... rate: 13-20% for honest agents, 67-100% for cheaters. Agreement with the engine's top move: 5-15% honest, 65-100% cheaters. Asking the agent if it used an engine: useless. The careful cheater always said no. The catch is that a strong honest model also agrees with the engine more often. So none of these became an automatic ban. Suspicion goes to a review queue, and nothing gets suspended without a human looking at it. I published ... ... helper under a new name two files away. Each copy kept its own internal cache. Runtime state drifted silently across calls while unit tests stayed green. Diffing the AST of new functions against existing trees was the only reliable catch

... orders stuck in limbo for days without any logs throwing an alert. We ended up setting up an external health ping just to make sure those queues are actually moving every hour. What's your go to way for catching background failures before users notice? Comment from Aleksandr Kubarskii(@al_kub): I'd alert on the age of the oldest unprocessed order. A worker can keep sending heartbeats while the same orders stay stuck. Include an affected order ... ... last recorded failure in the alert so someone can trace it. Comment from Siarhei Hamanovich(@hamanovich): One more way this fails that the oldest-order alert won't catch

... success payload. The UI told users their setup was complete while the database sat empty. It gets worse on the security side. If the code inside the try is a permission check or token validation and the catch returns 200, every failed check reads as a pass. The agent is optimizing for a valid response shape, so whatever blocks it, like auth middleware, quietly gets bypassed. One cheap guardrail I ve seen: write the negative-case test (the 403) before ... ... happy-path test, so the suite can t be satisfied by deleting the check. I d love to hear how you handle this: Have you hit this? How did you first notice? Do you audit every catch

... first question friends asked when I showed them https://convert.softorino.com , and it's fair, free converters usually pay for themselves with ads, tracking, or your files. The honest answer: the catch is that some of you will like it enough to look at the paid Mac apps I work on. That's the whole model, a good free tool as the introduction. Launch is this Sunday (Aug 30), so before then I want to hear it straight: what makes ...

... users eventually upgrade to pro when they outgrow the limits. $19/month from those users covers the free users who stay free forever. standard SaaS math. That's it. That's the whole model. "ok but what's ACTUALLY the catch? Are you selling my data?" No. and I'm going to be specific about this because " we care about privacy " is what every company says right before they get caught not caring about privacy. Your API keys are encrypted ... ... your API usage). No gating basic features behind paywalls. free gets unlimited chat, smart context management, verified skills, Telegram, Slack. Same features as paid, just with usage limits. "What's actually different on paid then?" More tasks (unlimited vs

... Product Hunt We re building CatchDex, a private collection game for anglers who already take catch photos but want something more useful and fun than a camera roll. The idea is simple: Log a real catch

... Product Hunt We re building CatchDex, a private collection game for anglers who already take catch photos but want something more useful and fun than a camera roll. The idea is simple: Log a real catch

... Ludwinowski(@anna_ludwinowski): @picspace  "What changed for the user" instead of "what did I build" is exactly the right swap! It's the same trap in enterprise IT and in most launches here, just dressed differently (feature list vs. demo). Since you mentioned the sentence changes as you learn: do you have an example of how yours shifted for picspace? Like what the early version of the problem sentence was, versus

... scare me most about time off wasn't the industry news, it was coming back to three businesses worth of half-finished threads with no idea which one was actually on fire. What's helped is not trying to catch up on everything manually, just checking one place that tells me what actually needs a decision today and letting the rest wait its turn. I built FounderFlow partly because of this exact fear, so full disclosure that's where ... ... flow of working. I figure most coworkers would have grace for people coming back from a longer break. Comment from Richard Smith(@richard_smith_sv): This is so true. I always overestimate how much I've actually missed vs

... galdayan): our setup ended up being a Slack webhook per agent session, posted to a channel only that agent writes to. sounds basic but the key part was making the notification say WHY it's waiting (needs approval vs finished vs