Most transcription tools treat every meeting as an isolated blank slate, leaving you with anonymous labels (SPEAKER_00, SPEAKER_01). Built Local Meeting Scribe to solve cross-meeting speaker diarization with persistent 256-dimensional WeSpeaker embeddings, zero cloud egress, zero token costs, and acoustic sentiment tracking.
Before writing a single line of code, modern AI engineering requires clarity on where customer friction actually lives. Formalized and published our CUJ-Driven Development framework—transforming user friction into formal case studies, threat models, and deterministic implementation blueprints.
A media automation utility built in Python/FastAPI that cross-references a user's Plex Watchlist against server libraries to identify missing content, rendering an interactive dark-mode dashboard.
Why writing syntax was never the whole job. When anyone can generate code in seconds, the durable value of software engineering shifts entirely to judgment: systems architecture, data modeling, failure recovery, and trade-off analysis.
An analysis of Stripe acquiring OpenRouter—why unified token routing, real-time metering, and automated API clearing are laying the rails for machine-to-machine financial transactions.
Why benchmark saturation means very little inside enterprise production. What matters now is state-machine error handling, graceful tool degradation, and end-to-end task completion.
Zero spam. Direct monthly syntheses on AI projects, enterprise architectures, and hardware builds — plus roll 1 of 18 persistent digital companions when you join.
