Edge AI on microcontrollers (#TinyML) hasn’t had a breakout moment, but it has matured in the past few years. In my latest blog post, I look at some of the major trends of TinyML in the past year as well as speculate on what's coming in 2026.
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https://shawnhymel.com/3125/state-of-edge-ai-on-microcontrollers-in-2026/?utm_source=mastodon&utm_medium=social&utm_campaign=general_courses_blog
#tinyml
Quarky Intellio – A LEGO-compatible AI, Augmented Reality, and IoT learning platform (Crowdfunding)
News from #STMicro as the company updates its #tinyML model zoo - now some 140-models strong, plus with fresh support for #PyTorch after previously pinning its hopes on #tflite.
(The GitHub release isn't ready yet, for some reason, but STMicro says it's coming "soon.")
#Technology #Microcontroller #Programming #ArtificialIntelligence #News #Hackster
#AllThingsOpen 2025 was incredible! 🙌 Huge thanks to everyone who joined my session, "TinyML Meets PyTorch: Deploying AI at the Edge with Python Using ExecuTorch." The live demo energy was 🔥
Grab the slides + code here 👉 https://bit.ly/4mNZL8R
Turn a #microcontroller into a magic wand with #TinyML check out practical builds by Salman Faris
Click here: https://www.youtube.com/watch?v=TB84_CXEWTk
My old introduction was very outdated, so it's time to reintroduce myself:
#introduction
Hi 👋, I’m Laura.
I am a transfeminine person, somewhat in the middle of my transition. 🏳️⚧️ #trans #transbubble
A major part of my time I spend as a Postdoc in computer science, working on embedded AI and low-power IoT communication. #cs #TinyML #IoT #academia #science
Outside of work, I am active in the local #queer center (board member, GER: Vorstand), I enjoy playing board games, and I listen to too many #podcasts.
AI API Prices are 90% Subsidized
https://tinyml.substack.com/p/the-unsustainable-economics-of-llm
#HackerNews #AI #API #Prices #Subsidized #Economics #LLM #TinyML
#IJCAIawards Interpretable machine learning? Cynthia Rudin, Duke University, got into it while working on the #NYC grid with Con Edison. #IJCAI2025 John McCarthy Awardee🎧👇When the lights go out, the stakes are high, and your model better make sense⚡#TinyML is powerful
🌟 Big AI isn’t always better. Discover how sub-1GB language models are transforming privacy, speed, and sustainability — quietly powering 85% of edge AI by 2032! 💡⚡
🔗 https://medium.com/@rogt.x1997/small-but-mighty-how-sub-1gb-language-models-are-quietly-redefining-ai-at-the-edge-8b4bff3baf57
#EdgeAI #TinyML #AIPrivacy
https://medium.com/@rogt.x1997/small-but-mighty-how-sub-1gb-language-models-are-quietly-redefining-ai-at-the-edge-8b4bff3baf57
DIY BCI-шлем на Arduino и TinyML: распознаём эмоции силой мысли (ну почти)
Здесь не рассказывают про гигантские суперкомпьютеры и дорогостоящие коммерческие нейроинтерфейсы. В этой статье показан путь от сырой схемы с электродами на лбу до работающего прототипа BCI-шлема, который на Arduino собирает аналоговые сигналы мозга (точнее, лобных долей) и на прошивке TinyML «решает», довольны вы сейчас или испытываете лёгкое раздражение. Всё это — без Biopack, без OpenBCI, с минимумом затрат (пара десятков долларов), но с максимальным погружением в детали: схемы, код, личные промахи и избыточная доза сарказма. Увидев в краудфандинговой рекламе новый «мозговой шлем», автор сначала подумал: «Ну, ещё одна штука для прокрастинации». Но когда узнал, что за $100 можно собрать аналогичную систему самому, захотелось испытать на себе: действительно ли Arduino с несколькими электродами и крошечной моделью TinyML «опознают» эмоцию? Как человек, пробывший инженерный или полубиологический путь (технарь с желанием покопаться в электрическом шуме мозга), автор проверил: да, можно. Хоть и с погрешностями, хотя бы для демонстрации. Впереди — подробная инструкция: какие компоненты взять, как их соединить, куда класть электроды, чтобы не получать случайные сигналы мышечной активности вместо мыслей про кофе, как собрать TinyML-модель, вырезать её под Arduino и запустить «нервный» прогноз вживую. Поехали!
https://habr.com/ru/articles/918016/
#bci #Arduino #tinyml #eeg #эмоции #AD8232 #TensorFlow_Lite_Micro #домашняя_нейронаука
🚀 Why pay more for cloud AI when smarter AI fits in your watch?
