... sandboxed worker - Weights are ~850 MB, downloaded once, cached in IndexedDB - After that first download, it works with no network at all Then we hit the obvious problem. A phone cannot run it. Not enough VRAM. Loading it can crash the tab. The tempting fix was a fallback. If the device is too weak, send the text to a server and return the answer. Two lines of config. Nobody would notice. Every competitor

... failures that hurt are never the ones that crash. A crash

... class of device. The second is the waiting. My last Android update sat in review for fifteen days, and any new upload resets that clock, so the whole time you are holding fixes you cannot ship. I had three crash fixes sitting on main watching that queue. The third is that some bugs only exist at the seam between two platforms. There is one on my list right now where the car screen keeps showing the previous station name over ... ... That is not a bug, that is nobody ever running it on a tablet. What made you finally check? Comment from Salmni Gorey(@salmni_gorey): The tablet issue is such a good example of invisible technical debt. Nothing crashes

... instead of after you stop and one i'm not proud of .. the mac app wasn't launching at all on MacOS Sonoma, had been that way since april, and i only found out because someone sent me a crash log instead of deleting the app [ a big shoutout to Chris ]   what's next:  at launch someone here [ narek ] made the point that voice input is useless if your hands and eyes are both busy, because ... ... jeremy_loomis  that's the strongest case anyone's made for calendar and it's not the one i expected Comment from Haider(@lilhadi): @adams_parker  honestly no, and that's the uncomfortable part worse .. apple's crash

... audited an AI-written billing service this week. 22 findings, 10 critical. None of them crashed. All returned 200. Four that stuck with me: an auth check that silently lets anyone in when one env var is missing, SQL injection in the one query that wasn't parameterized, a broken permission boundary so anyone can attach a charge to a workspace that isn't theirs, and a Stripe retry that double-grants seats because there's no idempotency check anywhere ... ... looked like before the fix. That one worries me most across a multi tenant setup, since it fails silently and looks exactly like normal traffic. Comment from Darly Selby(@darly_selby): The silent failures worry me more than obvious crashes

... Imagine an AI agent responsible for routing inbound leads. Nothing crashes. No alerts fire. The workflow keeps running exactly as expected. The problem is that the agent has slowly started sending high-value leads to the wrong queue. Maybe a few customer issues are being summarized inaccurately. Maybe records are being updated with small mistakes that seem harmless on their own. Each individual error is easy to miss. Over time, though, the impact starts to compound. Those ... ... adoption I think teams underestimate. getting an agent into production is exciting, knowing six months later that its still making the right decisions is the real challenge. Comment from Joseph Parker(@joseph_parker3): Silent failures scare me more than crashes

... frequently accessed static endpoints. 3. Graceful Fallbacks: Set up proper timeout limits and retry logic on the frontend so users get clean fallback UI instead of hanging load states. This reduced our database response times significantly and stopped server crashes during concurrent user spikes. For fellow developers and tech builders: >> What is your preferred stack or strategy for handling sudden traffic spikes on your backend? >> Have you ever faced a unexpected bottleneck right after launching ...

... capability list. Not one of them tells you what the product does on the day it gets something wrong. That's backwards for anything a person puts their name on. The failure that actually costs you isn't the crash, because a crash

... failing because "smart on a benchmark" and "reliable with a real user" are not the same property, and we keep buying the first one hoping it's the second. The failure mode that should scare you isn't the crash. A crash

... Store shows downloads, revenue, crashes. Fine as a pulse check. Not enough if you care what people do inside the app: which paywall they hit, whether they finish a session, whether a feature even got used. For Briskly I built a small event tracker and a private dashboard for that. It works. I m just not sure it s the smartest use of solo time, or if there s a simpler setup most people use. If you re shipping alone ... ... looking a database? Comment from Maria McGinn(@mariabuildsbriskly): @aleksander_brousseau  yea I could see this trap happening with me, although it's nice to see what the most common path is people take on the app Vs

... crash-free send, smarter handling of verification codes, and a calmer dock badge. Send with confidence Closing a compose window right after sending could take the whole app down with it. That crash

... tags, sources, and connection counts. More AI languages AI language support is much broader. You can choose from 62 languages for summaries, quizzes, and tags, including Traditional Chinese. Caption and transcript language matching is also more accurate for Simplified versus Traditional Chinese. New AI models More models are now available in the picker on the Max Plan, including GPT-5.6 Terra, GPT-5.6 Luna, and Grok 4.5. We will release more documentation on which model to use when ... ... Recall Watch the interview Improvements and Bugs Improved AI for tags, connections, summaries, and quizzes Tags reuse your existing tree more often Connections focus on the core topics in a card rather than incidental mentions Summaries better separate concise versus

... fine. the page just renders its content client side, so the server response only ever carried a subset of it, and everything downstream of that was confidently wrong. what got me was that nothing in the chain failed. a crash i can handle. this one returned success at every single step and produced an answer i repeated to someone else before i checked it. it did change the workflow. i stopped treating a successful fetch as evidence of anything ... ... silently picked a table where "active" meant something different from what we report to the board. Nothing errored. The output was beautifully formatted and completely wrong. That's the failure mode that actually scares me: not the agent that crashes

