... What's usually happening? The Stripe webhook is wired, the retry logic is there, but nobody ran a confirm capture webhook fire sequence before going live. Testing is either skipped or scripted in isolation against mocked responses that don't reflect real API behavior. What does prod surface? The edge cases. Rate limits, flaky webhooks, card declines mid-flow, double-charges on retry. The stuff that only shows up when real money or real users are involved. What ... ... actor + timestamp example is a good one. wondeirng..where you'd want that evidence captured though, at the app/data layer or at the integration boundary? Comment from Raj Nagulapalle(@rnagulapalle): @rabnoor_s  100% agree on the business call vs

... note before we start: What follows is fiction. A thought experiment set in an alternate world that only looks like ours by accident. Any resemblance to real labs, real bosses, or real workplace policies is the reader s imagination doing the heavy lifting. With that out of the way. We ve seen this movie before In this imagined world, strip the hype off AI (artificial intelligence, software that learns from huge amounts of data to answer questions, write text ... ... idea that AI wipes us out). Notice how both endings need you to fund the church now: Pay-to-be-saved. Buy the Pro plan and your sins of being slow are forgiven. Heretics already getting punished, quietly. Critics mocked

... still refining) curious how you do it too: 1. Start with a painful workflow Instead of brainstorming a cool AI use case, I picked a workflow I personally hate doing manually or one that takes hours to complete. 2. Mock the solution before building it Before writing a single line of backend code, I mocked

... Jaisal Rathee(@jaisalr): @jakecrump  Thanks Jake! Means a lot coming from you. Working on user dashboards + community features Comment from Jaisal Rathee(@jaisalr): Yooo thanks for doing this Jake! I'm building tinystartups.com -- a "tiny" launch platform and alternative to Product Hunt. Comment from steve beyatte(@steveb): @harvanshchaudhary  Link doesn't work :-( But sounds super fun Comment from steve beyatte(@steveb): I want to stitch together Suno, Gmail, and Zapier to make an automation that sings ... ... building? It s an AI strategy radar. It scans the internet, filters out the noise, and delivers only the signals that matter paired with clear, actionable next steps. How it works: Understands Your World Maps your ecosystem: competitors