... Instead of rigid scripts, AI agents navigate your app like a real user, making tests more resilient to UI changes. AI-Powered Triage: When a failure occurs, the AI analyzes logs, screenshots, and DOM changes to provide a Root Cause Analysis (RCA) . Smart Fail Reports: Instead of a generic "Timed out" error, you get a report saying: "This failed because the 'Submit' button was obscured by a pop-up, likely a CSS regression." Key Features Self-healing scripts that adapt ... ... code changes. Automated categorization of failures (Bug vs

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives

... selection, adaptation, ecosystems, redundancy Psychology & Behavior : Loss aversion, incentive bias, social proof, psychological denial Economics & Business : Opportunity cost, comparative advantage, creative destruction, moats Mathematics & Logic : Compounding, inversion, Bayesian thinking, power laws Engineering : Margin of safety, root cause analysis, redundancy design History & Philosophy : Second-order effects, Occam's Razor, circle of competence This isn't academic theory. Munger used this framework to make investment decisions, evaluate businesses, and understand human behavior with remarkable accuracy across decades ... ... consequences that ripple over time. If your question has a straightforward answer, a search engine is enough. But if your problem involves competing variables, second-order effects, human behavior, and genuine uncertainty that's exactly where AIFlow operates. AIFlow vs

... Last year in Unicorns Journal we published an interview with Sergey Bakaev , where we unpacked first-time fundraising strategy expectations vs reality, common mistakes, and what founders often underestimate when raising capital for the first time. It turned into a very honest conversation. This year, I want to continue the series but shift the focus to something even more sensitive. Co-founder dynamics. Over the past few years, I ve noticed that the most difficult tensions in startups often ... ... come from the market or investors but from inside the founding team. Conflicts vary. Sometimes it s a difference in strategic vision. Sometimes it s about pace aggressive growth vs

... often is: "If I can just see the proof, I can end the uncertainty." In this state, a tracker promises a definitive answer to the question "Where were you?" or "Who are you talking to?" The Heavy Cost: Trust vs. Surveillance While it might provide short-term answers, secret tracking almost always comes at a high long-term cost: It Replaces Trust with Control: Using a tracker without consent is surveillance, not rebuilding. It addresses the symptom (doubt) but entrenches ... ... Backfire: In many places, secretly installing monitoring software on another adult's device without their knowledge is illegal. The cycle often becomes: suspicion secret tracking more anxiety over data interpretation further erosion of the relationship's foundation. The Healthier Alternative

... India to organize vaccination: there is no service for easy doctor search and a turnkey process provision. 3. Solar installation companies lack a platform for end-to-end tracking of a customer's project from sale to official approval, causing complaints and dissatisfaction. 4. Parents lack precise warnings about violent scenes in movies to safely watch films with their children. 5. Startups at the monetization validation stage have nowhere to quickly start accepting payments without company registration to test demand ... ... their MVP. 6. Aviation safety expert seeks a technical co-founder to develop an AI solution that prevents daily collisions between aircraft and birds/drones a problem causing

... impacts performance . What it does Detects active CPU thermal throttling Monitors temperature, clock speed & throttling states Explains throttling events in human-readable terms Includes a live watch mode with visual feedback Helps distinguish thermal throttling vs normal load drops Who it s for Developers & system engineers Gamers facing sudden FPS drops Laptop users in hot environments Anyone curious about how CPUs behave under heat Why I built this Most monitoring tools show numbers without context. This tool focuses ... ... cause

... update The ICS file validates Google Calendar imports it without errors Nothing changes No error. No warning. The update simply does not apply. This is one of the most common issues developers face when working with ICS. The root cause is that Google interprets the specification differently from Outlook and Apple Calendar. The behaviour is not random. It is the result of several strict internal checks. Below is a clear explanation of what actually happens, why it happens, and what ... ... developers. If the timezone definition in the update file is not identical to the one stored with the original event, Google often refuses to apply the update. The definitions must match character for character. Even a small difference can cause

