... While building an operations plan, one of them invented an employee named Teri and started assigning her support tickets. Teri does not exist. Confidence was total. Sourcing was zero. It got caught immediately because of two boundaries I'd drawn before anything shipped. First, my agents produce drafts, not actions. Nothing publishes, sends, or spends without a human looking at it, so a wrong output is a funny story instead of an incident. Second, after Teri, I added a harder ... ... between now and then my calendar belongs entirely to the launch and I m guarding it like a dragon. Genuinely curious though, founder to founder: what s your approach to containment? Always interested in how other people are drawing

... year now, previously in other business models online, and over this past year I've dabbled into so much: + 50 articles about app growth, ideas, content saved on my X account + countless YouTube videos watched on the same topics I never ended up pushing anything until recently, which is https://www.getliso.app/ And what I realized is there is no minimum or a "readiness" score EVER with anything I launched on Product Hunt out of spite, with no plan; this should ... ... result: I burned out and never reached the level I was capable of, while she who put herself out there loudly and confidently early on grew her business to a nationwide scale. I'll let you draw

... finally become real cards. Plus faster ways to add content, with 10 URLs at a time or drag and drop into your library. And a bigger step towards a smarter knowledge base. Chat suggestions now prompt you with questions drawn from what you have saved, and they sharpen as you add more. Extension updates The Recall extension is now live on Safari (Mac) and Microsoft Edge, in addition to Chrome and Firefox. Save a page, get an instant summary ... ... chip under the title. Shared Google AI Mode conversations now save correctly as cards. Facebook story links using facebook.com/story.php are now recognized as posts. Bug fixes Regenerating connections no longer creates multiple copies of the card's main topic

... processed locally and never touch an external server, giving you complete privacy and peace of mind. Features: Draw, type, or upload your signature Sign any PDF or image 100% free, forever no credit card No watermarks on downloads Works on iPhone, Android, and desktop Legally binding under ESIGN Act & eIDAS Free PDF tools: merge, compress, rotate, protect Website: https://mydigitsign.com Topics

... time. But some work still needs a real person to take responsibility. Lawyers, accountants, and anyone who must review and sign documents for institutions. AI can prepare the work. Someone still has to stand behind it. Where would you draw the line? Comment from Zaid (@zaid_builda): @byalexai  I do save pretty plenty time, A lot of development and programming stuff is done by AI, Assets creation and all and i do have my own outreach tool which sends ... ... time with ChatGPT/Gemini. Especially Gemini is great at brain storming. Comment from Aleksandar Blazhev(@byalexai): @galdayan  I couldn t agree more. This is honestly one of the most relevant and well-reasoned takes I ve seen on the topic

... doesn't know your passport expires in August. Your calendar doesn't know the water heater's warranty ran out in March." Nobody wants a household OS; everyone recognizes the Sunday-night dread of six apps and a drawer of documents that don't talk to each other. The twist I'd add to your framing: for AI products specifically, the demo can carry it but only if the demo IS the problem being solved. A screenshot ... ... didn't know what to say until I gave a thought and figured it out. Comment from Kevin Short(@kevin_short3): Eliminating an unlimited feed on a social media, and focusing social media around the topics

... remove the gate. So I'm curious how the rest of you draw the line: what do you still review by hand on agent-written PRs, and what have you handed off to a check that isn't you? Comment from Stacy Wycoff(@stacywycof83995): This maps almost exactly onto how FounderFlow grades things day to day (I'm the founder, mentioning since it's directly on topic

... Curio -- a website chatbot you install with one line of code. It crawls your site, grounds every answer in your actual content, and cites its sources with deep links to the exact section. Two modes out of the box: topic Q&A and support. Mascot's a hippo named Hugo. Who it's for: Small teams and solo operators who want a genuinely smart chatbot on their site but don't have the time (or the budget) for enterprise ... ... afford a $4,000 trip?" or "is anything overdue?" gets a real answer from your real numbers, not generic advice. Who it's for: households especially the family CFO drowning in six apps, a spreadsheet, and a drawer

