... Hello Product Hunt family. Product Hunt family I'm Jaye Hembree, creator of YouAt a privacy-first family location-sharing app I like to call a "better, friendlier, affordable alternative to Life360." The seed was planted

... knows why each line is there. A reviewer should not. We wanted evidence that moving the review out of that window matters when the model stays the same. One small controlled study did exactly that: thirty artifacts with five planted errors each, one model, four review setups. The fresh window given nothing but the artifact caught the most, F1 28.6% against 24.6% for the full session and 40% of the critical errors against 29%, while a second pass inside ...

... 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