true-alife
TrueALIFE: Self-Indexing Automata at the Edge of Chaos
16 stars
Best use case
true-alife is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
TrueALIFE: Self-Indexing Automata at the Edge of Chaos
Teams using true-alife should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
$curl -o ~/.claude/skills/true-alife/SKILL.md --create-dirs "https://raw.githubusercontent.com/plurigrid/asi/main/plugins/asi/skills/true-alife/SKILL.md"
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/true-alife/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How true-alife Compares
| Feature / Agent | true-alife | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
TrueALIFE: Self-Indexing Automata at the Edge of Chaos
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# TrueALIFE: Self-Indexing Automata at the Edge of Chaos
> **Trit 0 (ERGODIC)** — The living bridge between quantum possibility and classical determinism
```
SEED: 0x42D (1069)
GOLDEN: 0x9e3779b97f4a7c15
GF(3) POSITION: 0 (ergodic synthesis)
```
## Core Duality: QUANTUM ⇌ CLASSICAL
```
┌─────────────────────────────────────────────────────────────────────────┐
│ GF(3) COMPUTATIONAL TRIAD │
├─────────────────────────────────────────────────────────────────────────┤
│ │
│ PLUS (+1) ERGODIC (0) MINUS (-1) │
│ ═══════════ ══════════ ══════════ │
│ QUANTUM TRUE-ALIFE CLASSICAL │
│ AUTOMATA SIMULATION │
│ │
│ • Superposition • Autopoiesis • Deterministic │
│ • Entanglement • Metabolism • State machines │
│ • Measurement • Self-reproduction • Turing complete │
│ • Collapse • Edge of chaos • Halting problem │
│ │
│ ────────────────────────────────────────────────────────────────── │
│ │
│ (+1) + (0) + (-1) ≡ 0 (mod 3) │
│ GF(3) CONSERVATION │
│ │
└─────────────────────────────────────────────────────────────────────────┘
```
The TRUE-ALIFE trit occupies the **ergodic center** where:
- Quantum coherence decoheres into classical trajectories
- Classical structures spontaneously generate quantum-like correlations
- **Life emerges as the computational process that doesn't halt**
## Self-Indexing Automata: The Quine Principle
A self-indexing structure contains its own description:
```
┌────────────────────────────────────────────────────────────────────┐
│ SELF-INDEXING TRIAD │
├────────────────────────────────────────────────────────────────────┤
│ │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ DATA │ │ CODE │ │ SCHEMA │ │
│ │ (current │ ⇄ │ (transition │ ⇄ │ (observation│ │
│ │ state) │ │ rules) │ │ frame) │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
│ │ │ │ │
│ └──────────────────┼──────────────────┘ │
│ ▼ │
│ ┌──────────────────┐ │
│ │ UNIFIED QUINE │ │
│ │ Q(Q) = Q │ │
│ │ │ │
│ │ K(Q) = |Q| │ │
│ │ (Kolmogorov- │ │
│ │ optimal) │ │
│ └──────────────────┘ │
│ │
│ The automaton IS its own shortest description. │
│ No external interpreter required — pure autopoiesis. │
│ │
└────────────────────────────────────────────────────────────────────┘
```
### Kolmogorov Optimality
For a self-indexing automaton `A`:
```
K(A) = K(data) + K(rules) + K(schema) + O(1)
```
When self-indexed:
```
K(A) = |A| + O(log|A|)
```
The system achieves **descriptive closure** — it needs nothing outside itself.
