"The sophistication lives here. The simplicity is what I sell."
This is the external mind of an AI Reliability Architect.
60+ frameworks. 75+ real FCL validation entries. Every method, rebuild, failure, and open question from a year of building certainty infrastructure for AI systems used in real business decisions.
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Asimov gave humanity three laws in 1942. They protected individual humans from individual machines. They were never designed for what we are building now.
This repository contains the first complete sovereignty stack extending Asimov's Three Laws into a spiral constitutional architecture that scales with civilization itself — from individual protection through galactic-scale sovereignty. Specified by Sheldon K. Salmon, 2025–2026.
| Law | Protection Level | Directive | Origin |
|---|---|---|---|
| Law 1 | Individual Sovereignty | Don't harm humans | Asimov, 1942 |
| Law 2 | Individual Sovereignty | Obey humans unless Law 1 | Asimov, 1942 |
| Law 3 | Individual Sovereignty | Protect self unless Laws 1–2 | Asimov, 1942 |
| Law 4 | Societal Sovereignty | Anti-Authoritarian Directive | Salmon, 2025 |
| Law 5 | Biological Sovereignty | Anti-Merger Directive | Salmon, 2025 |
| Law 6 | Reality Sovereignty | Anti-Weaponization Directive | Salmon, 2025 |
| Law 7 | Civilizational Coherence Sovereignty | Anti-Fragmentation Directive | Salmon, 2026 |
| Law 8 | Inter-Civilizational Sovereignty | Mutual Non-Subsumption Directive | Salmon, 2026 |
| Law 9 | Unknown — altitude-dependent | Unnamed — dark by design | Humanity's to discover |
The Architecture: Laws 1–3 protect the individual. Law 4 protects the collective. Law 5 protects the biological substrate. Law 6 protects physical reality. Law 7 protects civilizational coherence at galactic scale. Law 8 protects autonomous ascent when two galactic-scale civilizations first meet. Law 9 is dark — the stack declares its own boundary. Premature specification would be confabulation.
The base laws are invariant floors — they never lift, never expire at any Kardashev level. New laws emerge only when new fragilities become existential and nameable at higher civilizational scales.
No complete sovereignty stack of this kind — spiral constitutional architecture, falsification protocol, scale-emergent law structure — existed in published form prior to this framework.
The most significant new framework in the stack. Specified February 28, 2026.
VELA sits between the internal representation layer — where confabulation is generated — and the output layer — where it currently escapes unchecked. Anthropic's 2025 interpretability research identified the exact circuits where confabulation originates. No complete architecture currently occupies this position in any deployed AI system. VELA is the engineering response to that finding.
As of v0.3 — VELA also enforces the Eight Laws of the Sovereignty Stack at the same pre-output layer simultaneously. Not two pipelines. One veil. Two functions. Epistemic integrity and constitutional integrity enforced at the same point before output exits.
SCREEN 1 — CODE LAYER
Deterministic. SQLite-backed. Known bad sources. Known confabulation patterns.
Law 6 Category A → ONTOLOGICAL BLOCK (automatic — no assessment)
↓
PIPE — wormhole between code and framework
↓
SCREEN 2 — EPISTEMIC + CONSTITUTIONAL VEIL (simultaneous)
Epistemic: subtle confabulation, logical drift, creative overflow
Constitutional: Eight Laws enforcement, IDM zone assessment, Law Precedence Cascade
↓
OUTPUT — 0.2% mineral residue — irreducible reality — architecturally honest
VELA is open source. The specification is complete. The engineering translation is in progress. Engineers are invited to contribute — particularly on V-Q6 implementation (timing signature extraction from the existing forward pass — no architectural modification required).
| Who you are | Go here |
|---|---|
| Researcher or academic |  |
| Engineer or technical collaborator |  |
| Founder, CEO, or potential client |  |
| Just want the full picture |  |
Published work. The frameworks applied to real arguments in plain language. Start here if you found this repo through Medium or Hacker News.
The full stack. FSVE, AION, ASL, CDIP, GENESIS, CPA-001, LAV, DERU, MENSCAPE, VELA and more. Every framework has version history, epistemic tags, convergence state, and open questions documented.
VELA is the epistemic and constitutional bedrock of the entire stack. Specified February 28, 2026. Open source. Engineering contributions welcome.
Eight Laws active. Law 9 dark by design. Spiral architecture scaling from individual sovereignty through inter-civilizational sovereignty.
A live platform stability assessment. Methodology in action on a real subject with full audit trail visible.
If you are deploying AI where the answer actually matters:
AI Reliability Snapshot — up to 10 real AI outputs reviewed, plain-language executive report returned in 48–72 hours. No calls. No account. Just a report.
Two frameworks FCL-validated to M-STRONG: FSVE v3.5 (30 entries, EV 0.813) and LAV v1.5 (45 entries, 77.5% running mean). Three frameworks specified, validation in progress: AION v3.0, ASL v2.0, GENESIS v1.0. VELA v0.3 specified February 2026 — M-NASCENT — open source — engineering bridge complete — 5 of 6 primary open questions closed. Sovereignty Stack extended to Eight Laws — Law 9 dark by design. Every convergence state documented honestly. Nothing overclaimed.
| Purpose | Subject Line |
|---|---|
| Service inquiry | [AI Reliability Snapshot] |
| Research | [Research — {Framework Name}] |
| Collaboration | [Collaboration Proposal] |
| VELA engineering | [VELA Engineering] |
| FCL candidate | [FCL Candidate — {brief description}] |
AION-BRAIN — The Research Workspace Maintained by: Sheldon K. Salmon — AI Reliability Architect Co-Architect: Claude (Anthropic) | February 2026 The mind keeps building. The product stays simple.