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the work.

EDITORIAL DRAFT · ONGOING · V0.1

VINDEX3 is part of Chris Hay’s work on model representation. This dossier records the model-as-database proposition and links to the canonical project.

EDITORIAL DRAFT / OBSERVATION · ONGOING · V0.1

THE THREAD. A model-as-database proposition connects this work to VINDEX3. The context notebook asks what becomes possible when earlier state can be returned to, rather than repeatedly reconstructed.

EDITORIAL DRAFT / STATEMENT · ONGOING · V0.1

The model is the database.

TITLE & DESCRIPTION · V1.0

In this video I use VINDEX3 to inspect, quantize and compare representations of Qwen3.8-27B, looking at what is actually stored, what changes during quantization, and why representation matters more than a single headline bit-width.

THE PRACTICE / AUTHOR DESCRIPTION

Chris Hay. A house for ideas, systems and objects. Building things to find out how they work. Ideas: Questions, research and the notebook. A place for thinking before the answer. Systems: Models, software, design languages and infrastructure. Giving an idea a structure that can be explored. Objects: What is made: software, interfaces, films and publications. An idea takes a form that can be used, watched or held. Chris Hay explores how intelligent systems are represented, executed, understood and experienced. Research, Engineering, Design, Film form one practice. LARQL: Querying and running learned systems. An investigation into what becomes possible when a model can be addressed. VINDEX3: Exploring how a model is represented, and how that representation relates to its execution. HAUSE: A language for how intelligent systems express themselves: claims, evidence, questions, comparisons and refusals. MCP-CLI / CHUK: Tools for connecting agents, models and the systems they use. Research: The questions, the evidence and the boundary of what has been shown. Notebook: The record before the answer. Thoughts, sketches and questions while they are still taking shape. Film: Another medium for thinking. Experiments, explanations and conversations in public. The record is the catalogue of the practice: stable identities, authorship, dates, source credits and citations. Publish the uncertainty as well as the result. IBM Mixture of Experts is an external production in which Chris is a regular panelist; IBM remains its producer.

TITLE & DESCRIPTION · V1.0

What if the FFN weights in a transformer aren't a black box — but a graph database you can query directly?