Self-hosted, privacy-first inference · 22 articles
Self-hosted inference, GGUF / llama.cpp, Ollama, hardware setups and privacy-first AI stacks.
LM Studio has introduced Bionic, a standalone agent workspace designed for open-source models. It features a sandboxed execution environment, local voice keyboard with Voxtral, and secure cloud fallback with Zero Data Retention.
Why it matters
You can now build and debug codebases or process sensitive files locally with full privacy using models like GLM 5.2 or Kimi.
Open full storyChinese AI lab Moonshot AI is set to launch Kimi K3, a massive open-weight model with 2 to 3 trillion parameters. The model aims to close the performance gap with proprietary models like Anthropic's Opus 4.8.
Why it matters
Teams looking to move off expensive closed APIs can plan for a high-performance, secure, and self-hosted alternative at a massive scale.
Open full storyMesh LLM leverages the iroh peer-to-peer networking library to pool idle GPUs across multiple machines, creating a single serverless inference cluster.
Why it matters
You can now combine the hardware under your desk, in closets, or across your team to run giant models locally without renting expensive cloud GPUs.
Open full storyA single native, clearly labelled placement in front of engineers who build with AI, backed by transparent numbers.
Claim the slotSayItDev is a lightweight command-line interface and local server that exposes Apple Intelligence capabilities. It provides fully local text-to-speech, transcription, and an OpenAI-compatible endpoint without requiring cloud APIs or API keys.
Why it matters
It allows developers to utilize Apple's native on-device AI capabilities and audio features directly through a CLI or local server, mimicking OpenAI's API locally without sending data to the cloud.
Open full storyMeetily is a self-contained local meeting assistant that records, transcribes, and summarizes meetings directly on your device. Powered by Rust, Next.js, and Tauri, it supports local Whisper/Parakeet models and Ollama for absolute data sovereignty.
Why it matters
Local transcription and summarization eliminate the security risks of sending highly confidential corporate meetings to third-party cloud services.
Open full storyMicrosoft Foundry now allows one-click deployment of curated Hugging Face models on managed GPU infrastructure. This platform provides an enterprise-ready environment for open-weight models with automatic runtime patching, security screening, and compliance.
Why it matters
Deploy production-grade open-source models without the operational overhead of manually managing inference runtimes, security patches, or GPU scaling.
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