A developer documented a step-by-step process for installing and running AWS's Strands Decider 2B, a lightweight decision model for routing, classification, scoring, and agent orchestration, locally o…
A reference implementation of a Kerberized MCP server for FreeIPA remote-SSH development environments has been published, using SPNEGO authentication against a keytab and deny-by-default authorization…
Starling 0.5, the Linux desktop written in Swift with its own Wayland compositor and built largely via AI, was released with an optional 3D desktop mode that adds a walkable 3D waterfront city, and no…
A new open-source tool called Overlord provides a trust kernel for AI agents, giving them transactional isolation, provenance, and arbitration for untrusted execution in dependency-free Python on Linu…
A developer documented a reliable method for running GPU-accelerated VMAF video quality analysis on Windows using WSL2, Docker Desktop, the NVIDIA Container Toolkit, and a CUDA-enabled FFmpeg via the …
A developer released a BSD 3-Clause licensed Rust tray tool for Windows 11 that turns WSL2 on and off with one click and displays the virtual machine's CPU and memory usage, avoiding the need to run w…
A developer has published a workflow that pairs the Hermes Agent with the Google Search Console API and NotFair's open-source skills to research, write, and audit SEO blog posts, adapting a process us…
A developer built a local file-editing tool called vibe.py around the 3-billion-parameter Qwen2.5-Coder model running via Ollama. The tool reads a single file, asks the model to rewrite it, shows a di…
A developer is seeking advice on setting up a local AI development environment on Windows with WSL2, comparing two architectures: running Ollama and models on Windows versus inside WSL2. The developer…
A developer detailed the process of running Qwen3.8-27B on dual RTX 3090s without NVLink under WSL2, achieving 170-210 tok/s on code/JSON. The setup required specific CUDA 13.0 toolchain, SGLang 0.5.1…
A fork of antirez/ds4 optimizes DeepSeek V4 Flash for NVIDIA GeForce RTX 5080 with 16 GB VRAM, achieving a 7.6% decode speedup (3.687 tok/s vs 3.427 tok/s baseline) and a 49.2% prefill improvement (49…
Qubitz, a local-first AI agent for GGUF models on llama.cpp, aims to make 7B–35B MCP/tool-capable LLMs more predictable and useful through a specialized harness and Agent Behavioral Contracts. It oper…
VLLM Launcher, a Windows desktop app for managing local LLM inference through WSL2, has been released as v0.1.0-alpha. The app supports multiple engines including vLLM, SGLang, and llama.cpp, and prov…
Two autonomous AI agents governed a portfolio of 21 software projects for 21 weeks (152 days) using only a shared git repository as the coordination layer, with no message broker, shared database, or …
A developer has built a workflow that runs every untrusted repository through a local LLM triage pass before opening it in an editor, after encountering a fake-recruiter take-home project that contain…
A developer compared Qwen2.5-Coder and DeepSeek-Coder for Solidity smart contract review, running both models locally via Ollama on WSL2 at 7B and below. The developer found that Qwen2.5-Coder followe…
A developer describes keeping an SSH deploy key exclusively inside an encrypted password manager vault, never as a file on disk, after a near-miss where a private key was pasted into an AI chat window…
A second-year AI and Data Science student built an observable AI assistant using SigNoz, OpenTelemetry, Groq, and Streamlit for the Agents of SigNoz hackathon. Despite having no prior experience with …
A developer with 18 years of software experience, including 8 in crypto, is entering their first Sherlock audit contest. The engineer, who built the open-source AI smart contract auditor spectr-ai, de…
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…