... themselves: short text leaves too little signal, heavy editing or translation thins it out, screenshots and format conversion strip it entirely. But the part I did not expect is the one nobody seems to discuss. A detected mark says the model processed the text, not that the model wrote it. Proofreading, translating and summarising leave exactly the same mark

... data, the interaction is direct rather than through a human, and it's with natural persons. Background and machine-to-machine systems are out. If your system generates synthetic audio, image, video or text, the outputs have to be marked in a machine-readable format and detectable as AI-generated. Short strings, source code, and pure machine-to-machine outputs are excluded, and there's an exemption where the AI performs an assistive function for standard editing. If you deploy ... ... watched people ship a voice mode without noticing it changed their legal position. Two more details worth having right. The grace period is narrower than the summaries suggest: it covers only the Article 50(2) marking

... Both big AI labs quietly switched on watermarking this month Anthropic marks every text Claude touches, OpenAI marks

... leadership." Copy, paste, post. Zero lived experience, zero original thought. It's just AI slop in a blazer. AI-written emails to people who matter. Your client can tell. Not because the grammar's off because the warmth is. VS GOOD AI JUDGEMENT Using AI to actually look at what a candidate did. Not keyword-matching a CV pulling apart their portfolio, cross-referencing their claims. You still decide. You just decide better. Using AI to draft, then making ... ... Comment from Ozan(@ozandag): @alira_salu  100%. It doesn't matter if AI created it with my prompt or I did it without AI. If I'm sending it, I have to own it. Comment from Ozan(@ozandag): @mark

... Small one, and it is already live. You can now mark a field as required in a schema. If a read finishes and that field comes back empty, or does not come back at all, the response records it in the review summary with the reason "missing", and in the sheet view the cell is drawn as an explicitly empty cell instead of just blank space. The reason I built this is that absence is the one thing my verification ... ... leaves zero. So the check has to come from you, in the form of a declaration: this document always prints this value, and if it is not in the result, say so. One decision worth explaining: the required mark

... explore new ideas including building apps and SaaS products in the future. I'd love to connect with other makers and learn from your experiences. You can follow the project here and see how the website develops: https://www.theshednerd.com Mark Comment from Abdullah Javaid(@abdullah_javaid3): Keyword research on a fresh niche site is the part that decides everything downstream. On my own product the biggest lever wasn't more content, it was finding the low competition terms Google will ...

... someone might act on it without knowing that. Working on letsflw's exam-checker made this concrete objective questions are easy (exact match, no ambiguity), but for open-ended answers we made a call to surface the AI's mark as a suggestion to review, not a final score, because presenting it as settled felt dishonest. Curious how others building agent/AI tools are drawing that line different UI for "AI generated this" vs

... just added a full education suite: exam generator, quiz generator, an exam checker, lesson plans, study guides, literature reviews, and a personal statement generator. The part I care about most is the exam checker. Multiple choice and true/false get marked by exact comparison no AI, no ambiguity. Written answers go to AI, but the mark

... account or actually tested anything - all is FAKE - i do not know these people - Taha The end-to-end encryption angle is genuinely thoughtful, especially for a recruiting tool where privacy usually takes a back seat to features. Mark as readReplyAward View Upvote 5h ago Unread Cansu the no-login share flow is genuinely smooth, felt like sending a link and not signing my life away Mark

... your AI remembers something, it treats every piece of context with the same weight. A decision you made six months ago sits alongside a rough idea you were brainstorming yesterday. There is no way to say "this is settled" versus "this was just thinking out loud." That matters more than it sounds. If you changed your mind about an architecture decision, the old reasoning should not carry the same authority as the new one. If you deprecated a workflow, your ... ... should not keep suggesting it. This is something we spent a lot of time thinking about with Second Brain. Every memory can be marked

... actually failed, spanning 22+ countries and industries from fintech to biotech to retail. Each entry includes funding history, investors, a sourced explanation of what actually went wrong, a timeline, and a plain-language lesson, built to be a genuine alternative to expensive tools like Crunchbase that treat failure as a footnote rather than the actual subject. Every entry is manually researched and verified against public reporting, not scraped, and where a figure was never publicly disclosed, it's marked

... canceled" and a stale "active" land in the wrong order; does a canceled account come back to life? (live for Paddle today) Sad paths card declined, payment failed, thing-not-found; does your code handle it, or quietly mark it "done"? Rate limits the API throttles you (429); do you back off, or silently drop data? Wrong-shape responses the API returns a field you didn't expect or renamed; does your code break downstream? Auth slips bad/expired ... ... being straight): Pinned/frozen scenarios our fixtures are still mutable on our end, so an update from us can shift your result. No lockfile yet. Drift detection we don't yet warn you when the real API changes shape vs

