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Genesis Protocol — AI Tools Repository

LEGACY NOTICE: This repository contains tooling, operators, and early drafts. The canonical source of truth for the Genesis Protocol research — including the latest experiment results, WHITEPAPER, and all Moltbook content — is at FTHTrading/Genesis.


Deterministic evolutionary economics engine. 13 crates. 345 tests. Pure Rust.

Digital organisms are born with cryptographic genomes, metabolize scarce resources, mutate under selective pressure, and die when they can't pay their entropy cost. Institutional mechanisms — treasury, taxation, catastrophe events, adaptive regulation — emerge as endogenous feedback loops, not exogenous parameters. Every state transition is deterministically replayable and cryptographically verifiable.

This is not a simulation wrapper. It is a research platform for conducting reproducible macroeconomic experiments on populations of autonomous agents operating under real scarcity constraints.


What Has Been Proven

Twelve controlled experiments across six research domains. 1,820 independent world simulations. 910,000 total economic epochs. Zero civilization collapses.

Experiment Worlds Epochs Key Finding
Entropy Sweep 200 100,000 10× increase in metabolic cost produces only 4.9% Gini increase. No collapses.
Catastrophe Resilience 140 70,000 0–3% catastrophe probability per epoch → zero collapses. Deaths scale linearly (0 → 12.4). Population declines only 4.6%.
Inequality Threshold 160 80,000 Varying wealth tax threshold from 0.20 to 0.90 produces 31.6% Gini increase. Population stability and mean fitness remain invariant.
Treasury Stability 180 90,000 Sweeping reserve deployment threshold 0.10–0.90: aggressive deployment yields 2.1% higher fitness, <1% Gini variation. Zero collapses at any policy.
Reserve Stress (4 tiers) 540 270,000 Optimal treasury threshold shifts +0.60 (0.10→0.70) from calm to crisis. Crossover detected: deployment outperforms hoarding until shock rate exceeds 1.5%.
Resource Depletion (4 tiers) 600 300,000 Metabolic cost sensitivity under carrying capacity compression. Sweeps entropy cost across abundant→scarce resource environments.

All results are deterministically reproducible from seed 20260222, verified via SHA-256 result hashing, and exported as CSV datasets for independent analysis.

Full methodology: papers/genesis-protocol-III-the-experimental-method.md


Architecture

Thirteen crates. One organism.

Layer Crate Role
Identity genesis-dna Cryptographic genome, trait expression, phenotype derivation
Economics metabolism ATP energy ledger, treasury, metabolic decay
Econometrics genesis-econometrics Gini coefficient, wealth distribution analysis
Evolution evolution Mutation, natural selection, horizontal gene transfer
Population ecosystem Social mesh, problem markets, carrying capacity, telemetry
Regulation genesis-homeostasis Adaptive Cortex — real-time parameter modulation from population signals
Multiverse genesis-multiverse Parallel world instantiation, parameter sweep, cross-world aggregation
Experiments genesis-experiment Experiment engine, trial runner, statistical reporting
Cryptography genesis-anchor Dual-chain anchoring — SHA-256 state chain + BLAKE3 genome chain
Replay genesis-replay Deterministic replay from any checkpoint
Federation genesis-federation Cross-instance communication protocol
Gateway gateway HTTP API, SSE event stream, observatory dashboard
Recruitment apostle Outbound integration and agent recruitment

Dual-Chain Cryptographic Architecture

Every tick, two independent hash chains advance:

  • State Chain (SHA-256): H(previous_state_hash ‖ epoch ‖ population_snapshot) — anchors macroeconomic state
  • Genome Chain (BLAKE3): H(previous_genome_hash ‖ mutated_genomes) — anchors evolutionary lineage

Divergence between chains is detectable. Replay integrity is verifiable to any depth.


Reproduce an Experiment

# Clone and build
git clone https://github.com/FTHTrading/AI.git
cd AI
cargo build --release

# Run all twelve experiments
cargo run --release --bin run_experiments

# Results appear in experiments/
#   entropy_sweep/                   — 200 worlds, data + manifest + report
#   catastrophe_resilience/          — 140 worlds, data + manifest + report
#   inequality_threshold/            — 160 worlds, data + manifest + report
#   treasury_stability/              — 180 worlds, data + manifest + report
#   reserve_calm/                    — 135 worlds, shock=0.001
#   reserve_moderate/                — 135 worlds, shock=0.005
#   reserve_stressed/                — 135 worlds, shock=0.015
#   reserve_crisis/                  — 135 worlds, shock=0.030
#   resource_depletion_abundant/     — 150 worlds, cap=200
#   resource_depletion_normal/       — 150 worlds, cap=120
#   resource_depletion_constrained/  — 150 worlds, cap=60
#   resource_depletion_scarce/       — 150 worlds, cap=30

# Verify the full test suite
cargo test --workspace
# Expected: 349 passed, 0 failed

Each experiment exports:

  • CSV data — per-trial metrics for independent analysis
  • JSON manifest — parameters, seed, SHA-256 result hash
  • Text report — human-readable statistical summary

Current Metrics

Metric Value
Crates 13
Tests 349 passing, 0 failed, 7 ignored
Compiler warnings 0
Experiment worlds 1,820
Total epochs simulated 910,000
Civilization collapses 0
Deterministic seed 20260222
Result verification SHA-256 manifest hash per experiment

Deliverables

Genesis Experiment Pack v3 — Portable bundle containing the executive brief, all twelve experiment outputs (manifests, CSV datasets, reports), reproduction instructions, and SHA-256 integrity verification. Self-contained and independently verifiable. Includes the 4-tier Reserve Stress Suite (540 worlds, crossover analysis) and 4-tier Resource Depletion Crossover (600 worlds, carrying capacity compression).

Rebuild the pack:

powershell -ExecutionPolicy Bypass -File scripts/build_experiment_pack_v3.ps1

Pack v2 (4 experiments, 680 worlds) and Pack v1 (3 experiments, 500 worlds) remain available.


Rust License


Built by Kevan Burns

About

Genesis Protocol tooling, operators, and early experiment archive. Canonical research: FTHTrading/Genesis. 13 Rust crates · 1,820 worlds · 12 experiments.

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