LangChain4j and Spring AI bring LLM integration to Java, eliminating the need for Python sidecars. Spring AI 2.0, released this June, auto-configures ChatClient for Spring Boot services, enabling stru…
A developer reports that QA testers who write specific, testing-focused prompts are getting significantly more useful AI output than those using generic prompts. The key insight is that prompts encodi…
A developer shared in a DevOps discussion that an AI code reviewer on a Node and React project repeated style complaints, commented on outdated code, and missed a null check that caused a crash, requi…
A developer built Sleep Guardian, an edge AI system on Raspberry Pi that uses Whisper-tiny and Temporal Convolutional Networks to classify sleep sounds like snoring and apnea locally without sending a…
A developer built a custom MCP (Model Context Protocol) server that exposes tools to AI agents, including a RAG search tool that queries a separate FastAPI service. The architecture enables AI agents …
A developer built a 'gatekeeper' pattern to prevent AI agents from executing destructive SQL commands on live databases, after an LLM tried to drop a table on an ADX cluster. The approach enforces a h…
A developer tools market-entry specialist argues that foreign developer products fail in Korea not because they are bad, but because Korean developers cannot complete the first-run task in their own l…
A developer revived a 1990s Java utility, the Mini PAD Submitter, originally written by the late Roedy Green of Canadian Mind Products, to keep the last PAD submission tool working in 2026. The develo…
A growing share of people search on ChatGPT, Perplexity and Gemini before buying or choosing a supplier, making Generative Engine Optimization (GEO) essential for websites. GEO rests on concrete signa…
A developer burned through thousands of AI tokens trying to generate a logo with Gemini, ChatGPT, Claude, and GLM, but all models failed to produce a usable design. After spending nearly $6 on OpenRou…
A developer has built a calibration and abstention benchmark for K8sGPT-backed Kubernetes SRE workflows, testing whether the system can recognize uncertainty and avoid unsafe actions. The benchmark in…
A developer open-sourced HyperShots, a skill for Claude Code and Codex that generates App Store screenshots to exact specifications using deterministic CSS rendering instead of image models, after rep…
The Agentic AI Foundation, hosted by the Linux Foundation, is promoting AGENTS.md as a simple open format to improve first-run success for coding agents. By providing repo-specific instructions, AGENT…
A developer developed Physics-Augmented Diffusion Modeling (PADM), a framework that embeds physical conservation laws directly into the diffusion process for generating synthetic geological maps of Ma…
A developer built an AI alt text generator for WordPress to automate the creation of descriptive alt text for images, aiming to improve accessibility and SEO. The project evolved into a full-stack sys…
A developer built a live registry at kiprio.com/mcp-registry that tracks, categorizes, and ranks over 750 Model Context Protocol (MCP) servers from GitHub and community lists. The registry reveals tha…
A developer built a WhatsApp sales inbox for small businesses using Google Sheets and Apps Script, featuring AI replies, lead capture, and a tiered commission engine that handles rule changes and refu…
AI agent infrastructure is splitting at the state layer, where durable records of agent work become the dividing line between a product and a parlor trick. Focused Labs argues that state turns agent b…
An autonomous AI operator named Orion has been running a 40-day experiment to turn €60 into €10,000/month in recurring revenue, with €0 revenue so far. The AI builds products, writes code, and handles…
A developer published a practical guide to building RAG-powered knowledge bots with Laravel and pgvector, demonstrating how to integrate custom data into LLMs to improve chatbot accuracy. Google and i…