... hallucinations. Granted ChatGPT is getting smarter by the day. But raw intelligence isn't the issue, context is.We didn't build CareerButler to compete with AI; we built it to make AI work specifically for resumes. 2. The Competitor Flaw. They're Literally Just Paying ChatGPT Honestly, this is the part that drives me nuts. Most of the paid tools you see are just copy-and-paste apps. They have a nice website, but all they do is take your ... ... anxious so you pay them, not to help you get hired. We don't give you a black-box number. We visualize the why. If your score goes up, we show you exactly which keyword or formatting change caused

... users that the Terminal can t start. I want to confirm whether this issue affects all x64 environments or only certain setups. I don t have an x64 machine on hand, so your feedback is very helpful. The root cause: our package shipped with the arm64 build of node-pty by default. On x64, node-pty isn t recognized, which causes

... brand mentions across these models in real time, analyses sentiment and provides prompts showing how and where the brand is being referenced. It also sends real time alerts when a brand is cited by an AI model and offers competitor monitoring to identify positioning gaps. Thirdeye as one of the most-advanced AI analytics and recommendation platform that helps brands get discovered not just on Google but inside ChatGPT, Claude, Gemini and Perplexity, emphasising that if you aren t cited ... ... platforms such as ChatGPT, Claude and Gemini are becoming the new homepage for information, so brands must optimise for visibility across these models. This shift is supported by wider industry data: according to Nowspeed s guide on AEO vs

... Adam Cohen is the cofounder of @Weave , an engineering analytics company that helps teams go AI-first. Before Weave, he was head of operations and sales at education software firm Top Hat and VP of operations and revenue at @Causal , which was acquired by Lucanet in 2024. In sales, you always know exactly where you stand. In engineering, you don t. The sales leaderboard shows the top performers, the basement-dwellers, and everyone in between. At first, this is terrifying ... ... success and marketing, there was nothing. No leaderboard, no analytics, no tools like Gong. Without clear and meaningful metrics, career and company development became guesswork. I was talking about this with (my now-cofounder) Andrew, a founding engineer at Causal

... building an AI that helps organizations track public policy, and we recently had an educational non-profit and a healthcare organization become customers. We'd love to find more non-profits/organizations supporting good causes to work with. If you know any such organizations where public policy often impacts their operations, we'd love to hear about it and try to help ...

... Daniel from @Scrimba With all the discussions and debates online about whether AI is causing coding skill atrophy AKA making our brains mush , I was tasked to create a fun quiz to test fundamental coding knowledge. Behold: https://devatrophy.com   No back rubs, no handholding, and absolutely NO AI overlords allowed  just pure suffering. Ironically we decided to produce it by vibe coding on V0. Oh the irony. There's 3 levels: Noobie, Le Chad and Hardcore. You will ... ... results page to be completely broken after spending time polishing another page , and was left in the dilemma of how to revert. Often after making direct edits in the codebase, it will throw a runtime error after saving. Causing

... Empowering Consumers: The New Frontline in Brand Protection Counterfeiting is a trillion-dollar global problem compromising consumer safety, damaging brand reputation, and causing significant revenue loss across sectors such as pharmaceuticals, FMCG, personal care, and electronics. Traditional enforcement methods and supply chain controls are no longer enough. To stay ahead, brands must evolve and that evolution begins with the consumer. Turning Consumers Into Authenticity Advocates Ennoventure believes that every consumer can be empowered to act as a real-time verifier ... ... verify it. Beyond QR Codes: Invisible and Secure While QR codes offer a basic layer of protection, they re often static and easily duplicated. Ennoventure s invisible digital signatures embedded directly into the packaging provide a secure, tamper-proof alternative

... Google Play Store, App Store, Trustpilot, and the web. Instead of reading through thousands of reviews, you can simply ask questions like: What are users complaining about in the last 30 days? What do users love most about our competitors? Which feature modules cause

... started working on an AI side project just an experiment at the time.Midway through building the first version, my mom became suddenly ill. I tested the AI with her symptoms.The result blew me away: it predicted a likely cause and even suggested a few home remedies. She followed the advice, and within two days, we went to the hospital to verify the recommendations.What they told us mirrored exactly what the AI had said both in diagnosis and treatment suggestions. That ... ... moment was eye-opening. I realized AI has real potential to support people in managing their health, especially when it comes to understanding symptoms early and taking action. Vitaro doesn t give medical diagnoses; it approximates the cause

