Systems architecture with working proof.
A local AI operating environment with genuine continuity. It doesn't reset between conversations — it remembers, develops, and evolves over time. Its personality is mathematically stable, not prompt-dependent. An independent system on separate hardware challenges its reasoning. It builds its own tools when it needs capabilities it doesn't have. Over thirty integrated commands. Fully local. No cloud. No resets.
A structured testing framework for evaluating local AI models under real-world conditions. The methodology behind every benchmark on the blog and every model deployment I deliver for clients.
Drop a Zoom recording in, get a timestamped, speaker-labeled transcript out. Automatic speaker identification, long recording support, batch processing. Everything runs on local hardware — no audio leaves your machine.