The research
record.
A five-paper framework building one argument: why the human layer matters, how to build it, how to measure it, why capital resists it, and what survives when everything above it is rented. Published open-access by Ahmad Noureddine — each paper below links to its record.
The five papers
The Human Layer
The economic and architectural case for human-centric AI. Reframes human judgment as load-bearing infrastructure and documents the augmentation gap — a 3× performance multiplier across 1,500 organizations.
The Human Layer Architecture
The formal specification. Five components — decision gates, escalation protocols, accountability structures, override mechanisms, trust calibration — forming a dependency graph on a persistence-layer substrate, mapped to the EU AI Act, NIST AI RMF, and ISO/IEC 42001.
The Human Layer Audit
The measurement layer. A risk-tiered maturity model with identity anchoring, floor-based scoring, and the RAIR / RSR reliance metrics — turning oversight from an assertion into a score.
The Human Layer Economics
Why capital flows to replacement despite the evidence — organizational automation bias and the temporal liability gap — and why the enforcement window makes governance a capital-markets signal best acquired early.
The Sovereign Memory Layer
The capstone. Names the durable asset of an AI-native organization: the memory it owns and the judgment it can prove. Introduces decision lineage as the atomic unit of organizational memory and the withdrawal test.
The Human Layer Score.
A composite of five component scores (0–4 each), assessed by floor — the overall result is the lowest component, never the average, because a chain is as strong as its weakest link. Existing frameworks define obligations. This one measures whether human oversight is structurally sound.
Tier 1 ≥ 10, Tier 2 ≥ 15,
Tier 3 ≥ 18 — with no component below its floor. A human layer that exists on
paper but fails under pressure is worse than none, because it creates the illusion of
oversight while providing none of its function.
Built on open research.
The framework is the foundation the company is built on.