🔗 Linked Evidence
Project CozZie Glow 06
📄 HOLAND_CLAIM_FILE_p195 to 220 | p.200
📄 HOLAND_CLAIM_FILE_p195 to 220 | p.200
📝 Extracted Text (OCR)
16-Bit PWM — Why It Matters | began with the Arduino Uno's standard 8-bit PWM — 256 levels of brightness control. As | pushed into lower and lower light levels, 256 steps became too coarse. The transitions were visible. The steps detectable. Not good enough. | hit a wall. | asked Gemini Al how to get more resolution. The answer was 16-bit PWM channels. That one suggestion changed everything. Without it, the instrument does not exist. Ghost Mode stays undiscovered. The question was literally unaskable at 8-bit — you would skip over it entirely. Moving to 16-bit PWM gave 65,535 levels of control. Now the filament could be brought down so slowly, so smoothly, that the transition became imperceptible — biologically indistinguishable from a natural gradient. For context: commercial circadian rhythm lamps — purpose built, professionally marketed, sold for hundreds of dollars — offer a maximum of 256 brightness levels. The cost difference for 16-bit control is approximately $0.50 in components. | did not know this when | built CozZie Glow. | just wanted finer control. The Software — A Collaborative Build The control software was developed in collaboration with Al agents — Google Gemini and Claude Al. | knew Al could write Python before | started. When ChatGPT arrived | tested it immediately with OpenCV and a video feed. It wrote working code on the first try. | filed that away. When CozZie Glow needed software | knew exactly where to go. The value of Al for coding is not theoretical. It is the difference between having software now and having software in a year. For a builder with a problem to solve and no time to learn a new language, that difference is everything. | needed a sleep lab. Not eventually. Now. Al made now possible. Al is the killer app for coding. It was a genuine collaboration. | provided the base concept and domain knowledge. New ideas came from both directions. | focused on hardware, implementation, testing, and debugging. The Al cleaned up the code and helped design the UI.