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Independent R&D project · Cologne

Research

Research, runtime, evidence and applied systems

AnyLAI is one architecture studied from four directions: a framework for building AI systems that can be reviewed, a runtime for deciding what an AI system should do next and under whose authority, an evidence layer, and a set of applied systems that test all three against real material.

Research and architecture

The two bodies of research that the rest of the work builds on. They are siblings, not layers: neither depends on the other, and each can be used alone.

  • COADF

    Published framework

    A framework for building AI systems whose decisions can be reviewed and traced.

  • ERQYO

    Research architecture · reference implementation

    A runtime architecture for deciding what an AI system should do next, and under whose authority.

Trust and evidence

How a claim is carried from its source to the person who has to rely on it, and what has to hold at each step for that reliance to be reasonable.

  • Open Template Library

    Pilot catalogue · prototype

    A library of reusable implementation patterns for COADF controls, each generated machine-, AI- and human-readable from one source.

  • Trust Architecture

    Implemented platform architecture

    How confidence, human review and an audit trail fit together.

Applied research

Systems that put the architecture to work on real documents and real workflows. Three run today; six more are research concepts with unpublished prototypes.

  • AnyDPP

    Research and demonstration environment

    Verifiable product evidence and Digital Product Passports, shown on a signed demonstration passport whose signature anyone can check against the published issuer key.

  • AnyAudit

    Research demonstrator

    A research demonstrator for tracing the lineage behind an AI system's output.

  • AnyImob

    Existing applied implementation · historical lineage

    An applied system for real-estate conversations, and the oldest line of work here.

  • AnyTrace

    Research concept · unpublished prototype

    Traceability research: provenance, evidence lineage and chain of custody.

  • AnyVerify

    Research concept · unpublished prototype

    Verification research: cross-checking sources and reporting contradictions honestly.

  • AnyValid

    Research concept · unpublished prototype

    Validation research: checking evidence against authoritative sources, and when it expires.

  • Any2DPP

    Research concept · unpublished prototype

    Mapping research: turning source data into structures a product passport can use.

  • AnyUSMCA

    Research concept · unpublished prototype

    Trade-workflow research: organising origin evidence against a stated rule set.

  • AnyClinical

    Research concept · workflow-governance prototype, unpublished

    Governed workflow research for health coordination; never diagnosis or treatment.

Applied research overview

Every entry carries its status. A status changes when repository evidence changes, never because a page exists.

Research project · Independent R&D · Not a commercial offering