... shape of the misses. When a frontier model is unsure you can usually see it. The output hedges, goes vague, asks a question. When a small model is unsure it produces something clean, confident and wrong, and that sails straight past any eval checking format instead of truth. Nobody catches it until a user does. So the real cost of routing isn't the token delta. It's that the cheap path now needs a verification step, and verification ...

... watch the double-credit, add the dedupe, run it again, watch it hold. Agents probably make this worse because they learned from the same quickstarts that only imagined one clean event. Curious what broke for you A bug that sailed through review and CI but still blew up in prod, and what would have actually caught it? (This is the itch I'm building FetchSandbox around, running the failure before customers do.) Comment from Raj Nagulapalle(@rnagulapalle): @omri_ben_shoham1 ... ... most people put a TTL on the idempotency store. Then the bug quietly moves to "duplicate arrives after the window I picked", Stripe can redeliver for up to 3 days, so if you prune at 24h the second charge sails

... mode that should scare you isn't the crash. A crash tells you something broke. The dangerous one is the silent failure the agent that returns a confident, clean, well-formatted answer that happens to be completely wrong, and sails right through your review because nothing looked off. No error. No red flag. Just a wrong thing wearing the costume of a right thing. In code that's a bug you find three weeks later. In a product people trust ... ... transcripts starts accurate and then decays, not because the model changed but because your users did. Which means it has to be refreshed from live traffic on a schedule, or in a year you have rebuilt the exact lab-versus

... from years of shipping, so I built OceanMind, an app that helps you shift your state in the moment through breathwork and AI-personalized practices. Before that I co-founded NovaOcean, a profitable digital agency. Outside of work: surfing, sailing, horseback riding. Bay Area based. Here on PH to see what others are building and get OceanMind in front of people who might actually use it. Comment from Lera Kuntsevich(@lera_kuntsevich1): @adana  nice to meet you too! yeah ...

... hosseinyazdi): I personally don't mind sending data to the cloud if it's clear what is collected and why. Comment from Willis Liao(@willis_liao1): @irahimiam  True, that's why more and more people are choosing local alternatives Comment from Willis Liao(@willis_liao1): @ark_y_k   True, the user usually doesn't really know what they want or what they should be concerned about, at least not until something unfortunate has happened to them or other ... ... people. Comment from Willis Liao(@willis_liao1): @santhosh_kumar09  True, and because comparisons matter, although local alternatives

... rather than hold the line forever. A stalled job that took the cautious path is recoverable. A stalled job that just sat there is a support ticket. Comment from Dale Mooney(@dalemooney): @alex_amancio_candoa_   @aadilghani  Constant versus invariant is the useful thing here and I am taking it. One addition: you cannot separate them by observation, but you can by deliberately violating the constant once. A property that survives a test faking an unattended caller ... ... which is bounded, and cannot fire when nobody started anything. Your last seen sweeper is already the mechanism. It is sweeping into the wrong bucket rather than lacking the signal. Comment from Dale Mooney(@dalemooney): @aadilghani   The gate versus

... pure HTML/CSS version and one for the Laravel 8 project setup. Since the client wanted to use Laravel for their backend logic, I chose to work inside the Laravel directory. I set up a local Docker container using Laravel Sail to ensure a consistent local environment. First, I ran the standard composer installation command to pull down all the required PHP packages: composer install Next, I copied the environment configuration file, generated a fresh application key, and ran my initial ...

... Same queue, totally different urgency. Telling those two apart automatically is the piece I don't have clean yet. In your setup, how are you deciding which of the 20 percent is allowed to wait for a window versus which should break into your focus? Comment from Aadil Ghani(@aadilghani): @virko_kask   This made my day, partly because you actually went and rebuilt the thing, and partly because "a file cannot tap my shoulder" is the cleanest one-line ... ... Same queue, totally different urgency. Telling those two apart automatically is the piece I don't have clean yet. In your setup, how are you deciding which of the 20 percent is allowed to wait for a window versus

... needs attention" with total confidence, and I trusted it right up until it was wrong about something that mattered. What actually fixed it wasn't a smarter model, it was forcing it to rate its own confidence honestly, Verified vs Very Likely vs

... ready to launch. If you're nervous it's because there's uncertainties you haven't addressed. "Build in public" is perfectly valid, but if you feel as though falling flat will take the wind out of your sails then consider extended beta release, 3rd party UGC and testimonials, reddit/discord open discussions, partnerships. Reach out to a 4 person plumbing LLC in Gary, Indian and give them the p*mp my ride treatment. Do a mockup site for the world ...

... have to track cruise prices at all? That s the idea behind the AI Cruise Price Tracker we re launching today at OLA Vacations. Instead of asking users to repeatedly check cruise websites, the system lets them pick a sail once and continuously monitors official pricing in the background. Here, travelers can instantly understand how cruise prices evolve over time. Instead of guessing whether a fare is good or bad, the chart turns pricing into a clear visual timeline making ...

