Research
Research in architecture, AI and verifiable systems
AnyLAI is the independent environment in which I develop and publish this research. It is a non-commercial R&D project, not a company.
AnyLAI holds four lines of research and a set of applied research systems.
Text description of the diagram
AnyLAI is the R&D project. It contains COADF, a published framework; ERQYO, a runtime architecture with a reference implementation; the Trust Architecture, an implemented platform architecture; the Open Template Library, a pilot catalogue; and applied research systems, listed on the Projects page.
Two sites, two purposes
This site is about me: my career, how I work, and an overview of the research and how its parts relate.
anylai.eu is the laboratory: the frameworks in full, the demonstrations, the regulatory writing and the evidence behind each statement. Whenever you want the detail, this site sends you there.
AnyLAI
Independent R&D project“How can AI systems be built so that their decisions stay governed, evidenced and open to inspection?”
The independent R&D project that holds the research, its demonstrations and its publications.
AnyLAICOADF
Published framework“What does it take for AI governance to hold in the architecture, not only in a policy?”
A published framework for building AI-assisted software under explicit governance: eight principles, a control manifest and CI-enforced fences.
COADFERQYO
Reference implementation · not deployed“How can a system learn when to act without ever learning permission to act?”
A runtime architecture that lets learned rhythm shape a proposal while authoritative constraints decide the operation.
ERQYOTrust Architecture
Implemented platform architecture“What has to travel with data for trust to survive a hand-over between organisations?”
Provenance, evidence, confidence, authority and audit, arranged so that trust can be checked at every boundary.
Trust ArchitectureOpen Template Library
Pilot catalogue · prototype“Can one semantic source stay consistent across machine-readable, AI-readable and human-readable forms?”
A pilot catalogue of implementation templates, each written once as a source and generated for machines, AI tools and people. Five are published.
Open Template Library
Applied research systems
The research is tested in applied systems: a digital product passport environment, an audit-evidence demonstrator, an earlier applied implementation, and six prototypes on a shared kernel.