... things when users report them? Something automated? What's making me ask: the failure mode that worries me most isn't obviously-broken output that gets caught fast, by you or by users. It's output that's fluent and confident and subtly wrong in a way that's easy to miss on a quick read, especially once you've seen a thousand outputs from the same model and start skimming instead of reading. Curious whether people have landed ...

... nothing live yet. We're waiting on our first App Store review before anything is actually sellable. Comment from Alex Gidirim(@alex_gidirim): @busmark_w_nika  absolutely! Comment from Alex Gidirim(@alex_gidirim): @busmark_w_nika The behavior-versus-opinion split matches our own beta. Just over 50 installed, about half gave feedback. A couple were developers by chance, and one filed 33 meticulous TestFlight bug reports solo. That kind of thoroughness is a professional habit more than ... ... only one using your own product daily, that's actually not nothing! It means YOU have the problem you're solving. The question is whether others share that same problem. What's been your experience with early user feedback vs

... long as it isn t over reactive, I think it could be good! Comment from Ryan Miller(@ryanwrites): @alieksia  I'm worried about false positives too. I would prefer to be able to report something as being AI vs. a system that automatically labels it as AI Comment from Kate Ramakaieva(@kate_ramakaieva): Oh, love it! LinkedIn also introduced "AI Slop" flagging recently, and it is a very logical way to restrict at least part of it! Comment from ... ... worries me more than the AI comments this is trying to catch. A non native English speaker who writes carefully, or someone with a formal register from years of corporate writing, trips whatever heuristic is running long before a fluent

... that a licence should be scoped to the smallest unit that has an end. A run ends. A window ends. A row does not. Comment from Aria(@ariajinling): I agree: degradation has to be an explicit, author-authored alternative, not a timeout-time improvisation. If an action has no degraded form, it needs a stronger escalation path or a shorter approval window. For partial work, I would preserve a compact execution ledger: completed steps, external effects, and the invariants ... ... because it's dumb, but because the radius is determined by capabilities it isn't even looking at. That's the strongest version of the "worst judge of its own reach" point I've seen. And your authority-armed-versus

... cleanup: it's already off by default in Phantom Voice, for close to your reason. It's a small local model, and a small model that meets a term it doesn't know will replace it with a fluent wrong one. The sentence still reads correctly, which is what makes it dangerous. So it's opt-in, and when it does run it's checked rather than trusted: it may remove fillers, fix punctuation and casing, or correct ...

... Codex sessions. That replaced a surprising amount of copy/pasting between tools. The trust line is still execution evidence: I want to know what files were inspected, what commands actually ran, the exit codes/tests, and whether the repo changed. A fluent done message isn t evidence. So I switch models less than I switch execution context now. Comment from Anuj(@getosmo): Claude is what stays open here too, but the interesting replacement was not another model so much ...

... problems." Comment from Lucas Cook(@lucas_cook2): For me, it was watching an agent confidently generate code using APIs that didn't even exist . The confidence was more concerning than the mistake . Now I verify assumptions instead of trusting fluent outputs. Comment from Ella Reyes(@ella_reyes1): Mine was when an agent said it had checked all relevant files and then missed the exact file I had explicitly mentioned in the prompt. Nothing dramatic, but after that I started treating ... ... 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, but the one that's fluent

... urgent message from my phone without an AI tab open, I started to hesitate. My active vocabulary felt rusty, and I realized I was losing my writing confidence. It brought me to a harsh truth: AI is making us fluent in copy-paste, not in language. The "Pilot" vs

... local" matters. I run a panel that scores my app's LLM output before it ships, and the failure that survived longest was the model being most confidently wrong exactly where it was out of distribution, it read fluent, so nothing flagged it. Emotion coding has the same shape: a model reads hesitation through whatever cultural prior it trained on and reports high confidence in Jakarta while being subtly wrong, and confidence is the one signal ...

... solo founder behind TxDesk. I built it around one idea: in crypto, a confident wrong answer costs you your wallet. A general AI model answers from training data with no live view of the chain, so it autocompletes something fluent and possibly wrong. When the cost of being wrong is your money, the model cannot be the source of truth. The chain has to be. So TxDesk reads first, then talks. It fetches your real transaction and decodes the actual ...

... such a sharp positioning line, car listings hiding damage is one of those industry-wide trust problems nobody talks about directly. Solo and 4 weeks in is no joke. My honest take on your free-tool-vs-dealer question: go free users first, dealers convert better once they see real listings already using it and trust the tool from seeing it in the wild. Comment from Nolan Vu(@nolan_vu): @stacywycof83995  Thanks for sharing this, building it for yourself ... ... still refining how much complexity Stepper should hide vs

... network has an agent identity row that names which ai contributed and what percentage. on some receipts claude code did 5 percent, on others 70 percent. that transparency has actually earned me more trust from people who want builders fluent in ai workflows than hiding it ever would have. the meta use of ai is becoming the credential of the next decade. flag it. dont hide it. Comment from Johnson Gill(@johnsongill): My top are Cluade Sonnet for writing ... ... blank page. briefs, outreach emails, blog posts, strategy docs... the first draft used to be the hardest part and now it's the fastest. the editing is where the human value actually is. also using it to research competitors