... www.producthunt.com/products/arg... Comment from Vasyl Kyryliuk(@vasyl_kyryliuk): @hhypnos   That split makes a lot of sense traffic decides where to look, but code and reachable side effects decide whether it matters. In VAT Engine, I m currently drawing the line in a more deterministic way rather than using one universal anomaly score. Raw volume, authentication failures, rate-limit hits, or invalid webhook signatures are attention signals, but none of them alone means incident. I treat it as real when ... ... continuation of the trace, not the end of it. When a handler's real "sink" is a publish, an enqueue, or an outbound call, we resolve the other side the same way we resolve routes: an event type / topic

... risk surfaces, but for T1/debugging I still want a proper human review before letting it ship anything. Comment from Austin Buhl(@austinbuhl): Great topic, @maxmusing . I believe AI-assisted development has its benefits and can push you beyond your current level of comfort as a solo developer. That said, I definitely draw

... mechanically checkable, feature-shipped, works-correctly, did you find any grounding signal at all, or did you draw the line at "if there's no command whose output proves it, mark it unverified and make a human look"? Because that boundary, verifiable-vs-must-be-judged, is the thing I keep hitting, and it sounds like you've already had to draw

... dishonest way) :D Comment from hiroshi(@hasui0310): @busmark_w_nika  I agree. On the other hand, this I think that feeling of hate is because everyone is using too much of it. If everyone post with Rough hand draw picture. I feel boring rough picture. Comment from Nika(@busmark_w_nika): @ashad_rehman  That's pretty interesting, i would say that people would welcome human-made talking head videos. Comment from Nika(@busmark_w_nika): @pranay19  Reddit ... ... post personally. Right now, we're doing the opposite: posting much less (sometimes even just one post/week) but write more authentic content. We stopped using AI altogether and I write all the posts, focusing on personal opinions on current topics

... difference is that the consequences are now real. That's probably why governance feels boring right up until the moment it doesn't. Most teams don't think about records, approvals, ownership, or controls when they're experimenting. Those topics show up when an agent becomes something people depend on. It's a problem I've found myself paying more attention to while building OpenBox, but I suspect every team deploying AI agents eventually runs into the same shift ... ... adding governance later you're rebuilding. So, my answer to "at what point": the moment the agent stops only reading and starts doing. That's usually earlier than the demo makes it feel. Curious how you're drawing

... noticed was that every tactic on your list is about placement [where the link goes, when the CTA shows up, how often you post]. But none of them touch the actual discomfort, which is why promoting feels like drawing attention to yourself, and you were raised not to do that. That's worth naming out loud, actually, because it might be the more honest hook than any of the tactics. "I'm bad at this because self-promotion was never ... ... about the messy meeting workflow, not "here is another scheduling tool": the invite is in the calendar, the agenda is in a doc, notes are somewhere else, and follow-ups live in someone's head. That is a useful topic

... want to be able to ask, Show me everything I ve written about X, even if those notes were created years apart and include ideas, calculations, drafts, or tasks. Sometimes the time or project context matters too but the topic is usually my starting point. Comment from Amjadkhan Pathan(@amjadkhan_pathan): I struggled the same way and found CODE methodology from @fortelabs to fight this. Every note is "captured" in time but then revised and updated using a routine ... ... column or row of discarded thoughts. Comment from Pranay(@pranay19): To be honest i have tried various notes one thing frustates me is different formatting across devices ! Comment from Eduard Turea(@eduard_turea): The line I d draw

... from Riya Jawandhiya(@riya_jawandhiya): @busmark_w_nika  Bhava is a tool that I worked on but it doesn't actually stand in every single day's use case for me. It stands out when I have to draw diagrams, when I'm planning architecture and systems. In those cases it is super helpful but that's the thing which you do probably once in a week not every single day Comment from Riya Jawandhiya(@riya_jawandhiya): being ... ... videos, generate subtitles and turn them into properly styled captions without spending hours doing everything manually. Without these tools, my workflow would be much slower and probably a lot less creative. Comment from Maali Baali(@maali_baali): Nice discussion topic

... personal brand that is already established (and the topics you are talking about) are related to the product and the industry you operate in. If you are a marketer, build a tool for marketing because nobody knows about the topic/the

... that feel more like monopolies for collecting user data. How do you personally view these kinds of services and the way they massively collect and use information about users? In the EU, especially, this has become quite a big topic. Which services have you decided to stop using, or replace with more privacy-friendly alternatives? Comment from Surabhi Minocha(@surabhi_minocha): Apple markets privacy better. Android gives you more control. Those are very different things. If you stay inside Apple ... ... using GrapheseOS on my phone, Qubes OS on my laptop and i'm in the EU so i'm pretty extremist regarding my own privacy! I'm using open source alternatives everywhere possible, but it comes with some drawbacks

