A scan of 21.6 million lines of AI-generated code across 424 public projects found one security issue every 62 lines, with 14% of projects shipping a leaked secret or hardcoded credential, according t…
AI coding tools like Cursor and v0 produce route handlers that compile and look finished but routinely skip multi-tenant isolation, leaving access-control bugs that attackers can exploit. Across revie…
A developer building AutoValue, a car valuation engine for Nigerian used cars, discovered that large language models (LLMs) fail to price vehicles accurately in volatile economies because their traini…
AI coding assistants like Cursor, v0, Lovable, and Bolt consistently introduce three specific vulnerability classes in generated MVPs: missing ownership checks (BOLA), disabled Supabase Row-Level Secu…
A developer built Pollux, an anonymous real-time tracker of Nigerian political sentiment that lets users vote support, undecided, or oppose on 52 politicians. The app uses a vanilla TypeScript fronten…
A team of developers built DJ ROOTS, a real-time collaborative DJ platform that lets everyone in a room vote on songs using a room code. The platform uses Supabase Realtime for instant updates and Goo…
Canvas, a multiplayer HTML editor for decks that is agent-agnostic and MCP-first, has been released as a standalone tool with its own Supabase project and auth. The editor supports slide ownership by …
Jerrycan, an AI-native Rust backend framework and generation platform, has been released in version 0.2.0, allowing AI agents to design, generate, verify, and package complete backends without human c…
Reddit's shutdown of unauthenticated .json endpoints in May 2026 has made bulk data extraction more difficult, but a new guide from Apify shows how to use its Reddit Scraper actor to extract posts, co…
A new tutorial from Apify details how to build a pipeline that extracts job listings from LinkedIn, Indeed, and Glassdoor at scale using Apify scrapers, then analyzes them with OpenAI to uncover compe…
A developer's comparison of seven alternatives to Lovable, an AI web app builder, highlights structural problems like credit system costs, the 'doom loop' of iterative fixes, and a 70% completion wall…
Developers building apps with AI tools like Lovable, Bolt, v0, or Cursor often encounter a 'permission denied' error from Supabase after deployment, even though the app worked in preview. The issue ar…
A developer built VoiceDash, a white-label multi-tenant SaaS platform that allows agencies to resell AI voice agents under their own brand. The project revealed that multi-tenancy requires scoping eve…
A developer built DevGraveyard, a gothic memorial platform where developers can bury their abandoned side projects with AI-generated eulogies. The platform uses Google Gemini to write dramatic breakup…
A developer built a credit management system for an AI Prompt Optimizer, implementing plan-based credit allocation, automatic daily resets, and PostgreSQL-based credit deduction. The system integrates…
Legacy codebases encode organizational history in formats that AI agents cannot safely interpret, leading to architectural hallucinations when agents apply public-code patterns to enterprise systems. …
A developer is building PowerPulse, a crowd-sourced electricity outage tracking app for Ghana, using Next.js, React, Tailwind CSS, and Supabase. The project encountered a server-side rendering error w…
A developer built a prompt engineering game called The Prompt Game, featuring 10 challenges that require users to apply techniques like zero-shot, few-shot, chain of thought, and role prompting. The g…
A developer built Franklin, a conversational AI for BrewHub PHL in Philadelphia that treats neurodivergent customers as regulars. The AI remembers preferences, offers a warm voice interface via Eleven…
A developer analyzed Yhuu, an app built with React 19, Supabase, and the Gemini API that offers anonymous relationship loyalty testing. The app's structure mirrors anonymous-messaging platforms like N…