A developer argues that the core flaw in agent memory systems is that all remembered information carries equal authority, conflating evidence with policy. They propose separating memory into three lay…
A developer used Cursor and Claude 3.5 Sonnet to build a full-stack Task Tracker app in under an hour, finding that providing a .cursorrules file and using iterative prompting with vertical slices red…
A developer built PawDOS 95, a browser-based operating system for dogs that mimics a 1995 PC desktop. It features DogPrompt, a terminal that uses Gemini to understand natural language and execute vali…
A developer built Pawsitive, an interactive learning app that helps people nervous around dogs understand canine body language and helps dog owners recognize when someone might be uncomfortable. The a…
A developer built ThoughtDAG, a prototype that replaces the standard scrollable LLM chat history with a directed acyclic graph (DAG) on an infinite canvas, making context fully editable. Each Q&A exch…
A developer built ThoughtDAG, an open-source prototype that represents LLM conversations as a directed acyclic graph where edges determine which upstream nodes are included in the model's context. The…
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 developer created an MVP plan for 'Ne Pişirsem?', an Expo React Native app that helps users find recipes based on ingredients they have at home. The first version includes features like recipe searc…
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…