Local AI momentum spans new on-device silicon, modified GPUs, multi-GPU desktops, and self-hosted tools that use MCP, llama.cpp and local models to control CAD, write drivers or generate SVGs. The common driver is reducing cloud dependence while keeping agentic workflows on local hardware.
A user accustomed to Claude Code asks which local open-source harness could replace it on a 24GB RTX 3090. He is not looking for a more powerful LLM, but for an agentic environment that reproduces the edit-and-run loop. The request anticipates cost c...
A self-hosted test with Qwen3.8-Flash-Next-IQ4_XS on llama.cpp produces a complex SVG from a creative prompt. The output impresses, but previews diverge: palms and music notes disappear in the browser. The case shows why vector code generation must b...
On Friday Intel released Linux NPU Driver 1.38, adding official support for Ubuntu 26.04 LTS. The open-source user-space components work with the IVPU kernel driver to leverage the Core Ultra NPU, a concrete step for local AI inference on long-term s...
A 96 GB VRAM RTX 5090 sold on Alibaba for under $4,000 shows growing gray-market demand for affordable on-premise inference. The Chinese mod triples the standard card's memory, lowering the barrier for running larger models locally. But without warra...
Qualcomm details the next-generation Oryon CPU, Adreno GPU, and Hexagon NPU. The move confirms that local inference becomes a primary design constraint for client chips and a strategic option for organizations evaluating self-hosted deployments and d...
An experiment with an old MacBook shows an AI agent observing the screen through a webcam and mirror, writing AMD drivers and checking its own progress in real time. The case signals an 'agent-first' approach to driver development and local debugging...
A modder replaced a RTX 5090's 16-pin power connector with three 8-pin connectors, pushing the card to 900 watts and 3,400 MHz. The mod highlights the tension between peak power, power delivery reliability, and cooling, with implications for anyone u...
The new Apple A20 Pro SoC doubles the Neural Engine from 16 to 32 cores and, thanks to a 96-bit LPDDR5X bus on a 2nm process, reaches about 115 GB/s of memory bandwidth. A costly investment that signals Apple's strategic priority for local model exec...
System76 has introduced the Thelio Mira AI, a desktop designed for multi-GPU AI training, fine-tuning, inference, computer vision, and image generation. The system pairs AMD Ryzen 9000 CPUs with NVIDIA or AMD GPUs and can also handle simulations and ...
A Reddit comparison uses VRAM per dollar and rated bandwidth to navigate GPUs discussed in LocalLLaMA communities. Prices were gathered with ChatGPT, new or second-hand, with acknowledged inaccuracies. A rough method, but useful for anyone evaluating...
A developer releases Jenny, an open source Electron app for running LLMs locally with tool calling, rollback and an IDE. No network calls beyond the local runtime; safeguards on destructive commands and file edits. Windows first, with reports of soli...
A guide shows how to connect llama.cpp, the MCP protocol and FreeCAD to generate solids with a local model. The workflow uses Qwen3.8-27B quantized Q4_K_M and an mmproj-F16 vision projector: the model can call tools, read screenshots and verify geome...
