... Azure, OCI, and DigitalOcean infrastructure without provisioning real resources. You describe an architecture compute, databases, load balancers, serverless functions and the simulator models latency curves, CPU saturation, autoscaling behavior, failure propagation, and cost. No cloud bill. We expected interest from learners. The comments told a different story. What actually surprised us The forgotten resource problem is more universal than we thought. Mustafa Arian @thenameisarian opened with a direct question and a direct story: "I blew $400 on an RDS instance ... ... themselves and it's cleaner than anything we'd written. RL agent training opened a serious technical thread. We built a reinforcement learning API into the simulator, agents can run episodes, collect observations, train policies, and iterate. We expected

... time when deliverability wasn t even an issue, and is now treated as an afterthought. Tech fatigue is real people are tired of constantly figuring things out. Most deliverability tools throw a bunch of data at you and expect you to figure it out. Most businesses can t afford to hire a full time deliverability specialist. The knowledge gap is real even seasoned marketers are taken by surprise. Deliverability isn t something you set up once and forget, you have ... ... reason Gmail is sending you to spam. Cutting them is the single most effective thing you can do. But cutting them shrinks your ESP's revenue. Their pricing model is in direct conflict with your deliverability. You can't expect

... headroom for Studio scene adjustments afterward. If you want to understand how the AI engine turns your audio file into a 9:16 music video , the step-by-step walkthrough is on the Echonos blog. What We Didn't Expect We expected

... providing a complete trade plan and market analysis. We are currently working on a major update that will introduce: Forex markets Gold (XAU) Silver (XAG) Enhanced Radar Improved chart analysis My question: What is the most important feature you expect from a modern trading assistant? I would love to hear your thoughts and feedback. Thank you! Martin F rst Founder of TradeScalpPRO Comment from Blake at Vassant(@blakeatvassant): Hey mate! How are you coding your algorithm to identify trading opportunities? Comment ... ... support! TradeScalpPRO is currently in closed testing on Google Play. Our goal is to help traders make faster decisions through market analysis, LONG/SHORT/WAIT signals, multi-timeframe confirmation, and risk management tools. What features would you personally expect

... Product Hunt! I'm thrilled to share that Memoket Gem units have been shipping in batches since Sunday, and more are going out every day. The final batch is expected to ship next Monday. Here's what to expect

... there anything you'd add to this essentials package that I'm missing? Comment from Jared Salois(@jared_salois): @lacikiszely  Good point on the KPI table. We had targets going in but never actually aligned on what low, expected, and wow looks like for our specific product. Big difference between having a number in your head and having the whole team on the same page before results start coming in. Adding this before our launch! Comment from Rohan Chaubey ... ... real conversation beats a pile of silent upvotes. 4. Show up and reply to everyone, fast, like a human. The thing I underestimated until recently: how much the boring prep (assets, audience, a tight story) decides the day vs

... enough to act on it. The envelope gets you the right run. It doesn't tell you the reply actually came from the service you triggered versus someone who learned the address. So the missing layer is binding the inbound reply not just to the run but to the expected

... every AI browser feature should require an account on day one. Oasis still needs a clear line between  guest  and  signed-in  so people know what to expect. Insight for other users: Guests  can try  limited assistant flows  (good for a quick taste before you commit). Signed-in  users get the full experience:  cloud routing ,  voice transcription ,  chat history in IndexedDB  keyed to your user ... ... /docs/welcome-back-after-sign-out  |  https://kahana.io/docs/chat-hist... Questions we would love your take on: Try before sign-up How much should guests get without an account before it feels like a crippled demo? Sign-in prompts When should Oasis block vs

... eker(@busra_seker1): Usually 2 or 3 retries for me, especially when I forget to explain the edge cases clearly. What helps most is writing the prompt in small sections instead of one long paragraph, context, goal, constraints and expected output. If I skip that structure, the first answer is usually too generic and I end up correcting it afterwards. So I don't think the problem is always the AI. Sometimes it is that I know what I want ... ... especially if it feels like a gentle checklist rather than another AI trying to rewrite the whole prompt. For me, the useful part would be catching missing context before I send, edge cases, audience, constraints or the format I expect

... when the browser prompts. Fix any wrong words in the transcript, then send with  Enter  like a normal message. Need a full voice session instead? Use the  voice orb  flow (different UX, same sign-in expectations). Sign-in:  Voice transcription uses Kahana cloud endpoints and expects

... wasn t revenue. It was how quickly my own standards for the product changed. Things that felt good enough for now suddenly stopped feeling acceptable once reliability became tied to trust instead of curiosity. Free users explore. Paying users expect consistency. Also launching VIDI on Product Hunt tomorrow Curious if other founders experienced a psychological shift in how they viewed their own product once users started paying ...

... month ago we launched Contral on Product Hunt and hit #1 Product of the Week. Here's what happened since. 500+ developers downloaded the beta. We didn't expect that number this early honestly. The feedback has been wild, some stuff we expected

... horse. Comment from Mohit Gupta(@mohit_gupta138): @busmark_w_nika  Ok, if we were to pull on the time thread a bit. Then maybe think about the balance between launching the second service that was tied to you vs the last one. and the effort that you might have put in each (did it get easier with time and your compounding efforts on personal brand). would love to know Comment from Mohit Gupta(@mohit_gupta138): It's like Apple ... ... just sharing what I've found, people engage differently than when they encounter the product cold. They ask questions, share their own experiences, and tell me what they wish existed. I haven't A/B tested "anonymous launch vs

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... Didn t expect this much activity today. A lot of people trying the product, building agents, sharing ideas. Super interesting to see how differently teams approach it. Some go straight into ops and support, others start with leads or research. Feels like we re just at the beginning of figuring out how this should actually work. Appreciate everyone who checked it out and shared feedback so far If you haven t seen it yet, still time today. Would love your ...

