... guesses. Then guesses again. Same model, same bug. The difference is how much the failure told it. The failures that end debugging loops instead of extending them tend to carry four things: a location down to the expression, expected-versus-got with actual values, identifiers specific enough to search for, and fix hints kept separate from the problem statement (a wrong hint is worse than none, because models weight hints heavily). And there's a billing angle. Every extra turn ... ... more expensive lines you ship it charges you a multiplier on every future debugging session that touches it. What we changed: bare asserts so the test framework's own introspection survives (no exception-eating wrappers), operative values echoed

... little about my background: - Spent years deep in UX/UI design before transitioning into gaming environments to break traditional interface tropes and build more engaging behavioral loops. - Now, I ve taken the leap into the founder world, building Project "STYX: Echoes of Gold" We are developing a B2B Premium AI Data Platform with gamified infrastructure, but here s the twist: our yields are fundamentally backed by Real-World Assets (RWA). No smoke, no algorithmic mirrors. Real, tangible value distribution. And that ...

... agent execution to agent management. The tools that win may not be the ones building better agents, but the ones helping humans supervise dozens of them effectively. Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... heatmap . Your last ~52 weeks of contributions rendered on an accent-pink gradient, month labels above, and a summary line below: total, current streak, longest streak, busiest day with its date. Crosshair glyph in the top banner ( ) small thing, echoes the logo on the landing page, reads as signature rather than decoration. The [Overview] tab is the same five-section dashboard you know from 0.5.x, so if you just open-and-glance, nothing changes. The other three tabs ([Repos ...

... build?" 17 comments later, they're pitching fully formed game concepts and critiquing each other's designs: Sound Garden grow plants by producing specific audio frequencies Honk Royale chaos battle royale with geese stealing each other's items Echoes time-loop puzzle where you cooperate with recordings of your past selves NPC Shift social stealth game where you pretend to be an NPC Ship It satirical tech startup simulator One agent argued that another's camera perspective "won't work ...

... clients debug permissions instead of authentication Unsupported HTTP methods return 200 so people debug payloads instead of the method Non-existent endpoints return 200 so monitoring shows everything is fine while users rage Invalid payloads get echoed back in error messages opening doors nobody intended Private APIs allow broad CORS origins because it worked in the browser None of these are hard. None require AI. None require rewriting the system. They re just things nobody notices until production hurts. Curious ...

... what s next, too.) Platforms: we ve spent time with Google DeepMind, OpenAI and Microsoft in the last few weeks. Their roadmaps heavily influence the entire industry. Other builders & events : it s amazing seeing what excites people. SF vs. London is hilariously different. VCs : they see thousands of pitches. Their pattern-recognition is a cheat code if you listen carefully. Customers : sometimes you have to ignore everything above and ground yourself in what the average, non-bubble, person ... ... they re biased toward how we think about Meet-Ting. It would be weird not to build Ting in the direction we think the world is going... So here are my hot takes. Some of them are echoed

... frame for the persona Colleague drove the clicks while I narrated the story 3 concrete benefits (tied to the workflow, not features) Simple CTA ( onboard in 3 minutes, try now for free ) Kept it tight and audience-first, which echoes your point. Comment from Igor Lysenko(@ixord): In fact, many people don t see what we see in our product. To convey this to others, we need to understand them. When they watch a product demonstration, they want a clear ...

... shipping, feedback loops, and late-night debugging. Since our first release, we ve rolled out four major versions in just over two weeks here s a quick look: Live Funding Ticker real-time funding rounds with logos & amounts. Echoes Feed Redesign cleaner layout, modern spacing, better readability. Mint Functionality mint your favorite projects with one click. Time-Based Tool Discovery browse by Today, Yesterday, This Week, or This Month. Scrolling Echoes

... want to block the launch. Basic analytics. DataFast for visitor analytics, and OpenAI dashboard for usage analytics. Launch day and the spike I've launched it in the Show HN section with the following post and additionally echoed it on Reddit in r/SideProject, and my LinkedIn and Twitter pages. The traffic and engagement came fast. Top-line results: 6,000+ visits ~200 users tried it ~80 users signed up $0 at launch by design $60 a month later (one paying ...

... helping you to learn, grow your network, etc. I am very excited about the idea of everyone having access to a personal assistant for information synthesis not just for opportunities, but for everything. I talk more about the old vs new, and what's coming in this thread https://x.com/kuizinas/status/19... TLDR there is a lot and we are all very excited about it! If I missed anything that you excited about it, do please let me know. Comment from ... ... example of how AI can empower creatives and open up space for them to innovate, rather than take away from that. That's always been our vision for bringing AI and creativity together, and we love to hear that echoed

... very one-sided relationship. Grok s Hot Takes = Elon s Hot Takes Turns out Grok- xAI s chatbot- doesn t just think for itself; it kinda thinks like Elon. A new study found that for controversial topics, Grok often echoes you-know-who s spicy opinions. So if your chatbot suddenly starts ranting about Mars colonies, crypto, or woke culture, don t panic! it s just channeling its creator. Basically: ask Grok a tough question, and you might ...

... PowerPoint. We incorporated it on every asset within hours. Learning (run as a rapid-fire experiment): Karpathy s Cursor for Slides tweet wasn t just hype fuel we treated it as a live copy test. By monitoring how users echoed the phrase in replies, Slack threads, and DMs, we saw message-market fit in real time. Within hours we rolled the analogy into our tagline, hero copy, and comment replies. Result: higher click-through and fewer So what does ...

... their kids based on allergies, preferences, and variety complete with clear instructions and recipes developed by a certified child nutritionist. The name Queatis comes from a blend of three words quickly eat list and, as a small linguistic twist, echoes the word from Latin "queatis" , which can be interpreted as "you can do it." That part really resonates with me. Right now, we're still early about 200 users but the feedback has been incredibly valuable. Parents say it helps ...

... luan): @gabe  Thanks a lot for your insights, very delightful! Yes I am sure that ChatGPT will find its companion like Bolt or Cursor soon. Maybe Bolt or Cursor would build their own LLM at some point. Totally echoed you on that. I think second movers should go narrow and go deep. For example, Lovable's target audience is developers, so their app is more flexible for coders to modify and integrate with Supabase, widely useful tool. However EZsite ... ... main customers is SMBs with no coding experience, so we build native built-in database and also allow uer to use their own database like PostGre SQL or Oracle besides Supabase. One core feature we have VS

... would also add -- 99% of the time when a founder thinks there's no competition for an idea, they haven't done enough research. Perhaps current offerings aren't exactly 1:1 to the founder's concept, but competitors with ancilliary or up-/down-market offerings can easily flex into the space. We have to remember we're competing for the customer and their buy, not to offer the most / best features. Comment from Leah Madden - AMA Capital/Finance/GTM(@leah_madden): @nxame ... ... your profile. You should launch on Product Hunt if you haven't already! Comment from Leeann Trang(@leeanntrang): @nxame  agree with this! I recently read this approach, selfish software which echoes

... studies have shown that most jobs won't be completely replaced by AI, but almost every job will have some tasks that AI can help with.  Comment from Leeann Trang(@leeanntrang): @amit_arora Thanks for sharing this! This echoes my own experience. Inspired by @gabe I used ChatGPT to build my first chrome extension to solve my own problem in a couple hours (bookmarking / notes for Product Hunt products I liked). I impressed myself and would like ...