The Laboratory
A research notebook, not a portfolio — hypotheses, experiments, results, and what would falsify them.
Voice, Games, Robots And Web Tools Are Part Of The Same Lab
The archive is mostly framed around artificial cognition, but the wider Lab includes systems that look unrelated until the through-line becomes visible. The through-line is stateful software interacting…
Log 015 · Local AI HardwareHeterogeneous Compute As A Research Material
The Lab keeps returning to a hardware idea that is easy to miss: useful AI research does not require one clean, modern, homogeneous machine. Sometimes the right platform…
Log 014 · Local AI HardwareHilbert And The Open-Source AI Workstation
Hilbert is important to the Lab because it reframes local AI around capacity. The system is based on an AMD Ryzen AI Max+ 395 class machine with 128GB…
Log 013 · Agent RuntimesGenesis And The Plugin Substrate
Genesis should remain distinct from Omega. That distinction matters because Genesis represents the "agent runtime" phase of the work, while Omega represents the later move toward cognitive architecture.…
Log 012 · Voice SystemsReal-Time Multi-Speaker Voice Interaction System
The v2 archive adds a substantial voice-system blueprint dated around July 2026. It belongs in the Lab because it is not just speech-to-text plus text-to-speech. It is another…
Log 011 · OmegaThe Cognitive Cluster
Omega's specialist-model direction came from a practical suspicion: one general model may be the wrong shape for a mind-like system. The v2 archive recovers a candidate topology rather…
Log 010 · OmegaA Control Policy, Not A Cron Job
One of Omega's recurring design corrections is deceptively small: the system should not "think every ten seconds." That is a timer. It may be useful for a service…
Log 009 · OmegaOmega’s Memory Taxonomy Is Still Evolving
The simplest public description of Omega says it works with working, episodic, semantic and procedural memory. That is useful, but it is not the whole archaeology. The v2…
Log 008 · LineageThe Lab Did Not Start With Omega
Omega is the flagship project now, but it is not the beginning of the story. The useful history is the path of failed tools, half-working agent loops, local…
Log 007 · NotesBefore It Was Possible
Long before AI made it realistic, there was an obsession with self-evolving code — sparked back when PHP and JavaScript first made it possible to update a piece…