Atomic Chat published a guest blog guide on selecting local large language models, recommending that users start with a GGUF Q4_K_M quantization if it fits their hardware. The guide provides memory-es…
NVIDIA released Personal AI Router (PAIR) in beta, a tool that distributes individual AI inference requests across multiple computers on a local network, integrating with Ollama and LM Studio without …
Amazon released Pizza Bot, an open-source, local-first inbox for long-running AI agents, under the Apache 2.0 license. The tool runs on a stateful DeepAgents/LangGraph runtime with an Electron desktop…
Ory released Ory Lumen, an open-source local semantic code search engine that runs as an MCP server alongside Claude Code and cut Claude Code runtime by up to 53% and API costs by up to 39% in SWE-ben…
VicOne researcher Reuel Magistrado disclosed CVE-2026-86793 in the SGLang open-source LLM inference framework on September 11, 2026, a SafeUnpickler bypass that lets an attacker chain __import__ and g…
Developer Akshat Srivastava released KPIAssembler, an open-source Ruby gem that uses an LLM to propose KPI metric SQL recipes while deterministic Ruby code certifies which ones are safe to publish. Th…
A developer built InfraOS AI, an open-source DevOps platform that connects to Kubernetes clusters and layers natural-language AI on top of pods, deployments, events, and Prometheus metrics. The tool a…
A developer published a practical guide to fitting long-context LLM inference on 16 GB GPUs by budgeting VRAM for the KV cache, which grows with every active token and sequence. The guide provides a K…
A developer released SideNote Pro, a native Windows 11 AI assistant built in C# that docks to the side of the display and can be invoked via keyboard shortcut, available for download from the Microsof…
Developer Oguz Bilgic released Kern Agent, an open-source autonomous agent framework that runs on a user's own machine and pairs with the agent-kernel project to manage memory, tools, and multi-channe…
A developer guide details running local LLMs with OpenCode, Ollama, and Docker Sandboxes (sbx) on an Apple MacBook Pro M5 with 48GB of memory, pulling Qwen 3.8 27B mxfp8 (32GB) and Gemma 4 31B mxfp8 (…
A refurbished Miniforum UM790 Pro with 64GB RAM and 1TB NVMe, powered by an AMD Ryzen 9 7940HS CPU with Radeon 780M GPU, was purchased for $537 and used to run local LLMs via Ollama and Open Web UI on…
A head-to-head test of Cursor, Windsurf, and Claude Code on a 40k-line Next.js project found Cursor's Composer needed 4 tries to fix a React useEffect race condition, Windsurf's Flow took 2 attempts, …
Developer dbmask released dbmask, an open-source Python tool at version 0.1.x that discovers sensitive columns in SQL databases, masks them with deterministic fake values, and validates the results. T…
Developer nash_su released LLM Wiki v0.6.11, a GPLv3 open-source desktop application for Windows, macOS and Linux that uses an LLM to build a persistent, structured wiki from ingested documents. The 4…
A developer released AI-Git-Bot, an MIT-licensed, self-hosted workflow automation bot that reviews pull requests, generates unit and Playwright tests, triages issues, and syncs documentation using a l…
A developer detailed the core features of Open WebUI v0.9.6, an open-source chat interface that began as a front end for local Ollama instances and has expanded to support any OpenAI API provider plus…
A developer's tutorial argues that Dify, an open-source AI workflow tool, is more efficient than building complex LangChain wrappers, claiming a RAG pipeline that took three days to code manually can …
A developer reports setting up a local AI coding environment using Llama 3.1 8B via Ollama and Cursor in about 15 minutes, avoiding the $20 monthly subscription and preventing cloud data leaks. The se…
A developer reports that running Qwen2.5-Coder-32B via Ollama in VS Code caused 2-3 second latency, fixed by switching to the q4_K_M quantized version and setting num_ctx to 16384, improving response …