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bootgpt 是一个完全容纳在 510 字节 MBR 中的神经网络运行时，加载下一扇区的 11.5KB int8 量化字符级模型，在 386 的 16 位实模式下无操作系统运行，用于在开机时生成虚构的 Linux 启动日志。
Pico-type is a 1.5M-parameter byte-level multi-head classifier that predicts seven content properties from raw UTF-8 bytes in a single forward pass, designed for efficient on-device inference with minimal resources.
Qapla' is a project that demonstrates training a small transformer language model from scratch on an $8 ESP32-S3 microcontroller, showing that on-device training is feasible without a GPU or datacenter.
An open-source end-to-end machine learning platform for edge devices (MCUs) that simplifies data labeling and deployment, featuring an auto-labeler for time-series sensor data and a chatbot for data insights.
Proposes a modular reference architecture for embedded AI agent systems at the edge, decoupling on-device and cloud-augmented agents with a governance layer for safety and policy enforcement.
This paper proposes the Two-Valued Symmetric Circulant Matrix (TVSCM), a very sparse architecture that uses only two weights per layer to achieve over 80x parameter reduction on MNIST and MIT-BIH arrhythmia datasets while maintaining comparable accuracy, making it ideal for edge and tiny-ML platforms.
This article announces a working draft book 'Category Theory for Tiny ML in Rust' and a public workshop introducing a tiny ML pipeline using Rust and category theory, aimed at making machine learning structure explicit through typed transformations.