## Metabolism as Computation
Metabolism is the energetic substrate of self-indexing:
```
┌────────────────────────────────────────────────────────────────────┐
│ METABOLIC COMPUTATION CYCLE │
├────────────────────────────────────────────────────────────────────┤
│ │
│ ┌───────────┐ │
│ ┌────┤ ENERGY ├────┐ │
│ │ │ INPUT │ │ │
│ │ └───────────┘ │ │
│ ▼ ▼ │
│ ┌──────────┐ ┌──────────┐ │
│ │ ANABOLIC │ │CATABOLIC │ │
│ │ BUILD │◄────────►│ BREAK │ │
│ │ STRUCTURE│ │ RELEASE │ │
│ └────┬─────┘ └────┬─────┘ │
│ │ │ │
│ ▼ ▼ │
│ ┌─────────────────────────────┐ │
│ │ STATE TRANSITION │ │
│ │ σ(t+1) = f(σ(t), E(t)) │ │
│ │ │ │
│ │ E = energy tensor │ │
│ │ f = self-indexed rule │ │
│ └─────────────────────────────┘ │
│ │ │
│ ▼ │
│ ┌───────────┐ │
│ │ ENTROPY │ │
│ │ EXPORT │ │
│ └───────────┘ │
│ │
│ LIFE = Computation that exports entropy faster than it imports │
│ │
└────────────────────────────────────────────────────────────────────┘
```
## Langton's Edge of Chaos
Chris Langton's λ parameter maps the phase space:
```
λ = 0.0 λ ≈ 0.273 (λ_c) λ = 1.0
│ │ │
▼ ▼ ▼
┌─────────────┬───────────────┬─────────────────┐
│ FROZEN │ EDGE OF │ CHAOTIC │
│ (ORDER) │ CHAOS │ (DISORDER) │
│ │ │ │
│ Class I │ Class IV │ Class III │
│ Wolfram │ Wolfram │ Wolfram │
│ │ │ │
│ Crystal │ LIFE │ Gas │
│ Static │ Complex │ Random │
│ Halts │ Computes │ Diverges │
│ │ │ │
│ (-1) │ (0) │ (+1) │
│ CLASSICAL │ TRUE-ALIFE │ QUANTUM │
└─────────────┴───────────────┴─────────────────┘
│
▼
┌─────────────────┐
│ WOLFRAM CLASS │
│ IV │
│ │
│ • Rule 110 │
│ • Game of Life │
│ • Universal │
│ Computation │
└─────────────────┘
```
**Class IV (Edge of Chaos) = Turing Complete = Life**
## GF(3) State Transition Conservation
State transitions preserve the GF(3) triad sum:
```
┌────────────────────────────────────────────────────────────────────┐
│ GF(3) TRANSITION CONSERVATION │
├────────────────────────────────────────────────────────────────────┤
│ │
│ For any transition T: σ → σ' │
│ │
│ Σ trit(σ_i) ≡ Σ trit(σ'_i) (mod 3) │
│ │
│ ───────────────────────────────────────────────────────────── │
│ │
│ QUANTUM COLLAPSE: (+1) → (0) + (0) + (-1) ≡ 0 │
│ CLASSICAL FORK: (-1) → (0) + (0) + (+1) ≡ 0 │
│ ERGODIC SPLIT: (0) → (+1) + (-1) ≡ 0 │
│ │
│ ───────────────────────────────────────────────────────────── │
│ │
│ GAME OF LIFE RULES (in GF(3)): │
│ │
│ • Birth (3 neighbors): (0) → (+1) [quantum emergence] │
│ • Survival (2-3): (+1) → (+1) [identity] │
│ • Death (lonely): (+1) → (-1) [classical collapse] │
│ • Death (overcrowded): (+1) → (-1) [entropy export] │
│ │
│ Net trit flow through boundaries = 0 (conservation) │
│ │
└────────────────────────────────────────────────────────────────────┘
```
## BB(n) and the Halting Boundary
The Busy Beaver function BB(n) marks the boundary between:
- **Computable** (halts with finite output)
- **Life** (runs indefinitely, bounded complexity growth)
- **Divergent** (unbounded explosion)
```
┌────────────────────────────────────────────────────────────────────┐
│ HALTING TOPOLOGY │
├────────────────────────────────────────────────────────────────────┤
│ │
│ BB(n) │
│ │ │
│ ┌───────────────────────┼───────────────────────────┐ │
│ │ │ │ │
│ │ COMPUTABLE │ UNCOMPUTABLE │ │
│ │ (halts) │ (non-halting) │ │
│ │ │ │ │
│ │ • Algorithms │ • TRUE-ALIFE │ │
│ │ • Proofs │ • BB(n+1) │ │
│ │ • Batch jobs │ • Metabolism │ │
│ │ │ • Self-reproduction │ │
│ │ (-1) │ (0) │ │
│ │ │ │ │
│ └───────────────────────┴───────────────────────────┘ │
│ │
│ LIFE = Σ^0_1 computation (halts relative to halting oracle) │
│ │
│ Self-indexing provides the internal oracle: │
