... multiple orchestrators into a Unified Orchestrator cut conflicts and latency, and improved completion rates. 4. Production readiness is a discipline. We built a Production Readiness Audit to stress security, scalability, and performance beyond it works on dev . 5. Load reveals truth. A load-testing shock forced pragmatic quality thresholds and better prioritization systems get smarter under stress. Questions for the community How are you deciding when to use structured vs

... analyzes its mistakes, learns from them, and develops new skills over time. Today it can be your analyst, tomorrow your researcher or strategist. All of that depends on you, not on some server in the cloud. I m not revealing the details because the technology is protected and available only under NDA. But I want you to understand this is a revolution in how we think about artificial intelligence. The public version is available on GitHub: github.com/vac-architector/vac-agi The full ...

... this: you have an Excel table , a CSV, or any data file. Instead of wrestling with complex software or writing code, you simply drop your file into DataStripes . Our smart engine instantly generates a powerful, visual data analysis flow , revealing immediate insights and patterns. It's truly data magic, simplified! And if you want something more innovative? Instant Flow Generation: no manual setup. Our smart system understands your data and builds the analysis flow for you. User-Friendly: built ...

... storm. TL;DR: He worked on several startups at the same time, had the best interview results, but according to his employers, he never delivered results. (You can comprehend it from these tweets, e.g. 1 , 2 ) Ultimately, this reveals, for example, the weaknesses of remote work or that HR/management can be fooled. What is your opinion on such a thing like hiring the same person for more than 1 project? My 2 cents: I like working on multiple projects because ... ... Manu Goel(@manu_goel2): 1) Would you hire for hours or outcomes? 2) What were those startups doing to engage him? that's how i would look at it. Comment from Olga Shiryaeva(@olga_s52): I think this case reveals

... There will also something new called Signal (or maybe Resources I ll let you guess ). Let s just say it s designed to make your career journey even more valuable and a little less lonely. Not revealing too much just yet, but stay tuned. Something meaningful is on the way. Comment from Muhammad Nouman Ali(@muhammad_nouman_ali): @rirrgang  Thanks for letting me know about this. I'll take care of it. Looking forward to connect with ...

... works: Upload a selfie Instantly try on full outfits on yourself Mix your own wardrobe with pieces from partner brands Discover our Item of the Day a daily drop with a hidden story (yes, you scratch to reveal it) Aesty helps you see what actually works on you not just scroll through endless catalogs. We re a small team, bootstrapped this release without a marketing budget and we re already addicted ourselves Would love your feedback and support https://apps.apple.com ...

... building Legal Insight AI a tool that reveals how judges behave and recommends laws for both sides of a case. We re early, and would love your feedback: Would this help in legal prep? What features would make this valuable to you? Thank you for supporting us as we build this in public ...

... local friend doesn't use his photo or name on his profiles so that no one will associate him too much with his income or political ideology. When you're trying to build a personal brand, you're revealing quite a bit about yourself compared to someone who's "recreationally" consuming content. I have been building my personal brand for over 5 years (just switched markets), and it is very difficult to be transparent but also have privacy ... ... tell them your entire life story right away, right? You share bits and pieces as you get to know them. It's similar online. You can share your professional insights and the results of your work without necessarily revealing

... cracked open my Mac and started prototyping a browser extension to see if I could surface those hidden fees in real time. The mission TruFare AI exists so fans can pay for the seat, not the surprise. Fee Reveal real time breakdown of every hidden charge. Price Predictions AI powered forecasts on when to buy. TruFare Chat an in browser assistant ready to answer, Will these prices drop after Friday? or Show me similar seats under ...

