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SIMD-accelerated computer vision on a $2 microcontroller

Hacker News Top ↗ · 2d ago Cached

作者为 2 美元的 ESP32-S3 微控制器编写了利用 128 位 SIMD 指令加速的 FAST 特征检测器,性能约为参考实现的两倍,处理 QVGA 帧约需 6ms,并顺带开发了自用的寄存器分配器 basm。

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#microcontroller

Laser Fault Injection on a Budget: RP2350 Edition

Hacker News Top ↗ · 2026-10-15 Cached

The author built a custom budget Laser Fault Injection Platform to defeat the RP2350 Hacking Challenge, demonstrating that a single laser-induced fault can bypass the RP2350's Secure Boot and recover OTP secrets despite hardware hardening like the Redundancy Co-Processor and glitch detectors.

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#microcontroller

@wquguru: https://x.com/wquguru/status/2110601298488021452

X AI KOLs Timeline ↗ · 2026-10-15 Cached

An ESP32 primer sparked by the incident of a 97-yuan recording device (XIAO ESP32-S3 Sense) found in OpenAI's office, covering chip architecture in detail, the firmware flashing process, how to use AI to assist development, and five low-cost hands-on projects.

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#microcontroller

@QingQ77: I feel like the ESP32 is about to become a game-changer.

X AI KOLs Timeline ↗ · 2026-10-11

用户表达了对 ESP32 微控制器即将成为游戏规则改变者的期待与看法。

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#microcontroller

@rwayne: The next big hit: ESP32 from Joyy Technology Muse Gadgets can spark the next wave of craze

X AI KOLs Timeline ↗ · 2026-10-04

Joyy Technology's Muse Gadgets ESP32 is being hyped as a potential breakout hardware hit that could fuel the next wave of IoT and maker projects.

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#microcontroller

@wlzh: Purely in terms of power consumption, the ESP32 indeed can't match the STM32, but these two aren't really competing in the same category. @ericoding99 Twitter comment says STM32 is better when it comes to power consumption. Quick comparison: ESP32 is Espressif's "all-in-one connectivity" chip, with WiFi + Bluetooth fully integrated on-chip, only a few dollars per piece…

X AI KOLs Timeline ↗ · 2026-10-04 Cached

Comparing the positioning differences between the ESP32 and STM32: the ESP32 is Espressif's low-cost connectivity solution with integrated WiFi/Bluetooth — higher power draw, but deep sleep can reach 10µA; the STM32 is ST's industrial-grade low-power series, with the L series drawing under 1µA in Stop mode, but requiring an external wireless module. Selection should balance connectivity needs against power targets.

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#microcontroller

@wlzh: The ESP32 community now has its own awesome list too. This awesome-esp32, maintained by curisama, has a subtitle that's…

X AI KOLs Timeline ↗ · 2026-10-04 Cached

The ESP32 community now has its own awesome list, curated by curisama, collecting projects worth doing, copying, and watching—from desktop pets and AI coding agent watchers to e-paper displays, games, and practical firmware like Tasmota and WLED.

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#microcontroller

Edge AI on Constrained Devices for Binary Sleep-Wake Classification in Dynamic Environments

arXiv cs.LG ↗ · 2026-09-25 Cached

This paper presents an Edge AI system for binary sleep-wake classification on resource-constrained devices, combining inertial sensing and visual pose classification to achieve high accuracy in dynamic environments.

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#microcontroller

Baseline Shape Decides the Verdict: A Controlled Re-Examination of Ternary Language Models at 60K Parameters

arXiv cs.CL ↗ · 2026-09-25 Cached

A controlled re-examination of ternary language models at 60K parameters reveals that baseline shape significantly impacts performance comparisons, challenging previous claims about the routed ternary model's advantage.

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#microcontroller

The newest ESP32 can run Linux and it's getting close to a Raspberry Pi

Hacker News Top ↗ · 2026-09-24 Cached

Espressif has released the ESP32-S31 microcontroller with advanced features like gigabit Ethernet, USB 2.0, and Linux support, making it increasingly comparable to Raspberry Pi for embedded applications.

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#microcontroller

Photon-Emission-Guided Laser Fault Injection Enables RP2350 Secure Debug

Hacker News Top ↗ · 2026-09-18 Cached

Researchers from Ledger Donjon demonstrated a photon-emission-guided laser fault injection technique to bypass secure debug features on the RP2350 microcontroller, allowing access to secure memory despite permanent debug-disable settings.

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#microcontroller

Adventures in Microcontroller Circuit Debugging

Hacker News Top ↗ · 2026-09-17 Cached

The author details the troubleshooting process for mysterious failures in Floppy Emu microcontroller boards, investigating potential causes like bad chips or assembly defects.

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#microcontroller

I released sanoTTS: smallest complete TTS stack in 294k params (337 KB) that runs on $3 microcontroller and a 1.46m one that beats models 3x and 10x it's size

Reddit r/LocalLLaMA ↗ · 2026-09-03

sanoTTS is a family of compact TTS models, with the smallest being 294k parameters, optimized for microcontrollers and outperforming larger models in benchmarks.

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#microcontroller

Embedded Rust RTOS vs. C RTOS

Hacker News Top ↗ · 2026-09-02 Cached

This blog post compares the performance and ease of use of Embassy (async Rust) against FreeRTOS (C) on an STM32F446 microcontroller, focusing on interrupt latency, memory usage, and programming simplicity.

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#microcontroller

I implemented a very tiny image generation model (latent flow transformer) on a RP2350 microcontroller - it can generate 128x128 images of faces [P]

Reddit r/MachineLearning ↗ · 2026-08-28

A tiny latent flow transformer with 2.4-4 million parameters, quantized to int8, implemented on an RP2350 microcontroller to generate 128x128 face images in approximately 20 seconds.

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#microcontroller

NFC Energy-Harvesting PCB Business Card with an MCU

Hacker News Top ↗ · 2026-08-28 Cached

This article describes a DIY business card designed with PCBs that uses NFC energy harvesting to power LED animations without batteries, involving MCU implementation and techniques like Charlieplexing.

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#microcontroller

Conway's Game of Life in real life

Hacker News Top ↗ · 2026-08-20 Cached

A blog post detailing the construction of a physical Conway's Game of Life implementation using a custom PCB, AVR microcontroller, and LED switches for interactive art.

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#microcontroller

Trained an diffusion model that runs on 264KB of RAM [P]

Reddit r/MachineLearning ↗ · 2026-08-18

An individual trained a diffusion model to generate 32x32 pixel images on a Shrike lite microcontroller with only 264KB RAM, experimenting with FPGA acceleration that hit memory bottlenecks, resulting in noisy but sometimes interesting outputs.

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#microcontroller

When housing is unaffordable, this artist’s device makes pedaling harder

The Verge ↗ · 2026-08-15 Cached

Artist Justin Blinder created 'Ground Truth,' a device that adjusts bike pedaling resistance based on housing affordability in neighborhoods using data from the American Community Survey to physically experience economic inequalities.

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#microcontroller

RISC-V: They Should Have Known Better

Lobsters Hottest ↗ · 2026-08-14 Cached

Dmitry.GR criticizes RISC-V's design, arguing it is not optimal for all use cases, especially microcontrollers, due to issues with code density and interrupt latency.

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