Researchers propose CoDAT, a Collaborative Dual-Attention Transformer for efficient edge action recognition, which replaces multi-head attention with a lightweight dual-branch module and a parameter-f…
A hands-on test by a technology journalist found that a Raspberry Pi 5 with 16 GB RAM and the AI HAT+ 2, powered by a Hailo-10H accelerator, successfully ran a complete local AI pipeline—capturing 10,…
A developer has been running an AI agent on a Raspberry Pi 5 for three months, achieving zero API fees by running all inference locally. The setup, which includes models like Llama 3.2-3B and Qwen2.5-…
Researchers propose Conditional Retrieval Alignment (CoRA), a gradient-free framework that converts a frozen encoder into a task-conditioned retriever for on-device in-context learning, using closed-f…
NightRun, an experimental open-source UEFI application, boots a Raspberry Pi 5 or x86_64 PC directly into a local large language model without a conventional operating system, loading quantized models…
NightRun, an experimental open-source UEFI application written in Rust, boots a local large language model directly into RAM on 64-bit x86_64 PCs (with Secure Boot disabled) and Raspberry Pi 5, bypass…
ChipRadar, a real-time price tracker for single-board computers, analyzed live prices from 55+ boards across 5+ vendors to identify the best SBCs under $100. The Raspberry Pi 5 4GB ($57) leads for gen…
SunFounder's Pironman 5 Pro Max, a $145.99 DIY tower case for the Raspberry Pi 5, adds a 4.3-inch touchscreen, camera, speakers, and microphone to create a local AI desktop, and it kept the CPU around…
A local LLM workstation build using a Raspberry Pi 5, NVMe SSD, and Hailo-8 M.2 module achieves 26 TOPS of inference for real-time transcription and local RAG, according to the author. The setup, cont…
A developer built a purpose-driven AI cyberdeck that runs large language models locally without cloud dependencies. The build uses a Raspberry Pi 5, NVMe storage, a Hailo-8 AI accelerator, and a Raspb…
CrankGPT is a fully offline, hand-cranked AI box that runs local language models on a Raspberry Pi 5 with 8GB RAM, requiring no battery or cloud connection. The device uses a 20W hand-crank generator …
A developer built a handheld AI device using a Hailo-8 accelerator and Raspberry Pi 5 to run local inference, eliminating cloud API costs and privacy concerns. The system achieves real-time object det…
A benchmark study comparing YOLO26 against YOLOv5u, YOLOv8, and YOLO11 for fish mortality detection in aquaculture found that all models achieved comparable accuracy (mAP50 differing by only 1.04 perc…
A new open-source project, BillAI Bass, turns a Big Mouth Billy Bass toy into a real-time voice assistant using Strands Agents bidirectional streaming agents on a Raspberry Pi 5, streaming live audio …
A developer documented a complete guide for running the Hermes AI agent on a Raspberry Pi 5 with 16 GB RAM, enabling a self-improving agent that operates 24/7 on a home network. The setup uses a remot…
Researchers propose MuCoDi, a pretraining framework that distills knowledge from multiple large pathology foundation models into compact edge-oriented encoders, achieving near-teacher performance with…
A practitioner is running Google's Gemma 4 E2B model on a single 4 GB VRAM card to handle screen watching, voice-memo and meeting transcription, and chat simultaneously, consolidating three previously…
A guide details how to build a private, offline AI assistant on a Raspberry Pi 5 using pre-trained language models, emphasizing the need for 8GB or 16GB RAM, active cooling, a proper power supply, and…
The Raspberry Pi 5 now comes in a 16 GB version for $120, enabling local AI model inference with MoE models like Qwen3.5 at 7–8 tokens per second, though real-world costs reach $180–220 with necessary…
Liquid AI released LFM2.5-230M, a 230-million-parameter model optimized for edge devices including phones, Raspberry Pi, and robots. The model achieves 213 tokens per second on a Galaxy S25 Ultra and …