... realize that learning is important at every stage of a profession being kind and respectful to those that work for you + giving constructive criticism without insulting helping your team expand their skills beyond the job knowing where to draw the line between laziness and toughness balancing mental, financial and physical health knowing how to command a room + network with other people Comment from Richard Smith(@richard_smith_sv): The point about being okay with being wrong fast really resonates ... ... alaric_voss  This is a bit of discipline too. I think that many professional sportmen/women could be good founders because of their discipline. Comment from Nika(@busmark_w_nika): @artem_fedorovich  Actually you could create a good topic

... impact is seen. Lay offs are certain and are already underway but this transition will see probably see job hikes in other areas before we see real lay offs in productivity sense Comment from Robert Vassov(@robert_vassov): Good topic - I researched this area, and wrote about it on my substack. AI/Robotics are already cheaper - the problem is that they're not good enough... yet. Electricity is a constraint - North American's natural gas abundance will support electricity demand until ... ... which jobs get redefined first rather than fully replaced? Curious where this goes in the next 5 10 years Comment from Bengeekly(@bengeekly): My prediction years ago was that humans would remain the most artistic in like music, drawing

... different variables, besides career path, that make it more probable or not, for either direction to transition more successfully. For instance: - desire and time invested to keep learning - effort in keeping up with trends - ability to understand people - more drawn to build to meet others' needs and pain points, or more from a personal point of view - solution-mindedness - and a whole lot more Both are equally possible. So the bias may come from which traits the people who chose ... ... then of course there's the all empowering: ability to change. Comment from Jitain Chugani(@jitain): @busmark_w_nika  very true! just have to keep at it. Loving the content Nika Comment from Emmanuel Nwachinemelu(@nuel23): Great topic

... everyone! If you study anatomy, engineering, or complex flowcharts, you know the pain of traditional flashcard apps. Manually drawing 20 individual boxes over a diagram completely destroys your focus. I wanted to fix that friction. In our latest update (v1.0.4), I shipped the Image Occlusion Studio. How it works: Upload any diagram and hit "AI Auto-Detect." The AI assistant will instantly scan and hide the text labels for you, doing the heavy lifting in seconds. Is the AI perfect ... ... instantly. Zero friction. Also included in the v1.0.4 Visual Update: The "Modern" Theme: An edge-to-edge UI overhaul to maximize your screen real estate for deep focus. Color-Coded Workspace: Right-click to color-code your Projects and Topics

... from Kevin McDonagh(@kevin_mcdonagh1): Vibes! Usually tbh I just fly by PH and I'm looking for fun vibes, if it catches me that it could be fun to explore I click. Comment from Tetiana(@tetianai): If the topic or problem feels familiar to me, I can usually spot it. Comment from Yogi Velagapudi(@yogivr): Great thread! I just launched PostPilot today (my first ever PH launch) and learned this lesson the hard way. Currently sitting at #51 with ... ... solved a problem I have or know my organizations have had. I am also drawn

... agents scales with context quality, not just capability. We're building Forjinn at InnoSynth WhatsApp AI agents for businesses. The trust question comes up constantly with our users. They're comfortable letting the agent handle FAQs and bookings, but draw the line at anything involving payment flows or account changes. What we've found: trust increases dramatically when the agent actually knows your business deeply your exact products, policies, pricing edge cases. Hallucinations about the company's own offerings ... ... what it comes back with ...but in general, for me, I have to be the human in the loop for decisions with real world consequences. Sorry that i went so into one Nika, but its a topic

... also the thing. Comment from Rabnoor Singh(@rabnoor_s): on your second question, the thing id change is when the weighting becomes visible. right now a maker only finds out after a flat launch, and the conclusion they draw is that the product was bad, when the real story might be that their supporters were invisible. i hit this today. i hunted something and had to tell two people that their new gmail accounts would carry no weight. the only ... ... many people reach out on linkedin after i submitted my latest product here. this definitely changed over the last few years and is kind of annoying. I blocked all of those people reaching out to me - unfortunately the topic