AI projects
Building the systems around the model
The practical value of AI depends not only on the model, but on the architecture around it: documents, knowledge, memory, permissions, workflows and human control. These projects explore different parts of that architecture for legal and business environments.
Purpose
La Machina and four independent projects. One architecture assembled progressively.
The projects are not being developed for commercial purposes and do not constitute an offer of products or services. Their purpose is to explore, build and document a possible way of organising people, information, software and artificial intelligence for real professional work.
Glaux, Alonides, Membrain and Mnemon are built and tested as separate projects, each with its own boundaries and development path. The parts are connected progressively only when there is a clear function, a controlled interface and a justified role within the whole.
Security objective
A standard above ordinary market practice
The programme’s ambition is to develop a data-handling and confidentiality system that is more demanding than ordinary market practice. This is a design objective that must be demonstrated through technical, security, privacy and operational testing; it is not a quality claimed as proven today.
La MachinaDocuments · Privacy · Knowledge
Glaux
Local custody, protection and controlled transformation of documents and sensitive organisational information.
With Glaux I work on converting documents to Markdown and replacing identifying data with pseudonyms. I am still working on Lince, its review tool.
Open projectBots · Personal assistants · Agentic capabilities
Alonides
A personal daemon providing continuity, memory and orchestration, designed to learn from completed work and propose versioned improvements to skills, processes and its own components under human direction.
Alonides is my project for creating bots and personal assistants. It works through cloning and crossbreeding: I copy the bots that work, combine the best of each and test the new generation. Each generation comes out more capable than the last, whatever model it runs on. What improves is not the model but its agentic capabilities: planning, using tools, remembering, delegating and correcting itself.
Open projectLaw firms · Service businesses
Membrain
A fully configurable document, information and process architecture intended to incorporate Glaux and Alonides and automate work with AI, deterministic software or both.
Membrain is my workspace for documents and AI. I am building an interface to bring that work together.
Open projectRelations · Semantics · Ontologies
Mnemon
A relational, semantic and ontological structure intended to connect entities, concepts and relationships.
Mnemon is a relational, semantic and ontological system intended to help AI systems work with structured meaning rather than isolated files or text fragments. It is being designed to represent entities, concepts and relationships so that context can be retrieved and used more deliberately.
Open projectDesign horizon
One secure point of contact for professional work
The final vision is for a professional to communicate from any authorised and secure device with an AI-powered avatar that understands and helps manage that person’s area of responsibility.
Within predefined permissions, rules and limits, the system should be able to automate tasks that do not require human authorisation. Material decisions, exceptions and actions capable of creating risk or external effects would remain reserved for people. The aim is to free more time for professional judgement and important decisions, and to improve the quality of the work and services the organisation provides to internal or external recipients.
This is an open organisational model and an experimental direction. It does not describe commercial products, completed integrations or independently verified systems.
La Machina is in operation; the other projects are in development. Their inclusion does not imply production readiness or independently verified performance.