... profile anyway. Some companies create real value for those people by giving them interesting things to talk about, access, and visibility. That can be a fair exchange if it's explicit and voluntary. The moment it becomes an expectation baked into the job description without corresponding compensation, it crosses a line. You're essentially asking someone to donate their audience, which they built on their own time, to someone else's marketing budget. @byalexai equity point is the right frame ... ... people for devRel, then mostly personal brand is considered for hiring. So it s only fair that both sides benefit from it. Comment from Viktoriia (@virtualviki): Been on both sides of this. When I worked in content, I was expected

... Maybe more. Here's the painful truth: Your site is translated. Your AI visibility isn't. When a German user asks ChatGPT in German about your category, you're invisible. When a French prospect searches Perplexity in French, your competitor shows up. Translation AI visibility. And it's costing you. The Data We tracked 200 SaaS companies with multilingual sites at Rankfender. Market % Visible in Local AI Answers US (English) 64% UK (English) 58% Germany (German) 22% France (French ... ... Japanese) 9% Italy (Italian) 12% The gap is massive. Companies visible in English disappear in every other language. The Math Let's say you generate 500k/year from English markets. If you expanded to Germany, France, and Spain, you'd expect

... Because Product Hunt is a part of marketing strategy (I would say more like a medium/technique). But many have it like the whole strategy, and after not meeting the goal, they completely give it up. What are your realistic expectations for this platform, and how do you adapt the launch to this goal? + What are your results? (aka will it come true)? [question for those who already launched] Comment from Nika(@busmark_w_nika): @minhajulll  Happy to see that ... ... busmark_w_nika): @nicola_alessi  aaaa, okay, i tried to upvote, but I was probably late :D Comment from Nika(@busmark_w_nika): @alexeyglukharev  You are welcome :) Comment from Nika(@busmark_w_nika): @emmanuel_afolabi  Goal vs

... demand delivery is no longer a novelty. It is an expectation. What has changed is how many apps users must juggle to meet everyday needs. Groceries come from one platform, food from another, essentials from a third, and local retail from somewhere else entirely. Each app adds friction new logins, separate carts, repeated payment setup, and inconsistent delivery experiences. This Idea Usher review evaluates Limitless , an on-demand delivery platform designed to consolidate groceries, food, and everyday retail into ... ... partners From the outset, this Idea Usher review notes that Limitless is not framed as a single-vertical app. It is designed as a local commerce layer that prioritizes convenience through consolidation. The Problem Limitless Is Solving Users increasingly expect

... regular employee benefits covering 401 plan, no equity, no health care plan, HO equipment fee, etc.) You hope that after raising funds, you will become a full-time employee and receive benefits. What compensation and benefits are reasonable to expect when joining a startup part-time before funding, and what should change once the company raises money and you go full-time? Which benefits make sense before fundraising (flexibility, learning, future upside)? Which ones should be non-negotiable after funding ... ... employee strengthen their negotiating position when evolving from part-time to full-time (maybe with a higher compensation + benefits)? As an example, I m attaching a comparison of what a startup (1) typically offers versus

... Kitty(@ghost-kitty-9381936): Comment Deleted Comment from Musa Molla(@musa_molla): @lukas__lang  Exactly. Drift shows up first as slightly worse answers , not failures. Prompts and datasets encode assumptions, and those assumptions age faster than most teams expect. Comment from Musa Molla(@musa_molla): @dougli   Prompt overfitting is a great way to describe it. Prompts silently bind themselves to model behavior, so upgrades can regress quality even when capability improves. This is why evals need to track ...

... sparked an interesting thought experiment: how likely is it that we ll see AGI (AI that thinks and learns like a human) within the next five years? The report highlights a fascinating divergence: the view from money vs. the view from science. Money : the probability inferred from trillions poured into data centers, Nvidia chips, and servers. Investors seem to be betting that AGI is inevitable. Science : the probability inferred from research papers and AI development models. Experts are far more ... ... cautious, suggesting the realistic probability is only 20%. What I take from this: AI is real and transformative, but the hype around AGI might be ahead of reality. Expect

... June 14, 2023, the European Parliament officially voted to ban unpaid internships . This honestly made me happy, because I remember how, during college, I was expected to spend a full 2 months working full-time at an advertising agency as an unpaid intern (Spoiler alert: I fought for and got some pay ), but that wasn t the norm. Most interns didn t get paid at all. I get that students are sometimes, sorry for the phrasing, "not worth compensating" because ... ... they re there to learn and gain know-how. On the other hand, it s still about people investing their time, which should be rewarded in some way. What s your opinion on paid vs

... structured set of questions in order to ultimately understand why they are requesting this. If the reason is that they want more information or reassurance about the quality of the services, it is better to offer them an alternative option rather than providing part of your actual work Comment from Nika(@busmark_w_nika): @ixord  Sometimes I feel like they want only to harvest things for free. Comment from Christopher Kilpatrick(@kilpatrick): There're a lot of reasons ... ... people not wanting to pay for things. I can t speak to areas outside the US, but here I think a big driver is cultural expectations

... tested them all building the same "Todo" app from scratch using identical prompts, requirements, and a stopwatch. The goal: Which AI tool actually delivers production-ready output, not just pretty demos? Watch the full head-to-heads: JustCopy.ai vs Base44: https://youtu.be/c79HJaWz6Y8 JustCopy.ai vs