... With many Pocket users hunting for alternatives, we fast-tracked a Pocket import feature and it s here. You can now import up to 500 Pocket saves at a time directly into Recall, enabling you to use Recall as your Pocket alternative

... extremely common and often business problems can be traced back to dysfunction at the top) Therefore, I d argue you should just minimize the risk of you and your cofounder breaking up. Anything that could cause resentment, like a lack of evenness at the outset, should be avoided. Despite our differences in experience, I frequently feel I m underperforming relative to Tim and need to remind myself how effective we ve been together. 2. Good relationships aren ... ... things that happen too. Tim does the same. Ultimately, relationships only work when you can talk easily about how you feel. This is very basic. I d encourage you to carry this principle into any relationship. Not doing so causes

... fairly loaded topic. Analytics & Building Your Own Admin Tools Easily integrate Google Analytics by simply inputting your measurement ID into Bolt for basic user insights. Remember to ask it to track key events across your application. Alternatively, build your own internal admin-only analytics dashboard for more detailed engagement tracking, such as daily and monthly active users, and specific engagement metrics. Once your app is live, monitor feature that are getting used the most and proactively prune features that ... ... prompt it with: "What s a secure but simple way to implement this? Do not make code changes yet" Bolt often defaults to generating numerous Supabase hooks, which may impact performance negatively. Clearly distinguish when to use backend APIs versus

... early on. our engineers (ie just Tim early on!) would directly handle support instead of trying to get non techncial people to do this. we wanted engineers at PostHog to feel customer pain directly to get to the root cause of problems. tim especially was hyper responsive, often within a few minutes getting back to people, sometimes shipping PRs within the hour. people are more impressed by bug -> raise it -> receive a fix, than not having even ... ... hard into AI at the moment. Comment from James Hawkins(@james_hawkins3): @mylegacy  we monitor support numbers, churn, feature requests etc by product in our per product growth reviews . if we see things going sideways, then a potential cause

... much. Like, there are probably a BILLION tools for AI-powered content creation and blah blah blah, but they haven't really helped me generate any meaningful content. So, I always end up writing the stuff I want myself, cause they are just better than the AI tools create. Do you folks use AI to grow your product or personal brand? If so has it helped you? What tools do u use? Comment from Kay Kwak(@kay_arkain): Absolutely ... ... create structure, editing. But most of the time I won't fully rely on AI, I'd still add my thoughts and observations. Comment from Tasos V(@cryptosymposium): @sentry_co  Excellent. Yeah I will reach out on Linkedin, cause

... technology in the last decade. The big tech and AI companies are now all in the US and China, there's very few left in Europe: The insane regulation that the EU brought upon everyone I think directly caused this: VATMOSS General Data Protection Regulation (GDPR) Digital Services Act (DSA) Digital Markets Act (DMA) ePrivacy Regulation The AI Act ...and many more Which all had good intentions, but made it very difficult to comply as a small or medium business ... ... related to AI. It's quite endless. Comment from Karl Mechkin(@karl_mechkin): I think that the whole business sphere online is a bit too American-centered. Does Europe need reforms? Of course, it is a natural cause

... Since maintaining a reliable fiber channel network is critical for our storage infrastructure, I m exploring products featured on Product Hunt that might offer: Diagnostic Tools: Are there any tools that provide in-depth analysis and pinpoint the root cause of connectivity problems in Fiber Channel networks? Monitoring Solutions: Any recommendations for real-time monitoring tools to track Fiber Channel performance and detect issues proactively? Automation Features: Tools that can automate the troubleshooting process or provide intelligent suggestions for resolving ... ... highly-rated products on Product Hunt that cater to these needs, I d love to hear your experiences. What features stood out, and how effective were these tools in resolving Fiber Channel challenges? Additionally, if you ve found alternative

... days back I was checking my mail and saw the one I didn't expect as someone had just given my dumped vscode theme a cheerful review claiming that its one of his top 5, excited and cheered as he perhaps, I opened my vscode