... party packages or dependencies. Three days ago, they finally broke through. The attack sequence was brutal: Data theft: Exfiltrated a complete dump of the database and source files. Infiltration: Defaced the web application and injected hidden system accounts. Lockdown: Planted auto-starting backdoors and injected their own SSH keys for the system user. The Fail: Attempted to deploy a crypto miner... but the server was only saved because it literally ran out of disk space, causing their miner and cleanup ...

... that than fake a number. Proof against your actual code (via a Docker provisioner) works end-to-end but isn't in the default flow yet. Want to kick the tires? Small apps some with a real bug planted, no hints you point your AI agent at to see if it catches it. ~20 min, no accounts or keys. https://github.com/fetchsandbox/... I want the "this didn't work" reports as much as the wins. Ask me anything. Comment from ... ... prompt set... the adversarial cases are seeded from real developer failures..so the wild keeps feeding it new phrasings and classes. and the blind playground + tester program is .. honestly the deliberate false-negative detector.... real people pointing agents at planted

... everyone, I've always enjoyed gardening and keeping a collection of houseplants and outdoor plants. Over the years, I found myself growing more and more varieties, and I kept running into the same problem: remembering what I'd planted

... engine directly into the Android pipeline. Instead of just guessing where your foot is in space, our algorithms calculate Euclidean velocity and floor-plane intersection. When your foot hits the virtual floor, the engine physically locks it. It stays planted. No more sliding.But we didn't stop there. We tackled "Flamingo Knees." Cameras suffer from depth ambiguity. When you lift your leg straight forward, the AI often thinks your leg just magically shrunk, causing the knee to glitch. We wrote ...

... user management. Each scenario gives a model exactly two things: a JSON schema and a sample payload . No implementation details, no docs, no further context. The model has to generate a test suite from that alone. The bugs are planted in live reference implementations. A bug is only caught if a generated test produces a response that deviates from correct behavior when run against the implementation. Submit through the hosted eval harness and get a score back. Scoring weights ...

... serious work. ( cdevroe.com ) In other words, vibe coding was either the coolest thing since sliced bread or a ticking time bomb of spaghetti code, depending on whom you asked. Meme or Revolution? Finding the Middle Ground At first, I planted my flag firmly in the skeptic camp. I cracked my share of jokes about vibe coders hallucinating APIs and producing code that works only by cosmic coincidence. I secretly cheered on the grumpy engineers warning everyone not to ship vibe ...