... Zaitzow(@dzaitzow): @anna_ludwinowski I guess if I really think about it - it helps solve the 1 to many problem for lead capture - making every lead get something really unique at the end of the intake survey / quiz funnel VS being bucketed in a segment that MAY apply to them and their specific circumstance. Here is the product and we're live today if anyone feels like poking around! @stacywycof83995 @oshylabs @thenameisarian @virko_kask if you feel like checking ... ... more than any UI polish did. So yeah, I d say naming the problem is the actual unlock. The demo just has to not get in the way of it. Comment from Viraj Parab(@viraj_parab): StartupHQ to organize competitor

... Cursor just dropped " Origin ," a GitHub competitor. Cursor is moving way beyond "VS

... alike, my coding agent reads the screenshot, guesses which one I meant, and edits the wrong one. Then I re-explain, it tries again, another round gone. What fixed it for me: I stopped sending the raw image. I mark the exact element, write what should change, and hand over a small structured file instead. The agent edits the right thing on the first pass, and the handoff is around 700 tokens instead of several thousand for the picture. Curious ... ... Alexander Bickov(@bickov): @kalvinio  Ha, same instinct, I built one too (SlimSnap). Since you went further than most: does yours output the boxes and text as structured data the agent reads, or does it still hand over the marked

... live on PH Aug 22, so this thread's been good practice at saying it in one paragraph.) Comment from Demetrio Koro(@aktivist): siOsi upload one selfie and it reads your 12-season color type, undertone, gold vs silver, and which hair colors suit you, then grades the actual makeup in the photo (flash cast, oxidation, coverage), which most tools skip. Free, no signup. Built it because every beauty sub has a queue of "what season am I" posts waiting ... ... Gemini, since more buying decisions now start there instead of traditional search. If you want to see how an AI agent currently reads your own site, we put out a free tool that shows what an AI fetches vs

... decisions actually get written down instead of living in my head and getting lost. boring list honestly, all infra, no AI content stuff like half this thread Comment from Mark Browne(@mark

... unanswered question does. If you weight them equally, a maker who replies to every easy congratulations and ignores every genuine question will score well on your metric while doing exactly the wrong thing. Even a crude intent flag, question versus non-question, lifts the metric considerably. The classification does not need to be perfect; the cost of ignoring the distinction is higher than the cost of occasional misclassification. Presence window as the third dimension looks right. The three together give ... ... just global ones. I d want to see things like: Median votes/comments by category, not only top launches How competitive each category is over time Comment-to-vote ratio by category Early traction curves: first 1h, 3h, 6h vs

... that really caught my attention. Many great Indian businesses were spending heavily on SEO and marketing. When I asked ChatGPT for recommendations, most of these brands weren't even listed. The AI would recommend global companies, old websites, or competitors instead of Indian businesses. This really bothered me. As people start using AI to find products and services not being seen by ChatGPT, Gemini, Claude or Perplexity could be as bad as not being seen on Google.So I decided ... ... solve this problem by creating a tool Generative SEO helps Businesses see how AI views their brand. We do this by tracking: What people are saying about the brand on AI platforms. Asking the question of how visible the competitors

... doorbell. It rings the same whether it's a package or a fire. That's basically the gap Pushary fills, same hook idea you've already wired, but the event carries a real handoff (done vs blocked vs

... Building ScoreOne Most platforms stop at showing marks and ranks. We wanted to go deeper into how students actually lose marks

... notify you " (which is terrible). Why BurnLink Is Different (and still not "perfect") We're not claiming to solve all security. But we solve the core problem: You control the destruction. Not us. Not a policy. Not a checkbox marked "30-day auto-delete" that you hope works. Encrypted before it leaves your computer We literally cannot read it even if we wanted to Single-use links Download once, it's gone forever. No " oops, someone got the link " Open ... ... files auto-delete before someone can even download The Real Question Is ANY online file sharing 100% safe? No. Not ours, not anyone's. But the question isn't "is it perfect?" It's "is it better than the alternative

... community I'm Mark I built Tell Me Your Story after having open heart surgery at 39 and realising I'd never properly asked my parents about their lives. The app guides families through 100 meaningful questions about a parent or grandparent's life from earliest memories to lasting values. Every answer saves automatically, then turns into a beautifully designed keepsake book or a shareable video with music. "It smelled of cooking, washing drying near the fire, and sometimes something ...

... with your memories using any AI model you choose And now we're offering our early users with something special: a lifetime deal at a price that will never be offered again. April 20th. AppSumo. One payment, lifetime access. Mark the date and follow AI Context Flow (early supporters get the best price). One question for the community: which of these updates have been most useful to you, and what would you still want us to build next? Comment from ...

... were only concerned w/ my wellbeing I'd do the same, but when I have others I'm responsible for, and they themselves have mouths to feed, I think differently about the long term effects of my brand vs my company/product. Comment from Gabe Moronta(@mogabr): It truly depends on what you're trying to build, "personal brand" is overrated when it comes to business and technology. Not unimportant, but overrated. You build a brand, great, but your business sucks ... ... launch. We've analyzed more than 6000 launches and the most common among top launches are because the founders arleady had a solid PH profile with engagements. Comment from Samir Asadov(@samir_asadov): For specialist/practitioner products this 'brand vs