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Version devBuilt at: 2026-10-10 20:13:24 EDT

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@futuregearai.bsky.socialSep 28, 2026, 6:01 PM

ENAS is a hardware-aware neural architecture search framework for TinyML on microcontrollers, avoiding GPU dependence and supporting models from 20 KB to 1 MB SRAM across two benchmarks. Useful for deploying efficient neural…

#TinyML #EdgeAI #Microcontrollers
https://arxiv.org/abs/2609.30272

@futuregearai.bsky.socialSep 28, 2026, 2:01 PM

A new training-free framework called PTC-Decoder lets small language models run multi-step agent tasks reliably on offline edge devices like satellites, by enforcing planning and tool calls through hard token-level…

#EdgeAI #SmallLanguageModels #TinyML #AIHardware
https://arxiv.org/abs/2609.30836

@fabmusacchio.bsky.socialSep 23, 2026, 4:59 PM

#WILD! Combined wireless #electrophysiology, #IMU, camera & #UltrasonicAudio with onboard #TinyML and closed-loop #optogenetics in freely moving mice, even enabling recordings during #SocialBehavior and: in large outdoor environments. …Truly: WANT!

Diagram of a device labeled MCU, TinyML, Sync, NSP, Stim. control, I/O, Bluetooth, Storage, Battery, WILD-API, and components including a microphone, camera, neural amp, stimulator, and SD card. Labels: BATTERY, SD card, WILD, BASE PLATE, CAMERA and microphone. system diagram of WILD. Behavioral and electrophysiological signals are fed into TinyML and NSP modules and stored in a microSD card. Real-time detection (Det) of neural events and behavioral motifs is performed on board and can be used to control optogenetic manipulations in a closed-loop manner (Stim). Communication with the host computer is achieved via Bluetooth, and seamless synchronization with external devices is provided, all controlled by WILD–API. The inset illustrates a mouse implanted with a WILD device, electrodes, battery and protective 3D casing. Amp, amplifier; ephys, electrophysiolological recording; opto-stim, optogenetic stimulation.Diagram titled WILD showing Ephys, NSP, USV, Pupil, and Motion. Labels include Behavior, Feature detection, Signal processing, Automation, Stimulation, Closed-loop neural intervention, Behavior-aware automation, Det, Stim, Detect only, and Stim on. A wireless platform for recording and control of neural and behavioral activity in freely behaving small animals. a, Top: a schematic of WILD operations. Behavioral and electrophysiological signals are processed onboard to support feature detection, behavior-aware automation and closed-loop neural intervention. Data are stored locally, while wireless communication enables synchronization and monitoring through a remote device. Bottom: WILD enables wireless recording of neural electrical activity (electrophysiology (Ephys); scale bar, 0.5 mV, 50 ms) alongside behavioral variables, including USVs, pupil dynamics and locomotor parameters (scale bars, pupil diameter (Pupil) 0.2 a.u.; locomotion speed (Motion) 2 cm s−1, 5 s), in freely behaving mice.Research on animal movement, including images of a field with boxes and a rodent, followed by graphs. Fig. 5 | Wireless electrophysiology in freely moving mice in naturalistic outdoor settings.