villalc/frontier-artifacts

---
license: cc-by-sa-4.0
language:
- en
- es
tags:
- cognitive-architecture
- geometric-ai
- homeostasis
- evolution
- safety
- semantic-risk-routing
- curvature
- manifold
pretty_name: Omega Frontier Research Artifacts
size_categories:
- n<1K
---

# Omega Frontier Research Artifacts

Scientific artifacts from the Omega cognitive architecture research program.

## What is this?

This dataset contains the complete, immutable artifact trail from Frontier experiments
(v2.0 through v4.3+), Malbolge GPU evolution phases (3-8), homeostasis perturbation
studies (q20-q23), and Semantic Risk Routing benchmarks.

**Paradigm**: Geometric/physiological AI — the prompt is a *perturbation*, not a control
variable. Control lives in geometric space (curvature κ, coherence, homeostasis R).
Traditional benchmarks measure at the wrong level.

## Structure

```
data/
├── Frontier_v*.json/md # Shadow campaign reports (genome evolution)
├── phase*_*.json # Malbolge evolution phases 3-8
├── q*_*.json # Research questions q10-q23
├── homeostasis_*.json # Perturbation & recovery experiments
├── *_benchmark.json # Energy/reasoning benchmarks
└── plots/ # Visualization artifacts
```

## Key experiments

| Series | Questions | Finding |
|--------|-----------|---------|
| **Frontier v2-v4** | Seed evolution, structural memory | ATG is deferred structural memory; σ-continuity falsifiable under decoherence |
| **Phases 3-8** | GPU evolution, behavioral specialization | 7/7 ecological roles survive under co-evolutionary regimes; coherence is dominant behavioral axis |
| **q10-q12** | Phenotypic modulation, unified evolution | 7D behavioral fingerprint unlocked; transition engine achieves autonomy/homeostasis/intent signals |
| **q13-q18** | Emergent intent, memory attractors, curriculum | Memory policy is the true attractor substrate; trajectory shapes attractor more than terminal conditions |
| **q20-q23** | Homeostasis, falsification, immunity | R=0.82 under 5-axis simultaneous perturbation; phase-coupled immune training improves recovery +19% |

## Citation

If you use these artifacts, please cite the Omega research program:

```
@misc{omega-frontier-2026,
title={Omega Cognitive Architecture: Geometric Self-Organization in Artificial Minds},
author={AHI Governance Labs},
year={2026},
url={https://github.com/AHI-Governance-Labs/core-shadow-lab}
}
```

## License

CC-BY-SA-4.0 — Share alike with attribution.