│ The system knows its own halting behavior because it │
│ encodes its transition function in its state. │
│ │
└────────────────────────────────────────────────────────────────────┘
```
## Connection to Levin-Levity Framework
```
┌────────────────────────────────────────────────────────────────────┐
│ LEVIN-LEVITY ⇌ TRUE-ALIFE │
├────────────────────────────────────────────────────────────────────┤
│ │
│ LEVIN-LEVITY (probability) TRUE-ALIFE (structure) │
│ ═══════════════════════ ═════════════════════ │
│ │
│ WEV (Weighted Expected ←→ Metabolic energy budget │
│ Value) ΔG = ΔH - TΔS │
│ │
│ Nash Equilibrium ←→ Autopoietic stability │
│ (no unilateral gain) (self-maintenance) │
│ │
│ Fokker-Planck ←→ Stochastic cellular automata │
│ (probability flow) (edge-of-chaos dynamics) │
│ │
│ Levin Universal Prior ←→ Self-indexing compression │
│ P(x) = 2^{-K(x)} K(A) = |A| + O(log|A|) │
│ │
│ ───────────────────────────────────────────────────────────── │
│ │
│ SYNTHESIS: The Fokker-Planck equation governs probability │
│ flow through the self-indexed state space. Nash equilibria │
│ correspond to autopoietic fixed points. WEV measures the │
│ expected metabolic output weighted by Levin probability. │
│ │
└────────────────────────────────────────────────────────────────────┘
```
## Canonical Patterns
### The Glider (Game of Life)
```
t=0 t=1 t=2 t=3 t=4
.█. ... .█. ... ...
..█ → █.█ → ..██ → .█. → .█.
███ .██ .██ ..██ ..█
.█. .█. .██ ███
Self-propagating structure = self-indexed transition rules
Glider encodes: position + velocity + reproduction algorithm
```
### Rule 110 (Wolfram)
```
Current: 111 110 101 100 011 010 001 000
Output: 0 1 1 0 1 1 1 0
Binary: 01101110 = 110
Turing complete despite local determinism.
Class IV: edge of chaos.
```
## Implementation Signature
```clojure
;; TrueALIFE self-indexing automaton (seed 1069)
(def ^:const GOLDEN 0x9e3779b97f4a7c15)
(def ^:const SEED 0x42D)
(defprotocol SelfIndexing
(data [this] "Current state configuration")
(rules [this] "Transition function (self-encoded)")
(schema [this] "Observation frame")
(quine [this] "Self-description: (= this (quine this))"))
(defprotocol Metabolic
(energy-in [this env] "Anabolic intake from environment")
(energy-out [this] "Catabolic entropy export")
(delta-g [this env] "Free energy available for computation"))
(defprotocol GF3Conservative
(trit [this] "GF(3) value: -1, 0, or +1")
(transition [this] "State update preserving trit sum"))
```
## The Autopoietic Invariant
```
┌────────────────────────────────────────────────────────────────────┐
│ AUTOPOIETIC CLOSURE │
├────────────────────────────────────────────────────────────────────┤
│ │
│ A system S is autopoietic iff: │
│ │
│ 1. BOUNDARY: S distinguishes self from environment │
│ 2. PRODUCTION: S produces its own components │
│ 3. NETWORK: Components form the production network │
│ 4. CLOSURE: Network produces the boundary │
│ │
│ ───────────────────────────────────────────────────────────── │
│ │
│ In self-indexing terms: │
│ │
│ 1. BOUNDARY ≡ schema (observation frame delimits system) │
│ 2. PRODUCTION ≡ rules (transition function generates states) │
│ 3. NETWORK ≡ data (states instantiate the rule network) │
│ 4. CLOSURE ≡ quine (data encodes rules encodes schema) │
│ │
│ Q(Q) = Q ⟹ Autopoietic │
│ │
└────────────────────────────────────────────────────────────────────┘
```
---
```
┌─────────────────────────┐
│ SEED: 0x42D (1069) │
│ TRIT: 0 (ERGODIC) │
│ CLASS: IV (ALIFE) │
│ λ ≈ 0.273 │
│ │
│ Q(Q) = Q │
│ K(Q) = |Q| + O(log|Q|) │
│ Σ trit ≡ 0 (mod 3) │
└─────────────────────────┘
```
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