Discover how Small Language Models are quietly outperforming LLMs —
• 8X faster
• 90% cheaper
• 100% offline 🤯
From Tesla to smart clinics, this is the AI story no one's telling — yet.
Read the full piece 👇
🔗 https://medium.com/@rogt.x1997/8x-faster-90-cheaper-how-tiny-ai-models-are-beating-gpt-4-at-the-edge-1ae79fe3eb64
#EdgeAI #SLMs #TinyML #FutureReady
https://medium.com/@rogt.x1997/8x-faster-90-cheaper-how-tiny-ai-models-are-beating-gpt-4-at-the-edge-1ae79fe3eb64
Enhancing Remote Sensing with FPGA-Based AI Acceleration
https://rackenzik.com/enhancing-remote-sensing-with-fpga-based-ai-acceleration/
#RemoteSensing #ComputerVision #FPGA #SmallTargetDetection #EdgeAI #SatelliteImaging #Drones #RealTimeProcessing #EnergyEfficientAI #DeepLearning #AIonFPGA #EnvironmentalMonitoring #DisasterResponse #AIEdgeComputing #TinyML #SmartSatellites #AIDrones #GeospatialAI #LowPowerAI #TechForGood
MLP Accelerators are Changing TinyML for Edge Computing
https://rackenzik.com/how-mlp-accelerators-are-changing-tinyml-for-edge-computing/
#TinyML #EdgeAI #MLPAccelerators #FPGAs #EmbeddedAI #AIOnTheEdge #LowPowerAI #MachineLearning #EdgeComputing #AIHardware #AIInnovation #SmartDevices #OnDeviceAI #MLOptimization #TechForGood
Real-time smart tech sparks fresh ideas and bold steps. #Innovation #EdgeAI #TinyML #RealTime #LowPower #SmartTech #Community #FutureTech #TechTalk #SmartDevices
https://medium.com/@sanjay.mohindroo66/edge-ai-tinyml-the-future-of-real-time-smart-devices-5c06424b4271
🌐 Can AI Fit on a Microchip?
TinyML Proves It!
🔥 Why it's revolutionary:
⚡ Real-time processing
🔋 10x energy efficiency
🔒 Data never leaves your device
🌾 Farm sensors → predicts crop health
🏥 Medical wearables → instant diagnostics
🏭 Smart factories → self-repairing machines
Spoiler: It's already here. 👀
Boost to spread the micro-revolution! 🚀
Watch now: https://link.illustris.org/tinyml
🤖✨ TinyML: Big AI, Zero Cloud ✨
🌱 Why cloud dependence? #TinyML processes data locally on microcontrollers:
🩺 Privacy-first health monitors
🏭 Predictive maintenance (40% downtime cut)
⚡️ Open-source tools @EdgeImpulse @tensorflow
Build with Arduino Nano/Raspberry Pi! 💻
Full video: https://link.illustris.org/tinyml
#EdgeAI #SustainableTech #EmbeddedSystems
⚡️Boost
OpenAI just announced a new Small Language Model (SLM) --> o3 mini --> let's take a look at current top SLMs and what they can empower with local Vector Databases
Article: https://objectbox.io/top-small-language-models-slms-and-their-power-with-local-vector-databases/
Slide is based on: https://artificialanalysis.ai/downloads/ai-review/2024/Artificial-Analysis-AI-Review-2024-Highlights.pdf
o3 mini announcement: https://www.techmonitor.ai/digital-economy/ai-and-automation/openai-o3-mini-language-model-release?cf-view
#smalllanguagemodel #SLM #LLM #vectordatabase #edgeAI #tinyML
Super excited to share that I’ll be speaking at PyCon+Web 2025 on January 25th in Berlin! 🎤✨ My talk, "𝗘𝗱𝗴𝗲 𝗔𝗜 𝘄𝗶𝘁𝗵 𝗠𝗶𝗰𝗿𝗼𝗣𝘆𝘁𝗵𝗼𝗻 𝗮𝗻𝗱 𝗧𝗲𝗻𝘀𝗼𝗿𝗙𝗹𝗼𝘄 𝗳𝗼𝗿 𝗠𝗶𝗰𝗿𝗼𝗰𝗼𝗻𝘁𝗿𝗼𝗹𝗹𝗲𝗿" is going to dive into the fascinating world where AI meets tiny tech.
It's like fitting an elephant or mammoth into a shoebox! 🐘📦
Can’t wait to meet all the amazing Python and web enthusiasts—let’s make it awesome! 🎉
Details here: https://www.pyconweb.com/activity/edge-ai-with-micropython-and-tensorflow-for-microcontroller
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