Local model research
AVA
A local AI project shaped by a laptop GPU: from scratch models to a released adapter, with the experiment history kept alongside the result.
v2 released · v3 in research
Read the case studyResearch / systems / interaction
Selected work
Four questions, explored through code. Each project keeps its decisions, evidence and unfinished work visible.
Decision model + desktop assistant
Jevlet
A small model that chooses among available actions, joined to a Windows assistant that shows its interpretation and asks when confidence is insufficient.
Research implementation
Read the case studyPERSPECTIVE v2 · architecture research
OMNI
An exploration of sparse experts, geometric routing and streamed execution under consumer hardware constraints. The architecture is ambitious; its unproven parts are explicit.
Partial implementation
Read the case studyAI organisation runtime
OpenEchelon
An organisation model for AI work: persistent identities, explicit responsibility and governed resource choices. The first prototype tests the premise before the full runtime.
Pre-alpha · models + governor spike
Read the case studyA release, an implementation, a hypothesis and a prototype.
Different stages of work, with a source trail for each.