... affiliate content to boost revenue, right? Good point. Although we see monetization as a key hook for early adopters struggling to generate content they can monetize. I could own a Shopify Store and generate a comparative research report on competitor products and use that to drive sales for my own store... It's a way to turn content into commerce, or even just to do product research for yourself. RE: Your video speaks to "how hard ... ... please, please do me! https://futurezapp.com Comment from Alok Jain(@alokjain): @steveb   The target for this product are qualitative researchers. With the use of AI in this space, data privacy is top of the mind for people. The competitors

... romantic partner becomes unreachable. Comment from Alex Miller(@alexandr_miller): Modern Scam Alert: AI Deepfake Scam Scammers are now using AI-generated deepfake videos to impersonate influential figures, celebrities, or even trusted acquaintances, misleading victims into fraudulent investments or revealing personal information. How This Scam Works: Scammers use advanced AI technology to create highly realistic deepfake videos or video calls, convincingly imitating trusted individuals or public figures. Victims see authentic-looking videos promoting fake cryptocurrency investments, exclusive offers, or urgent ... ... gaining your emotional attachment. Once trust is established, they casually mention "incredible crypto investment opportunities," claiming massive returns they've personally earned. Victims deposit crypto into fraudulent platforms recommended by the scammer, or send crypto directly to scammers wallets. Alternatively

... Kitty Awards? Thank you in advance! Comment from Nicolas Garcin(@nicolas_garcin): @busmark_w_nika ok thanks for your knowledge on the topic. Let s see how it goes! Comment from Nicolas Garcin(@nicolas_garcin): @busmark_w_nika No reveal at 1 PM CET. Do you remember how it worked last year? Is there a vote reveal

... launched Roundups this past Thursday and the feedback was valuable. Just a quick thanks to everyone here that upvoted and the overall positive vibes on our big reveal. I had not launched a new product on PH in a while and I forgot how valuable this community truly is in the early innings! Feedback is always welcome and appreciated. https://www.producthunt.com/post... Comment from Josh Barkin(@joshbarkin): @liampatrick Thanks! Comment from Olivia Jane Mitchell(@oliviajanemitchell): Totally agree, the PH community ...

... This is the question that can reveal a lot about your passion and values. ----- Speaking about me, I would choose one of the best movie production companies, e.g. 20th Century Fox because they worked on one of my favourite animated series + I love cinematography. :) Comment from Tera Bitcoins(@terabitcoins): My own company!! )) "Build your own dreams or someone will hire you to build theirs" - Farrah Gray Comment from Evak Chan(@evakk): Jellycat. I like its brand image which is known ...

... have my back guys? Definitely its a part of my Million Dollar Heist Journey! Lets rock for the second time Do you want to know What am i cooking? Please ask me and i am going to reveal ...

... friend.) i m launching a product waitlist very soon. it s an ai-powered tool that s going to save people hours of grunt work every week. and i want to build a killer waitlist before the big reveal. like, 1,000 people kind of killer. why? because a solid waitlist means: instant momentum when we go live. a direct line to the people who actually care about what we re building. early feedback that keeps us from wasting time ...

... This provides context and helps uncover pain points you might miss otherwise. 2. Avoid leading questions. Instead of asking, Would you use a tool like this? try How do you currently solve this problem? It s more authentic and reveals their true habits. 3. Don t jump to solutions. Focus on understanding the problem fully before discussing potential fixes. This ensures you re solving the right problem. 4. Silence is powerful. After asking a question, let them think and respond ...

... great example of how this new tool can be used. Congrats to all the Golden Kitty Award winners, finalists, and nominees! Don t miss the Hall of Fame . Pro tip - it s really fun to watch the winners revealed in the mobile app! Download if you're wondering what 'Jazzy French' sounds like ...

... accepted categorical silence and understood that my startup was dying. In addition to the main direction of the scandal, my case became high-profile for an investigation that lasted almost a year. At the moment, I still can t reveal some of the details as requested by several parties (despite the interval of 10 years). Some clauses of the non-disclosure agreement have a validity period of 100 years. What happened next? After a while, I started negotiations so that ...

... secret that one of the most common reasons for startup failure is development in general. It can be revealed in the choice of the wrong technologies, a premature decision to build an infrastructure that will withstand a large number of users, a weak team, or an insufficiently experienced CTO, or, perhaps, all taken together. I very often heard from friends that they do not like working on a project because of incorrect setting of tasks or a bad process ...