... bottleneck moved. It didn't disappear. The output side is everything the demos promised: tasks per developer +34%, code-heavy tasks +210%. The absorption side is where it curdles: bugs per dev +54%, incidents per PR more than tripled, commit-to-production lead time +480% where organizations measured it. Our read: this is arithmetic before it's culture. Generating a PR now costs roughly one sentence of intent. Accepting it still costs a human, reading at human speed, with human ...

... there's a distinction I keep thinking about: apps built with AI (Cursor, Claude, Copilot writing the code) vs apps that depend on AI APIs at runtime to function. I'm in the first camp. I used AI-assisted coding heavily to build Briskly (a cleaning app that scans your room and generates a timed task list), but the app itself makes zero LLM API calls. The scanning runs on Apple's Vision framework, entirely on-device. No tokens ... ... pricing volatility bitten anyone yet? Anyone shipped with local/on-device models (Apple's Foundation Models, Core ML, quantised open models)? How was the quality gap in practice? Where's the line for you? Which features genuinely need a frontier model vs

... real signal is whether the people who actually try the product come back or tell someone. I'm running a 24-hour free trial to reduce friction so at least I know who's genuinely interested vs just clicking. As for advertising I've tried YouTube so far, now moving to Google Ads and Product Hunt forums. Distribution is a completely different skill than building. Comment from Alexander Bickov(@bickov): I count jobs, not features. My screenshot tool has maybe ... ... product instead. That is why I am wary of deciding breadth by principle alone, minimalist or maximalist. The reasonable-looking simplification was the one the data killed. Something else I have not seen raised here: we also check what competitors

... play inside the product while you wait for results to populate so users aren't bored lol Comment from Dawid Baranowski(@dawid_baranowski): @vladimir_iudin  Agree with you massively. We've spent a ton of time on triple verification of anything we source in the product and simply open up sources of info. Similarly I think public perception of what AI can and cannot do is a bit littered by big labs' grandstanding. People expect a magic wand ... ... nitpicky part is what I keep running into. People shrug off a weak draft from a human writer, but one invented fact from AI and they never trust it again. Half my product exists because of that. What did triple

... experiment. We stripped "AI" from our App Store listing, our landing page, everywhere. We repositioned to: "Understand your emotions. Connect deeper with the people who matter." Same product. Same features. Zero mention of AI on the surface. Downloads tripled in the first month. But more importantly, the right people started showing up. Session length doubled. 7-day retention jumped from 23% to 41%. People were actually using the product the way it was designed to be used ...

... rate (how often an AI successfully reuses its cache instead of rereading information), which is normally above 80 percent, fell to 30. For perspective, cache reads cost about a tenth of what fresh input tokens do, so the drop tripled our effective token spend on the same traffic. Thankfully, a monitor in Latitude was watching that rate and the drop opened an incident which, in turn, dispatched Claude Code in the cloud, and a few minutes later a pull request ...

... When we first launched Murror, the number one feature request was always the same: "Can I talk to the AI?" Users wanted a chatbot. Something they could vent to, ask for advice, get instant feedback from. Every competitor had one. Every investor asked why we didn't. So we built it. The first month looked incredible. Session times tripled

... OTHER]: speaker labels. Dual-Cmd forces a tip mid-session. Notch escalates to always-on-top with a 3-second watchdog. New Knowledge Graph overhaul: Floating detail panel, click-through entity relationships, in-app entity deletion (cascades to triples), liquid-glass zoom controls, flicker-free node drag. New What's new modal: First launch after auto-update opens release highlights with a hero matching the website's auth screen and a link to the full changelog. New Welcome-screen otter ... ... side-panel pattern we already use for file previews so it doesn't add a new UI primitive. Probably the very next thing on the roadmap. Two quick questions if you've got a sec: 1. Per-message receipt vs

... Comment from Kris Christopher(@kris_christopher): @alpertayfurr  Faire point. Our emails address support@vant.chat is connected directly with our lawyers. Our lawyers sent replies. They are increasing the pressure. We already documented on website, how Vant Chat works with triple encryptions and how it made servers unnecessary. Looks like, they either don't care or trying to pressure for back-doors or maintaining servers in their location. That is impossible because Vant was designed from begging ( no servers architecture ) besides ...

... what 'a lot of caffeine' actually is. I bet hardly any of you knew that a medium cappuccino from a big chain coffee company contains 3 shots of espresso. You aren't drinking 'one coffee' you're drinking a triple espresso with some milk. Most people are drinking more caffeine than any of studies say is beneficial. More and more companies are adding stimulants to their products, but nobody knows what that means for them. The average workday, social activities ...

... word count while you're speaking. You always know it's running. If you have an iPhone 15 Pro or newer you can map the Action Button to start dictation instantly. Older iPhones can use Back Tap- double or triple tap the back of your phone to trigger it. There's also Siri Shortcuts support if you want to build your own automations around it. Same account as desktop. Your plan, cloud minutes, and settings carry over ...

