A developer maintaining bulwark-mcp, an open-source proxy that scans MCP tool results for indirect prompt injection, discovered that a class of attacks bypasses the detector by impersonating the secur…
Light-Heart Labs released Dream Server v2.5.2, an open-source tool that turns any PC, Mac, or Linux machine into a private AI server with local model inference, a ChatGPT-style web UI, and automation …
Mantic Think launched a free, private web UI for Ollama models that allows users to chat with Ollama Cloud models using their own API key or connect to a local Ollama instance. The platform requires n…
A developer created a TypeScript helper, generateStructured<T>(schema), that combines Ollama's native JSON modes with Zod validation to produce reliable structured output from local LLMs. The approach…
Slopsome.com launched a free VRAM fit-calculator and real tokens-per-second database for local LLMs, enabling users to check if a model runs on specific GPUs with given quantization and context length…
A developer built a Python script that converts UI screenshots into markdown documentation using any OpenAI-compatible AI model. The script, which is model-agnostic and self-hostable, was created to a…
A developer automated the deployment of Gemma 4 26B on Proxmox VE using Terraform and Ansible, enabling hardware acceleration via AMD iGPU passthrough. The setup includes Ollama and Open-WebUI, with a…
A developer built Arcwise, an open-source AI-powered system design coach that provides structured feedback on design exercises. The tool uses LiteLLM to support multiple AI models including Claude, GP…
A developer built Lynkr, a self-hosted LLM gateway, to reduce costs in Microsoft Agent Framework workloads. The gateway adds semantic caching, response compression, and model tiering to cut token usag…
A new open-source C# tool, SemanticSourceCode, enables local semantic code search using Ollama or LM Studio for embeddings and SQLite for vector storage. The tool analyzes C# code structure, supports …
A developer released two pre-registered, deterministic benchmarks for audit-native retrieval-augmented generation (RAG): the RAB (EU AI Act 10/12/19) and LRB (Time-Travel Retrieval). RAB measures audi…
Open-Cowork, an open-source alternative to Claude Cowork, launches as a cross-platform agentic coworker that automates computer tasks via screen observation and action. The tool supports bring-your-ow…
A developer built a private AI system called NEXUS on a regular Windows laptop with an aging i7 processor, 16GB RAM, and no GPU. The system uses open-source tools including Ollama, Open WebUI, Qdrant,…
A developer built a Medication Safety Assistant using a multimodal RAG pipeline with LLaVA, ChromaDB, and Ollama. The system identifies medicine from images, retrieves safety guidelines from a vector …
A guide explains how to run the Qwen 3.6 35B A3B model on an RTX 3080 with 16GB VRAM using Llama.cpp, offloading most layers to CPU to fit within memory constraints. The author details steps for insta…
OpenDevOps, an open-source multi-cloud DevOps agent for AWS and Azure, was released, enabling incident investigation with any LLM via LiteLLM. In benchmarks, it found root causes for 9 out of 10 incid…
A developer built a system running three coding agents non-stop for three days using a headless mode, task queue, worker isolation, and a local Qwen model to avoid API costs. The system orchestrates m…
A developer has published two system architecture documents for AI infrastructure in East Africa, detailing a reusable coordination system with 7 agent types and a 4-tier decoupled architecture design…
Seer is a free, private web UI for Ollama models that allows users to chat with Ollama Cloud models using their own API key or connect to a local Ollama instance. The tool requires no account or signu…
A developer provides a formula for estimating RAM requirements to run large language models locally, explaining that a 7B model at Q4 quantization needs roughly 4.2GB plus overhead. Benchmarks show th…