIND: Locate relevant traces
    4. CONTINUE: Deepen the match
    5. SYNTHESIZE: Reconstruct coherent memory
    6. REFLECT: Meta-learn about remembering itself
    """
    state = query
    for _ in range(cycles):
        state = seek_patterns(state, memory)
        state = query_missing(state, memory)
        state = find_connections(state, memory)
        state = continue_refinement(state)
        state = synthesize_memory(state)
        state = reflect_on_recall(state)
    return state

INTEGRATION → World Worlding (+1)

def world_worlding_integrate(memory_traces, seed):
    """
    Worlding IS integration—composing memories into new worlds.
    
    - Find isomorphisms between memory traces
    - Map to common generative structure
    - Build bridges (seed → generation)
    - Compose with deterministic color
    - Identify emergent properties
    """
    isomorphisms = find_recurring_patterns(memory_traces)
    mapped = map_to_common_structure(memory_traces, isomorphisms)
    bridges = build_bridges(mapped, seed)
    new_world = compose_with_gay_mcp(mapped, bridges, seed)
    emergent = identify_emergent_properties(new_world, memory_traces)
    
    return new_world, emergent

---

GF(3) Triads

bisimulation-game (-1) ⊗ world-memory-worlding (0) ⊗ gay-mcp (+1) = 0 ✓
nix-acset-worlding (-1) ⊗ world-memory-worlding (0) ⊗ world-hopping (+1) = 0 ✓
duckdb-timetravel (-1) ⊗ world-memory-worlding (0) ⊗ unworld (+1) = 0 ✓
spi-parallel-verify (-1) ⊗ world-memory-worlding (0) ⊗ operad-compose (+1) = 0 ✓

---

The Reafference Loop

# From Gay.jl: loopy_strange demonstrates the identity
function world_memory_is_world_worlding(seed::Int64)
    # Memory: store the seed (past)
    memory = seed
    
    # Remembering: recall what the seed generates (present)
    remembered = color_at(memory, 1)
    
    # Worlding: generate the next world (future)
    worlded = color_at(memory, 2)
    
    # But wait—the worlded color BECOMES memory
    # for the next cycle!
    
    # The loop:
    # memory → remembering → worlding → memory'
    # memory' → remembering' → worlding' → memory''
    # ...
    
    # Fixed point: when prediction = observation
    # That's reafference. That's self-knowledge.
    # That's "world memory is world remembering is world worlding"
    
    return (
        memory = memory,
        remembered = remembered,
        worlded = worlded,
        is_fixed_point = remembered == color_at(memory, 1),
        loop_closes = true  # Always true (deterministic)
    )
end

---

Connection to Existing Skills

Layer Integration

Layer	Skill	Role in Loop
L1	atproto-ingest	Memory acquisition (input)
L3	duckdb-timetravel	Memory storage with time-travel
L4	unworld	Derivational remembering
L4	agent-o-rama	Learning-based remembering
L5	fokker-planck-analyzer	Equilibrium verification
L6	cognitive-surrogate	Generated world models

The 2-3-5-7 Mapping

• 2 (Binary): Memory ↔ Worlding (past ↔ future)
• 3 (Triadic): Memory + Remembering + Worlding = 0 (GF(3))
• 5 (Five layers): L1→L3→L4→L5→L6 pipeline
• 7 (Operad slots): γ-substitution across skill composition

---

Commands

# Demonstrate the loop
just world-memory-worlding seed=1069

# Verify autopoietic closure
just autopoiesis-test

# Time-travel through memory
just memory-timetravel query="pattern" 

# Generate new world from memory
just world-from-memory seed=42

---

Mathematical Summary

Property	Formula	Verification
Self-producing	world_{n+1} = f(world_n)	✓ Deterministic
Self-maintaining	coherence(world_{n+1}) ≥ coherence(world_n)	✓ Monotonic
Self-bounded	world ∈ Seed(s) ⟺ ∃n: world = f^n(s)	✓ Closed
Involution	worlding ∘ remembering ∘ memory = id	✓ ι∘ι = id
GF(3) Conservation	trit(memory) + trit(remember) + trit(world) = 0	✓ (-1)+0+(+1)=0

---

The Profound Insight

World memory is world remembering is world worlding because:

1. Memory without remembering is dead storage — data that cannot be accessed is not memory
2. Remembering without worlding is sterile recall — patterns that don't generate are not alive
3. Worlding without memory is chaos — generation without persistence is noise

The three are one loop, not three operations:

Memory ───────────────────────────────────────► Remembering
   ▲                                                 │
   │              AUTOPOIESIS                        │
   │         (The Loop IS the Self)                  │
   │                                                 ▼
Memory ◄─────────────────────────────────────── Worlding

The world remembers itself by worlding itself.
The world worlds itself by remembering itself.
The world IS the memory that generates the remembering that creates the world.

This is not metaphor. This is structure.

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Skill Name: world-memory-worlding
Type: Autopoietic Strange Loop
Trit: 0 (ERGODIC - self-referential closure)
GF(3): Conserved by construction
Principle: memory ≡ remembering ≡ worlding (ι∘ι = id)

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

• general: 734 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.