... crisis of 2026 DTC. --------- I ve seen this script too many times: CMO: "Look at this 3.5x ROAS! We re crushing it." CFO: "Then why is our cash position lower than last month?" The gap? Attribution tools like Triple Whale show you ROAS, but they don't show you Profit. They miss the duties, the 3PL fees, and the return shipping that quietely destroys AOV. Mid-market brands (1M 10M) are stuck. You re too big for basic ...

... answer about your category includes comparisons. Always. When someone asks "best CRM for agencies," AI doesn't list one tool. It lists 3-5. And it compares them. The data: Content Type Citation Rate Pages with comparison tables +470% vs. average Pages that mention competitors

... will need to put in for a desired customer satisfaction, just that in this case we are our own customers, in other words, how many human hours are needed for a 92% confidence that nothing is gona break vs the cost of letting it break. Comment from Abdul Basit Ahmad(@darthcoder): I like the enthusiasm, but its misplaced. Without review even 10x 7 level famanga wozards will mess up. I think you will do much better with multishot even ... ... review the logic and have it review the implementation before anything gets merged. Two things that I do almost every time that has significantly improved the quality is to have the agent do a gap analysis of the plan vs

... Doubled after FAQ addition Category page impressions +200% after Q&A content Terminology matters. Product Hunt changed a page title from "The best AI dictation apps" to "The best AI dictation and speech-to-text software." Result: citations tripled overnight. Why: LLM search queries differ from human Google queries. Match the language people actually ask , not just what they type . Finding #5: One URL Can Carry You For Superwhisper, one single Product Hunt URL drove 1.6% of their ChatGPT ... ... visibility and 5.5% of Google AI Overview visibility. Compare that to competitors

... here's what's interesting: a small subset of pages consistently win 80% of all citations. And they follow a pattern. We reverse-engineered that pattern. Then we applied it to our own content. The result? Our citations tripled in 90 days. Here's the exact formula we used step by step. Step 1: The 3-Part Structure Every page that wins citations follows this architecture: Part A: The Direct Answer (first 200 words) Answer the question immediately No introduction ... ... answer first. If they find it immediately, they cite it. The structure makes extraction easy. Step 2: The Comparison Page Template Comparison pages drove 40% of our citation growth. Here's our exact template: Title: [Brand X] vs

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives

... different things to different people. Every day I thank the stars I never pursued a career as a video editor, it would have consumed me. I think 100+ work hours could be spent on a launch easily. That easily triples when you factor in a large promotional campaign Comment from Alina Nizhnichenko(@nizhnichenko): For me, it usually takes around 15 20 minutes to put together the core visuals. There are now so many AI tools that drastically reduce production time ...

... valuation. @madelinelawren wrote in their blog announcement : Today, Aikido is used by 100,000+ teams globally, including customers like the Premier League, SoundCloud, Niantic, and Revolut. Over the past year, we grew revenue 5x and more than tripled our customer base. (...) The next chapter is about self-securing software. Not security as a reactive activity with dashboards and manual weeks long testing. Rather, software that can secure itself on demand. Last year, the company acquired 2024 Golden Kitty Award ...

... since 1983." You ever try to copy something from Notion? It's like a puzzle game nobody asked for. Click here. No, that selected one word. Click there. Okay now you got a paragraph but not the code block. Triple click? Half the page. Shift-click? You clicked outside and now NOTHING is selected. And then - THEN - randomly, inexplicably, the ENTIRE document highlights. And you freeze. You FREEZE. Because you don't know what combination of clicks and divine intervention ... ... paste Olympics. No more token-burning. No more "wait, did I update the Notion doc or just the code?" Here's the new workflow: You're in Notion. Your feature spec is there, looking gorgeous as always. You open VS

... stage), and what your signals are. So, if you come out strong and start dropping cash (because right now you have it) and miscalculate the actual runway you need, you're in for a rough ride. Double your runway, triple it. As example, I get asked for tips by people looking to start a services practice, since that's what I've spent most of my career doing. Almost every time, they start with proudly showing me their brand, logo ...

... Version A (The Loser) : A more complex description and the CTA "Boost My Conversions Free." Result: 5.41% CTR Version B (The Winner) : A simple, clear description and the CTA "Start Testing Free." Result: 13.01% CTR The winning version nearly tripled my conversion rate. This proved to me that every word on your page matters. BestLanding helps you find your winning copy so you can stop guessing and start growing. I'd love for you to check ...

... over, just like what you mentioned. Might just try your approach, especially prompt remix and RAG. Comment from Cristian Stoian Urzica(@cristian_stoian_urzica): My struggle is I don't trust it. So I am double checking a triple checking what Claude's agent codes ...

... Hi everyone, We re two founders from Italy working on a patented system called MY, focused on secure digital communication ...

... ramiro__nd): What would you do differently if you were starting the product from scratch today? Comment from Sameer Al-Sakran(@sameer_alsakran): @hervelabas  Today, the extremely sloppy intern in the analytics department whose work needs to be triple checked. In a few foundational model generations, I think it should end up replacing human analysts in the "I have a question" -> "here's the answer" loop, and probably in the "this thing is confusing, can you dig into ... ... other data practitioners, and don't really understand the frame of mind of a normal user of their application. Comment from Sameer Al-Sakran(@sameer_alsakran): @maxzhengx  Fundamentally, I think we're a lazier option than all the alternatives