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News
Meet SAM (Sovereign Agent Mesh): A Zero-Config, Zero-Trust P2P Network for AI Agents
1+ hour, 17+ min ago (278+ words) Partially, the engineering is production-shaped, but the public mesh is still labelled a beta testnet. A node joins with sam-node join, then runs with sam-node run. libp2p uses 5001/udp and 5002/tcp; the local MCP API defaults to 8080. The consequence: nodes authorize…...
Run Qwen3.8-27B as a Local AI Coding Agent in Just 3 Commands
46+ min ago (586+ words) Download Ollama, pull and serve Qwen3.8-27B, and launch it with OpenCode using just three command lines. Running a capable 27B model as a local AI coding agent used to mean setting up inference servers, configuring endpoints, and connecting everything manually. With Qwen3.8-27B, Ollama,…...
Four green CI checks. All four blind.
1+ hour, 1+ min ago (114+ words) A broken CI check is loud: the pipeline turns red, someone looks. A blind check is silent — and silence renders identically to success. We found four in one repo, in one day. All green: Nothing rotted in the code. The…...
AGII Strengthens AI Processing for Agent-Driven Applications
8+ hour, 46+ min ago (245+ words) The latest development also strengthens the foundation for applications that combine AI agents with Web3 and emerging Web4 infrastructure. By improving processing efficiency and adaptive execution, AGII provides developers with tools for creating intelligent systems capable of operating across evolving decentralized environments....
Rust For Linux 7.3 Begins Seeing Fixes To Prepare For Rust's GCC Backend
1+ hour, 25+ min ago (186+ words) Phoronix - Categories Computers Display Drivers Graphics Cards Linux Gaming Memory Motherboards Processors Software Storage Operating Systems Peripherals Rust For Linux 7.3 Begins Seeing Fixes To Prepare For Rust's GCC Backend Michael Larabel is the principal author of Phoronix.com and founded…...
How I Built and Deployed an AI Vision API from Scratch with YOLOv8 and FastAPI
1+ hour, 38+ min ago (547+ words) I am a CS and Mathematics student from Ujjain, India. A few months ago I was trying to learn computer vision and build real projects with it. Then I hit a wall. Every tutorial, every library, every framework assumed you…...
GPT-4o API Costs Dropped 50% - How to Recalculate Your AI Budget
1+ hour, 47+ min ago (173+ words) OpenAI has cut prices on its frontier models again. If you're running any production workload on the API, your cost assumptions from six months ago are probably stale. A 50% price cut sounds like pure good news, but it changes the…...
Setting Up End-to-End PDF Validation in Playwright and Cucumber BDD
1+ hour, 31+ min ago (196+ words) Validating generated PDFs in automated end-to-end tests can be tricky. Here is a comprehensive guide on how to handle PDF downloading, parsing, and structured data assertion in a Web UI automation framework using Playwright, Cucumber (BDD), pdf-parse, and ajv schema…...
The hard part of batch date conversion isn't formatting — it's deciding what `01/02/2024` means
1+ hour, 46+ min ago (915+ words) I used to think a bulk date converter was basically a dropdown wrapped around a date library. Paste a bunch of rows, pick YYYY-MM-DD, done. Then you look at real exports from spreadsheets, CRMs, logs, and old internal tools and…...
What a voice agent minute actually costs
1+ hour, 30+ min ago (680+ words) A voice agent's headline price per minute hides five cost layers, failure overhead, and context growth that determine whether a use case actually scales....