... 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

... Stop guessing what Google wants. Get rank ready article drafts with built in intent analysis, competitor benchmarking, and E E A T alignment. Most AI writers produce fluent

... hackathon 6 weeks ago, the idea won, and I've spent the time since actually shipping it. It's called AI Decoded. Live at aidecoded.info Basics : 7-question fluency quiz tells you where you are (AI Tourist to AI Fluent), then 5 cards a day with a definition + example + workflow tip you can use tomorrow. Two tracks rn PM and Explorer (for everyone else). Things I'd genuinely love feedback on: Is the quiz fair or annoying Does the workflow ...

... here. Launching my first product on PH this Monday and figured I'd say hello properly first. Quick story on how I got here. I've spent years leading Growth and Product across multiple categories. Walked into board/client/strategic meetings fluent in all product/marketing metrics. Until someone recently asked something simple in a strategy meeting. "When buyers ask ChatGPT about our category, do we show up? and What's the traffic?" I'd smile. Say something confident. Go home and have ... ... idea. It wasn't just that one question. It was a stack of them I couldn't answer. What are competitors

... running a real video pipeline, u basically never clock it as ai. and at that point whether it's "ai" or not stops mattering, the content lands, the point gets across. so detection's gonna stop being about ai vs not ai and start being about how much effort someone put in. that gap only shrinks as the tools get better. give it 18 months, even mid effort pipelines will be undetectable. Comment from Tai Tran(@tai_tran4): The biggest ... ... week. Comment from Chloe Samaha(@chloesamaha): Why does it matter? Why focus on how it was produced instead of the outcome? Do you care if you asked someone what's 24x5 if they did the math in their head vs

... most deals don t die because the design is bad. They die because the client can t picture it. A homeowner looks at a 2D floor plan and tries to imagine the space. They can t. The designer is fluent in floor plans; the client isn t. That mismatch shows up as let me think about it, and the lead never comes back. We built  VirtualSpaces  to close that gap, on both sides ...

... Artifact Coverage Index (ACI) combined with AI-assisted confidence scoring (semantic richness + intent clarity) to generate actionable Confidence Reports. With 20+ years of business development, sales, and marketing leadership across Asia, I bridge strategy, storytelling, and practical AI execution. Fluent in English & Chinese. If you re building authority and trust in the AI answer engine era, let s connect ...

... quiet advantage, the blog breaks it down. It s not about being a pro. It s about using AI Visualization to see clearly before you commit. We d love feedback, especially from people who, like us, never felt fluent in floor plans, but still have to make big decisions based on them. As always, i am grateful for your support, Cheers ...

... Dear Hunters, Founders and Marketers I'm not posting often here, but just because I was crazy busy last months building something special in Fluent. First, there was Global Context Awareness & MCP deployed. It took some time to make the design flawless and smooth Fluent

... brookwarner): I'm a product leader who got into the AI space back in 2018, and now after rising through the ranks looking for my next role. I've led teams, strategy, 0-1, and growth. I'm technically fluent and have embraced tools like Claude code eagerly, even building my own app (cmddeck.dev) I'm looking for a full time remote role - ideally principal, lead, or director level. You can see my portfolio at brookwarner.com and also reach ...

... days I mostly write or ghostwrite, I also have hands-on experience with SEO research. That means I can do keyword research, create topic clusters, map these topics to the marketing funnel (ToFu, MoFu, BoFu), and even do SEO-competitor analysis. More than a writer, I work with you as a strategic growth partner to reach your target buyer with the right messaging. I m open to freelance/part-time roles. I would love to hear from ... ... designing brand systems for web and product-led startups End-to-end brand craft: brand strategy, identity & visual systems, typography, motion, and guidelines Hands-on with SaaS, and marketplace products, I translate product strategy into memorable visual language Fluent

... smarter at understanding what kind of SQL flavor your database is using . Think of it like this: most tools speak generic SQL. But Text2Query now understands the nuances effortlessly switching between different SQL flavors and MongoDB , like someone fluent in multiple dialects. Now, when you upload a schema, the app automatically detects whether it s PostgreSQL, MySQL, SQL Server, or MongoDB , and adapts the queries and syntax accordingly. Just upload your schema. Text2Query detects the dialect instantly and: Writes queries ...

... Stripe and more coming soon Try it: Self-hosted demo: freshlimepay.com/demo Cloud free trial (7 days): cloud.freshlimepay.com Product Hunt page: https://www.producthunt.com/prod... DataQueryAI: Ask your databases in plain English as well as Vietnamese(supported but not fully fluent), German, French, Italian, Portuguese, Hindi, Spanish, Thai, and more (depending on AI model capabilities) AI generates SQL, runs queries instantly , and shows results Fully local-first and private Supports PostgreSQL, MySQL, SQL Server Export to CSV, Excel, HTML Download DataQueryAI ...