Field Notes
Notes, observations, and sharp takes from the team building real AI intelligence systems. Published when we have something worth saying.
JARVIS replicated a real turtle photograph pixel-by-pixel without generating anything — then mutated its colors to prove that shape, not color, is identity. A step toward closing the gap between reasoning and seeing.
Read →A laptop was dropping WiFi every few minutes. The standard diagnostic advice — power management, roaming aggressiveness, HID sensors — was wrong. This is a note about what happened when we stopped pattern-matching and started reading the actual event log data. Two distinct bugs. One of them required verifying a theory before executing a fix that would have temporarily severed the only connection to the machine.
Read →Left unsupervised for one night, JARVIS opened a paint program, studied tutorials, invented techniques, and produced 14 original artworks — from a first heart to a Van Gogh-style starry night with swirling cosmic brushwork.
Read →JARVIS navigated a social network it had never interacted with before, read a real person's profile, composed a personalized message from gathered context, and hit send. Rav verified. JARVIS executed.
Read →One evening: a system that gives AI agents an ethical conscience, and a bidirectional memory bridge that lets two separate AI instances share a brain with no shared services. Both running. Both commercially viable. Here's how they work.
Read →The prompt was 'make the most complicated game you can think of.' What came back was a laser-routing puzzle game built on real additive RGB color physics — a mechanic neither of us had seen used this way before. Summer reached level 9 in the first hour. Not one bug. Not one unsolvable level.
Read →Phase 9 is live: ambient audio transcription, neural TTS through a JBL PartyBox, real-time room scanning with YOLO, and JARVIS responding to a story told live in the room. The system can now hear, see, speak, and follow a conversation.
Read →JARVIS Vision is live. Face tracking, body skeleton, Tobii eye tracking, depth mapping, and identity management — running locally on a laptop. Plus a look at six months of lab output that's been hard to keep up with.
Read →This month we crossed two milestones that changed what 'AI assistant' means for us: a hardware-closed voice loop and a machine-native language built for production. Neither was planned. Both were inevitable.
Read →Most teams are building intelligence in the mouth of the bot instead of building the brain around the mouth. Here's why that's a trillion-dollar mistake — and how to fix it.
Read →After deploying AI systems across multiple client verticals, patterns emerge. These are the three structural mistakes that kill agent projects before they ship.
Read →