#Hardware

Un-0 swaps neural-net weighted sums for Kuramoto coupled-oscillator physics, hitting FID 6.74 on ImageNet-64. Still GPU-simulated, and the 1000x energy claim is unproven — no chip yet.

Dug a 2001 Aquaplus P/ECE out of a closet and got my own C game running on it: WinUSB/Zadig for the dead driver, a from-source S1C33 LLVM toolchain, and a 15GB-RAM OOM.

Flicker and ghosting on 74HC595-based seven-segment displays often come from latch boundary placement rather than power issues. A look at how QUAD7SHIFT's 16-bit atomic update avoids the problem.

I reverse-engineered the HP Sprocket 200's proprietary BLE protocol (HPLPP) and successfully printed directly from a PC using a Python script.

Researching and testing how to directly control a smartphone-only Bluetooth thermal mini printer from a PC.

VRAM per quantization for the 20B Qwen-Image-Edit-2511 in one table: FP8 from 6GB, NF4 16–20GB, BF16 24GB+, GGUF Q4 CPU-runnable. Minimum RTX 3060 12GB and recommended RTX 4070 Ti 16GB builds, plus the 96-angle Multi-Angle LoRA.