... 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

... moving fast. I'm a fan of the take that we can't really automate creativity, but there are 20 things around it that agents can genuinely help with. Not using AI is not on the table, that ship sailed. The interesting question is how we build products that take the boring 20 and protect the part people actually got into this for. Always curious to meet others working in this space: image, video, audio, voice, anything adjacent ... ... configure" anything. The AI does it for them invisibly. Phase 1: Frictionless Setup The user states their goal or drops a job posting link. Then a guided survey establishes the full context: country, experience level, specialization (e.g. Growth PM vs

... users who create sea route animations told us something simple: Everything looks great but the distance is in km. For ocean routes, nautical miles are the standard. Cruise routes, sailing journeys, ferry crossings, aviation paths they all use NM. So we added it. Now in TravelAnimator you can display route distance in: Kilometers Miles Nautical Miles Switch anytime depending on the journey you re creating. A small feature, but if you're animating ocean voyages or flight routes, it makes ...

... moved up in the world from a Product Manager / Nutrition SME to a Dietitian actually contributing to our product. FoodHealth Score is what I dedicate most of my waking hours to. With a little bit of salsa, skiing, and sailing on the side. We've gamified grocery shopping, by taking the guesswork out of eating healthy. "Is this protein bar healthy for me?" Check the score! "High fiber cereal" We'll show you! "Gluten-free cookies" We give ...

... Creaibo is launching today ringing in the new year with a new product It feels like the perfect way to close one chapter and begin another. Wishing all of you smooth sailing and success with your own products in the coming year. Comment from Rylynn(@rylynn): @webshark  Thank you Simon :) wish you good luck too Comment from Simon Gelfand(@webshark): Best of luck with the Launch ...

... collaborator (not a replacement). I'm here to learn from this community how to actually get things in front of people, and to discover what you're all building. Outside of work: nature photography, mountain biking, sailing, and chasing waves when I can find them. See you around. Tony ...

... many builders here. I m excited to chat, trade ideas, and learn from everyone. I recently launched a home-cooking project into open beta: https://eat-ai.app I started out building websites, then studied game design at Full Sail. I worked on some games, some apps, and now I m at Letterhead working on newsletter tools in the ESP space. I m passionate about building tools that remove friction from everyday life. Would love to connect with anyone working ...

... mujoe  From my research, one dollar per hundred followers seems to be kind of a baseline, although a few other factors like engagement rate can affect the pricing. Comment from Purva Gupta(@purva_guptaa): I am kind of sailing in the same boat. It is even hard when the right audience for your product is very niche. Right now I am trying to reach out to people manually (on social platforms or emails) to pitch them the product ...

... future spaces that aren t so obvious (yet). More on that soon. In the meantime: We had a great post from the largest AI community on Instagram that brought in a wave of new users - we ve now sailed past 550+ people using Ting. Which means somewhere, right now, Ting is politely asking someone when they re free... :-) New releases: Multiple Gmail accounts You can now connect multiple Gmail accounts and calendars - work, personal, side projects. Ting checks across ...

... proxying, and traffic monitoring. We speed up and secure your website, the easy way. We monitor your platform for threats do you don't have to. Our 24/7 SOC team are constantly watching your threats to keep you smooth sailing. Who s it for? Solo founders Early-stage teams Platform developers Anyone launching fast and shipping often What s the offer? Every user gets access to our free tier. But Product Hunt users get an extended trial of our full ...

... workflows that keep scope (and sanity) in check Hiring & scaling teams on a ramen budget Taking a product from local traction to multi-country launch Fun fact: When the laptop snaps shut you ll find me trimming sails. Who s up for a PH flotilla weekend? Your turn: What s one underrated habit that keeps you mentally sharp while shipping fast? Drop your best tip below I ll test the top suggestions and share results! Comment from Valeriy Yasakov ... ... proud to be building Mark alongside you, Valeriy! Comment from Debarghya Roy(@debarghyaroy): Love that you re tackling wellness without the shame spiral , that s a rare balance. Curious how will you measure if a nudge truly changes behavior versus

... your entire product house. And honestly? Most of you are building on quicksand. Soul Lenz isn't about making you look good. We're about making you unforgettable . Your product is a ship. Your brand determines if it sails or sinks. The startup graveyard is full of "pretty" products nobody remembers. Whether you're B2B drowning in SaaS clones or B2C fighting for mindshare - everything needs its signature. As they say: "How you name your ship determines how it sails

... niche app that tells me the wind, weather and tides in the tiny part of the world I live on the North Norfolk coast in England. Morston connects to three different live weather stations in the harbour where I sail so gives me a pretty decent summary of the weather conditions. As I got more into it also geo-mapped the locations of all the sailing

... with how generic and expensive current tools are). Was discussing positioning with Claude when it dropped this: "Better features + Lower price + Specific focus = Market disruption. You own this specific category." My reality: More focused tool at lower price point vs established players My paranoia: Am I just drinking my own Kool-Aid? Founders: When AI validates your idea, do you get more confident or more paranoid? Still building the MVP, but this got me wondering if I'm onto something ... ... getting signals that others see the value - just keep building! That said, I get the concern about drinking too much of the AI hopeium. I ve been trying to stay critical without taking the wind out of my own sails