Ask me anything (RAG)
A developer built AMA, a Retrieval-Augmented Generation (RAG) system for Lagos State University (LASU) that uses Gemma 4 via OpenRouter to answer student questions about lecturers, hostels, and intern…
A developer built AMA, a Retrieval-Augmented Generation (RAG) system for Lagos State University (LASU) that uses Gemma 4 via OpenRouter to answer student questions about lecturers, hostels, and intern…
A developer reports that after 12 months of building a production app with Claude Code, the primary bottleneck is managing the AI's context window and preventing regression loops, not writing code. Th…
A developer building MaxOS, an AI-first workspace, shifted focus from designing to coding after spending too much time on UI concepts. The project uses React, TypeScript, Tailwind CSS, and Zustand, wi…
A solo developer built Forge3D Spaces, a browser-based CAD tool that generates a furnished 3D house from a single sentence. The system uses an LLM to emit a structured program, which a deterministic s…
A developer at Pixova recommends using Zustand over React Context for global state management in Next.js App Router, citing unnecessary re-renders with Context for frequently updated or complex state.…
A developer built ClipForge, a cross-platform desktop video processing app using Electron, React, FFmpeg, and Claude Code. The app handles 20+ video/audio operations locally with single, stack, and ba…
A developer built Memory Drift, a narrative game exploring context decay in LLMs, using Next.js, TypeScript, Zustand, and Framer Motion. The game, submitted to the June Solstice Game Jam, forces playe…
A developer built The Gauntlet, an open-source Next.js 16 app that connects seven MCP servers through a LangChain multi-agent pipeline and lets users toggle eight failure modes live during execution. …
The article describes how Ginilab built a single backend platform to serve four distinct products (Tomafood, CloudPOS, iSchool, and Ecommerce) rather than forking separate codebases per product. The t…
Prompt Flow is a visual side project built with React, ReactFlow, and Zustand that allows users to design and trace algorithmic flows on a canvas, replacing spoken explanations or flat text notes. Dat…