... thinking about this after seeing a few posts here about vibe-coded apps breaking in production. Auth bugs, webhook failures, that kind of thing. What worries me more is the stuff that doesn't break loudly. No error, no crash, it just quietly leaks data or accepts requests it shouldn't. Things like exposed API keys sitting in the frontend bundle, missing rate limits, or database rules that let any logged in user read rows that aren't theirs. None ... ... only gets exercised once you log in as a second, different user and try to touch the first user's row from that session. And 'denied' has two flavors worth telling apart: an empty result, the policy filtering correctly, versus

... first model) Embedding speed settings (gentle, medium, and full power) Original PDF Colors customization And probably more that i forgot I added Bug fixes Fixed incorrect archive loading (dotient now correctly loads the selected archive) Fixed macOS import crashes (resolved Tokio thread panic issues when importing files) Fixed crashes

... from Jin Ci(@youliqn): the waiting game after launch is real lol. like you prep for weeks then it's just... done? and now what Comment from Jin Ci(@youliqn): anyone else feel like the ph launch day adrenaline crash is real? like you prep for weeks then it's just... over. and you're sitting there refreshing analytics like something magical is gonna happen Comment from Jin Ci(@youliqn): the hardest part about launching isn't even the building ... ... main ph feed tbh Comment from SaltyFishh(@saltyfishh): Good product. We are building ServBay, an AI-native local development base that simplifies web dev and empowers AI coding agents. What we're building: ServBay. It s a lightweight, native alternative

... logs had nothing to say about it, just gaps where a process used to be. We spent a couple of days chasing the wrong thing. Then we found a Kubernetes default we d never thought to override, and the crash loop stopped. Here s the debug, in roughly the order it happened. The first clue: silence Pods restart sometimes and we re used to that, but the weird part was how quiet these restarts were. Every Node.js service ... ... pulled on yet. The one pod that lived Before pulling it, we noticed something we d been overlooking. We had several web pods running the same image, with the same env, on similar nodes. Most of them were crash

... closes correctly. Pressing Escape and clicking the close button now reliably dismiss the search window, which previously could stay open. Tag actions on mobile. The tag actions menu no longer gets stuck after navigating back on mobile. Editor crash on broken tables. Notes containing malformed tables no longer crash

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... going from idea to live product fast. The issue is that vibe-coded software usually isn't GDPR compliant (and I am based in the EU) and it's harder to scale. Like it's most likely to crash if 200 users are using it at the same time (unless you explicitely prompt it to be scalable). Comment from Mona Kohlhaas(@mona_kohlhaas): @alpertayfurr  Yes. It's hard to fix something you don't understand. And I think Xolora ... ... techie it quickly becomes a nightmare. I feel so much more confident now about my SaaS as I have a good developer by my side. Comment from Jim Jeffers(@jim_jeffers): The useful split here might be prototype spec vs

... from cards no longer hits the login screen. iPad pointer and touch handling fixed. Clickable links restored: Command/control-click opens cards in a new tab. Mobile styling fixes , including card corners, editor safe area, and hero image padding. Old iPhone crash resolved. No more crashes

... spent years in the broadcasting world and noticed something depressing: while the whole world moved to the Cloud, AI, and sleek interfaces, radio automation software stayed stuck. Most professional suites today: Look like they were designed for Windows XP. Crash if your local hardware has a hiccup. Make remote broadcasting a nightmare of VPNs and lag. When I started building DockFM , people told me: 'Don't bother with Mac, radio is for Windows PCs.' I ignored them. I wanted ...

... months ago, we noticed something in our data that most product teams would panic about: a group of users who had been highly active for weeks suddenly went quiet. No crashes. No angry support tickets. They just stopped showing up. The instinct was to win them back. Send a re-engagement email. Offer a new feature. Maybe a push notification saying "We miss you!" Instead, we reached out and asked one question: why did you stop? Their answers surprised ... ... PictaBase! The .meta.json sidecar approach is really clever. Making metadata portable rather than trapped in your database is exactly the kind of design decision that earns long-term trust. I love how you framed it: "building a power tool" vs

... against an authoritative baseline. Data-quality detection: 3-step fallback chain (FK name canonical-link) plus a curated-source AI block-list. L. Violation Response On any breach: stop log entry (type, root cause, files, prevention) explain propose compliant alternative wait for approval. No rule may be bypassed; non-compliant work is rolled back. Comment from Sara (@saraaaaa): I like that this doesn t frame technical debt as purely negative. In a lot of cases, it s what allows products ... ... task, they are built to build first and ship fast. The marketing "Build an app in a day" spin is a big trap. Well it is 6 months on after scrapping version 1, rebuilding and a crash

... generate automatically. Fixed an issue where the chat history list would sometimes freeze, preventing past records from loading. Fixed an issue where the chat window could not be brought up by shortcuts in specific scenarios. Fixed an occasional crash issue that could occur when deleting chat history. Fixed an issue where assistant configurations did not take effect correctly upon startup. Fixed an issue where the app would sometimes incorrectly prevent the computer from shutting down normally. Fixed an issue where ... ... displayed an offset when multiple monitors were connected. (Windows) Fixed an issue where the selected range did not match the actual position when picking visual elements. (Windows) Fixed an issue where capturing screen elements could cause the software to crash