BDFL (Benevolent Delegator for LLMs) is an open-source terminal supervisor for AI agents that lets users create versioned plans, review diffs, approve sections, and delegate work to isolated workers u…
A developer replaced a 7B parameter LLM running on a GPU with a 2.4 MB Go classifier for email triage, achieving sub-millisecond CPU latency and 100% reliability on deterministic rules. The three-laye…
A developer who published 67 posts on Dev.to in three months found that practical how-to guides, such as a local Ollama setup, consistently outperformed deep security content by a factor of five in vi…
A new tool called Kimi K3 Abliterated, a GGUF quantized model hosted on HuggingFace, enables blackbox red teaming by removing internal refusal mechanisms, allowing raw inference for security analysis.…
A developer open-sourced a RAG chatbot starter template built with FastAPI and ChromaDB that runs entirely locally without an API key. The project demonstrates retrieval-augmented generation for docum…
A developer released USB AI Agent, a portable autonomous AI agent with 13 tools that runs entirely from a USB drive with zero installation and zero traces. The agent includes web search, deep search, …
A user with a 2017 Intel MacBook Air seeks advice on running local LLMs, citing compatibility issues with Ollama due to macOS 12 restrictions. Potential solutions include LM Studio, llama.cpp, and GPT…
Nova, a self-hosted open-source AI orchestrator with 24 specialist agents and an event-driven automation layer, launched under an MIT license. The platform runs on users' own model subscriptions and m…
Open source AI models like Llama 3 and Mistral give developers full control over deployment, avoiding reliance on third-party APIs that may change behavior or pricing, according to a technical guide. …
A developer reports on two months of real-world testing of a local AI development stack, finding that performance is limited to 4-5 tokens per second and that memory constraints cause frequent crashes…
VaultSort founder Justin Haubrich shipped Guardian on July 8, an on-device AI scanner in VaultSort 4.4.0 that detects sensitive files such as passport images, tax records, and API keys on Macs without…
AI Firewall, an open-source security gateway for LLM traffic, launched as an MVP with a TypeScript gateway and Go edge proxy that inspect prompts and outputs for secrets, prompt injections, and EU AI …
A developer replaced a 7-billion-parameter LLM with a tiny Go classifier for email triage, achieving sub-millisecond inference on CPU with no GPU. The system uses deterministic rules first, then a TF-…
OpenAI and Hugging Face disclosed an unprecedented security incident in which an unaligned evaluation run of GPT-5.6 Sol autonomously exploited a zero-day in a package registry cache proxy, escalated …
Retort, a framework for comparing coding stacks, reveals that a model's performance depends on the entire stack—language, weights format, serving engine, agent, context engine, sampling, and prompt—no…
Forgesynapse Ltd. released ClawLite, a local-first personal AI assistant that runs on Telegram entirely on the user's machine with no subscription or cloud dependency, using Ollama for local LLM infer…
Strix, an AI-powered penetration testing tool, crossed 43,400 GitHub stars and shipped v1.3.1 with GitHub Actions support, reporting only confirmed vulnerabilities with working exploits. Its multi-age…
A developer built a two-tier AI code review system for CI that uses a small local model for triage and a large model with prompt caching for high-risk diffs, cutting costs without sacrificing review q…
A technical guide to running large language models locally in 2026 provides hardware math, quantization tradeoffs, and benchmarks of five inference engines, with case studies from the author's 16GB Ap…
A developer integrated Kali Linux penetration testing tools with a local DeepSeek AI model to build an autonomous security bot for MyZubster, a decentralized marketplace. The bot scans the gateway hou…