embedded-research

Exploratory ATmega328P study of Collatz-derived neural-network initialization, with Arduino benchmark source, recorded CSV, plotting scripts, and a manuscript. Results need methodological review, not assumed reproduction.

Research kernels and recorded artifacts for Zero-ADC event gating and Collatz deterministic recovery, including modeled energy comparisons, fixed-window AVR/Renode firmware, logs, and a validation dossier.

Reverse-engineering and UI-resource tooling for the RuiZu X16 (XYD2799 / Actions US212A) portable player. Firmware not included.