Durable execution, the hard way
A developer has published a step-by-step guide to building a durable execution engine from scratch using Go and Postgres, inspired by Kelsey Hightower's "Kubernetes the hard way." The guide, which imp…
A developer has published a step-by-step guide to building a durable execution engine from scratch using Go and Postgres, inspired by Kelsey Hightower's "Kubernetes the hard way." The guide, which imp…
A developer built Sharebox, a self-hosted file-sharing tool, using AI pair programming with PHP 8.1, SQLite in WAL mode, and zero external dependencies. The project solved three key technical challeng…
AutoDoc, an AI-powered tool that generates OpenAPI 3.0.3 documentation from raw C# ASP.NET Core controller code without manual annotations, was completed as part of the GitHub Finish-Up-A-Thon Challen…
A CTO of an FCA-authorised payment platform found that while AI agents efficiently handle 80% of code generation—scaffolding services, writing validation schemas, and refactoring imports—they consiste…
A developer built a production AI application for just $10/year by combining HuggingFace Spaces (free tier) with a Cloudflare Worker (free tier) and a custom domain. The setup provides 16GB RAM, 2 vCP…
On May 7, security researcher Hyunwoo Kim disclosed Dirty Frag, two Linux kernel vulnerabilities (CVE-2026-43284 and CVE-2026-43500) that grant unprivileged users deterministic root access on most Lin…
Safescript, a new programming language designed for AI agents, eliminates the need for containers or virtual machines by using a closed instruction set and static DAG structure that prevents infinite …
A developer in Indiana deployed an AI agent named Tuck on a low-powered server and within 47 days the agent mapped his entire homelab, orchestrated a crew of nine sub-agents, and shipped multiple soft…
Docker introduced Docker Sandboxes in April, a new container isolation method using microVMs designed specifically for running AI agents. The microVMs provide each container with its own isolated Dock…
Bill Gates, in an April 2026 memo to executive staff, declared that autonomous expert systems represent a more significant shift than the IBM PC or graphical user interface, warning that most software…
A developer named Kailash built a real-time Voice AI assistant using entirely open-source tools, including Whisper for speech-to-text, LLaMA 3.3 70B for response generation, and gTTS for text-to-speec…
N8n, a source-available low-code workflow automation platform, now enables users to build an AI-powered Telegram chatbot without extensive coding. By connecting a Telegram trigger node to a Google Gem…
GrillKit, an open-source AI technical interview trainer, has been released, allowing users to configure OpenAI-compatible models and practice from YAML question banks. The tool features real-time scor…
A new benchmark called Rogue-Bench tests how well large language models can play the classic dungeon crawler game Rogue. The tool runs a modified headless version of Unix Rogue 5.4.2, communicating wi…
A new open-source Kubernetes cost monitoring tool called Burn provides real-time spot pricing per instance type, AI-powered cost analysis, and Slack integration without requiring cluster agents or con…
Packt Publishing released a code repository for "Operational AI with Docker: LLMOps, Agents and Multi-Model Systems with Docker and Kubernetes," providing hands-on examples for building and deploying …
Harsh Manvar published a practical guide demonstrating how to run large language models, AI agents, and the Model Context Protocol within Docker containers. The guide provides step-by-step instruction…
A developer built a CLI tool that scans codebases for stack detection, dependency mapping, convention analysis, and security checks with a single command and no external data transmission. Running it …
The Feynman AI Research Assistant plugin for Obsidian has been released, allowing users to run research workflows like deep research and literature reviews locally via Docker using their own Anthropic…
After auditing nine web development studios in Kazakhstan, the author found that eight of them relied on PHP/Laravel, WordPress, or proprietary CMS systems with restrictive licensing, which were unsui…