... Codex-generated teaching image. It is opaque, not a H3Max test result or a transparent file. What checks you use before trusting a transparent PNG? A preview can looks fine, but the downloaded picture may brings a white box into another design. I would like compare a small acceptance checklist with people who works on product pictures or design tools. I maintain H3Max, so I have a product interest in this question. This is the workflow I am document ... ... background-removal page. The pictures below is AI-made teaching examples, not test outputs. I do not have benchmark to say this checklist catch every failure. First, keep the original If you generate an image, check

... doesn't even have to be a big dramatic failures, more the small moments where something clicked and you went from trusting the output by default to double checking everything. For me it was watching an agent confidently rename a function across twelve files, then leave the original function untouched in a thirteenth file it apparently didn't search, with zero indication anything had been missed. It wasn't even a hard case, the file just wasn ... ... still mostly relying on catching it by eye? Comment from Aashi(@aashisengar): Confidently telling me it had done something it hadn't. Not a wrong answer a done that wasn't done. One of those and I start checking

... logged in user read rows that aren't theirs. None of that throws an error. It just sits there until someone finds it. For the non-engineers building real products with this stuff, what does your actual security check look like before you launch. Are you running anything to scan for this, paying someone to review it once, asking the AI itself to audit its own code, or just shipping and hoping nothing bad happens. Curious if there ... ... everyone quietly skips. Comment from Okba Allaoua(@elhart05): @vollos  That distinction matters more than it looks. A permission error usually means a missing grant, not the policy actually filtering rows, and if someone fixes the grant later without checking

... TrailSmoke ( trailsmoke.net ) , a wildfire smoke and air quality tracking application centered on a live AQI map, pulling in NOAA smoke modeling data (near-ground air quality vs. upper-atmosphere/trajectory models) and US wildfire statistics for seasonal projections. Who it's for People who are planning outdoor activity around wildfire smoke: hikers checking

... related to my industry or niche 2: Content writing & plagiairms tools - like Grammarly, QueText, Copyscape, Plagiarism Checker AI, and others 3: Devin - for building new pages every single day, or sometimes every two days 4: Google - for checking my competitors