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TinyUDE: Solver-Free Universal Differential Equations on Microcontrollers via Lie-Taylor Jet Matching

arXiv cs.LG ↗ · yesterday Cached

The paper introduces Lie–Taylor jet matching, a solver-free framework for training Universal Differential Equations on microcontrollers, achieving accuracy comparable to traditional methods with minimal memory usage.

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#embedded-ai

I Put Nam A2-Lite Inside an iRig HD X

Hacker News Top ↗ · 2026-09-16 Cached

The author embedded the NAM A2-Lite AI model into an iRig HD X guitar interface by replacing its firmware, enabling real-time amp modelling on the device's microcontroller without external computers.

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#embedded-ai

Embedded AI

Hacker News Top ↗ · 2026-08-22 Cached

A comprehensive book by David Such that teaches how to integrate AI into embedded systems, featuring over 25 hands-on projects with practical engineering guidance.

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#embedded-ai

@AMD: The next frontier for AI is physical @ServeTheHome details AMD Ryzen AI Embedded X100 Series processors and Kria AI pla…

X AI KOLs Timeline ↗ · 2026-08-15 Cached

AMD details its new Ryzen AI Embedded X100 Series processors and Kria AI platforms, aiming to lead in the physical AI market with high-performance compute and unified AI acceleration for edge systems.

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#embedded-ai

Needle 2: 14MB agentic LLM for phones, wearables, smart home and robots.

Reddit r/LocalLLaMA ↗ · 2026-08-10

Cactus releases Needle 2, a 14MB agentic LLM for phones, wearables, smart home devices, and robots, achieving fast inference on low-end hardware and supporting structured extraction and fine-tuning.

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#embedded-ai

I Ran a Full LLM Model on an ESP32 Dev kit V1 (81KB Mem Usage)

Reddit r/ArtificialInteligence ↗ · 2026-08-09

A developer successfully ran a 5.2 million parameter MoE LLM quantized to INT4 on an ESP32 Dev Kit V1 using only 81KB of SRAM by streaming experts from flash, achieving about 5 tokens per second.

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bootai

Reddit r/LocalLLaMA ↗ · 2026-08-05 Cached

bootai is an open-source UEFI application that boots directly into an AI chat/code REPL, running Qwen2.5 and SmolLM model inference on bare metal without an OS, with hand-written network drivers and a TCP/IP stack.

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#embedded-ai

Design and Validation of a Lightweight 1D CNN for Affective Touch Classification in Soft Plush Companions

arXiv cs.AI ↗ · 2026-07-21 Cached

This paper presents a lightweight 1D CNN framework for classifying affective touches in soft plush companions, achieving 75% test accuracy with a 13.2k-parameter model and proposing a hybrid heuristic-CNN inference pipeline for embedded deployment.

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#embedded-ai

AI felt trapped in a textbox, so I spent the last 14 months trying to give it a body

Reddit r/singularity ↗ · 2026-05-16 Cached

The developer spent 14 months creating an AI physical prototype device named Keito, based on the ESP32 chip. It supports features such as voice conversation, real-time lip-sync animation, capacitive touch interaction, music playback, and weather query, aiming to liberate AI from the text box.

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