QES
Host-side execution research exploring how very large language models can run on a single 128 GB consumer-class system.
SINGLE NODE / WINDOWS
EVIDENCE FROZEN
Practical engineering for a more capable tomorrow
Engineering difficult ideas into working systems.
Featured projects
Host-side execution research exploring how very large language models can run on a single 128 GB consumer-class system.
A user-controlled bridge between AI clients and Windows computers, built around explicit policy, identity, pairing and evidence-led qualification.
A governed autonomous local AI system where the foreman can research, plan and act, while separate controls decide whether the result passes.
White papers, evidence packs, reproducible tests and engineering notes focused on practical systems rather than unsupported claims.
Evidence & resources