A one-character bearer token was enough to bypass authentication in LiteLLM's MCP Streamable HTTP endpoint, tracked as CVE-2026-59822, because the OAuth2 header path returned an empty authentication o…
UnmarkedPM released Koòrdinate Thinking as a self-contained FlatSkill file in Italian and English, each 24 KB, requiring no platform-specific packaging. The Markdown file carries the full method in co…
A Linux admin at a print company serving 10 developers and 40 office workers reports running a 100% on-premise AI stack on a 2U Gigabyte server with 4x 6000 Blackwell MaxQ GPUs, after C-level approved…
A hobbyist running local large language models on a Linux box with a Blackwell GPU (96GB VRAM) and 125GB CPU RAM reports that gpt-oss:120b is their preferred coding model, though Qwen3.8:27b recently …
A developer detailed a local-first AI architecture that prioritizes on-device computation with cloud APIs as fallback, citing projects like OpenWork that cut API spend by 87% and improved response tim…
A developer built Byte, a native macOS app that runs free local AI models via Ollama or supports API keys for Claude, ChatGPT, and Gemini, after finding OpenWebUI unstable and resource-heavy. Byte aim…
Mozilla's Firefox now includes on-device AI features such as local translation, PDF alt text generation, and sidebar chatbot integration, prioritizing privacy by avoiding cloud processing. The author …
The article describes the author's initial skepticism toward on-device AI, specifically Google's Gemma 4 model, which they dismissed as inferior to cloud-based alternatives. After encountering discuss…
The article provides a technical guide for running AI models like Flux Schnell (12B) and LLMs on a legacy AMD RX 580 (8GB) GPU using native Vulkan support, bypassing deprecated CUDA and ROCm ecosystem…