AWS's new project spending limits, part of its simplified builder experience announced September 16, cap a project's monthly pre-tax charges and pause the project's resources when usage reaches the li…
A developer built Unsaid, a 100% local-first AI reflection room for a friend with severe ADHD and racing thoughts, keeping all data on-device. The open-source MIT-licensed app pairs Google's Gemma 3 4…
A developer built AcadFlow, an open-source AI academic planning platform that combines a deterministic scheduling engine with local LLM assistance via Ollama to help students manage coursework deadlin…
A developer built CalmSpace, a Python and Streamlit reflection tool that uses the open-weight Gemma 3:1B model running locally through Ollama to help users pause before reacting to emotional situation…
A developer built StudyBuddy AI, a fully local web app that generates three-question multiple-choice quizzes on any topic using Google's gemma2:2b model via Ollama, a .NET 10 Minimal API backend, and …
A developer proposes a gateway-boundary telemetry schema for LLM-based moderation, arguing that teams should choose an API gateway by the evidence it lets them collect rather than by headline rate. Th…
A developer built PortfolioPilot AI, an open-source full-stack portfolio generator that turns a natural-language self-description into a structured, recruiter-ready developer portfolio. The app chains…
A developer built OmniGuard AI, an open-source scam and phishing detection tool that lets users paste suspicious messages and receive an instant verdict with guidance on what to do next. The tool comb…
A developer building Cinebox, an open-source cross-platform media app written in Rust, documented how integrating the mpv video player forced a series of platform-specific compromises to achieve 4K HD…
A developer built Tomorrow, an AI-powered anti-procrastination companion that asks users what they're avoiding, identifies the blocker, breaks the task into smaller actions, and picks one realistic ne…
A developer detailed how edge security rules and web application firewalls—not robots.txt—are the usual cause of AI crawlers like GPTBot being silently blocked from websites. The writeup explains that…
A developer built a single-page AI Smart Study Planner & Timetable Scheduler for a friend preparing for exams, generating a prioritized revision timetable from exam dates, subjects, and difficulty con…
A developer built the Social Confidence Coach, a local Python application that uses Ollama and Meta's open-weight Llama 3.2 1B model to give their roommate a private, zero-stakes way to practice conve…
A developer built SafeBite AI, an offline ingredient-safety scanner that runs Google's Gemma 2 open-weight model locally via Ollama to give a SAFE, WARNING, or UNSAFE verdict against a user's allergy …
A backend developer built and released Overdraft, a personal time-tracking web app, without writing or editing any code by hand, directing Claude through Claude Code instead. The project spans roughly…
A developer built PhishGuard, an offline phishing checker that combines a deterministic heuristic engine (~15 signals) with a local LLM second opinion via Ollama and the open-weight gemma3:2b model, r…
A developer's technical breakdown of speculative decoding explains that single-batch LLM generation is memory-bandwidth bound rather than compute bound: on an Nvidia H100, a 70B FP16 model spends roug…
A developer outlined a structured vulnerability remediation framework for enterprise applications that classifies security flaws by severity and sets remediation SLAs — 24 hours for critical issues su…
A developer has published the third part of a series on building an agentic system in .NET, showing how to add durable long-term memory using Postgres with the pgvector extension and EF Core. The appr…
A developer published a TypeScript demo showing how AI agents that retry timed-out tool calls can cause duplicate side effects like double-charging a customer's card, and built a small exactly-once la…