This repository is my mind made external.
AION-BRAIN is where I build, break, validate, and archive every framework, method, and system I develop for working with AI. Over the past year I built 60+ frameworks covering epistemic scoring, linguistic precision, sovereignty layers, uncertainty inheritance, and AI output reliability. It is all here — the wins, the failures, the rebuilds, the open questions.
But here is the thing you need to know if you just arrived:
I don't sell frameworks. I use them.
Everything in this repository is the kitchen. What I actually deliver to clients is a single clean report — an AI Reliability Snapshot — that tells a founder or CEO exactly which AI outputs their business depends on are safe, which need review, and where a human must be in the loop.
The frameworks run in the background. You get the findings.
This is my research workspace. It will keep growing. Every new framework I build goes here — not as a product, but as the methodology I pull from to deliver better work.
Think of it this way:
AION-BRAIN → The mind. Always building. Never stops.
↓
ANCHOR → The product. Simple. Deliverable. Gets paid.
↓
AI Reliability Snapshot → What the client receives.
5–7 pages. 48–72 hours.
The sophistication lives here. The simplicity is what I sell.
Three founding organizations are currently receiving a free AI Reliability Snapshot — a structured review of up to 10 real AI outputs with a plain-language executive report returned in 48–72 hours.
→ Apply here: https://tally.so/r/b5ljko
No calls. No account. Just a report.
Choose your path:
| Who you are | Where to go |
|---|---|
| Researcher or academic | README-ACADEMIC.md — full framework specs, FCL validation data, convergence states, open questions |
| Engineer or technical collaborator | README-TECHNICAL.md — stack architecture, scoring engines, integration specs |
| Founder, CEO, or potential client | README-COMMERCIAL.md — what the service does, what you receive, how to engage |
Two frameworks are FCL-validated to M-STRONG and near-M-VERY-STRONG: FSVE v3.5 (30 real entries, EV 0.813) and LAV v1.5 (45 real entries, 77.5% running mean). Three frameworks are specified but not yet empirically validated: AION v3.0, ASL v2.0, GENESIS v1.0. The proprietary stack — MENSCAPE, DERU, full LAV, ANCHOR — is active and not open-sourced. The first client engagement generates the first ANCHOR FCL entry. That is the next milestone.
For the service: Subject [AI Reliability Snapshot]
For research: Subject [Research — {Framework}]
For collaboration: Subject [Collaboration Proposal]
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.
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