... model living in the same model picker, which ran all six answer files itself. Humans did exactly one job in this pipeline: invigilation. Final score:  90 to 70. The winner also used 15% fewer output tokens (11,702 vs 13,799).  If you don't trust an AI's grading all six raw answer files are attached below, unedited, and the code runs on click. Grade them yourself. See you in the comments. EXAM NOTICE Grok 4.6 moved ... ... make the beauty visible and explain it like a person? The Registrar (a capybara) Q IDraw a capybara with a hundred circles(Fourier series 30 pts) Fourier told the world that any closed curve can be decomposed into a chorus

... technical requirement. In practice, 30 45 seconds tends to perform best for music Shorts long enough to establish a hook and a visual mood, short enough to watch twice without skipping. If your song has a standout verse or chorus, build the Short around that moment. Can AI make YouTube Shorts for musicians? Yes. AI music video generators take an audio file as input and produce a 9:16 vertical video, which is the native format for YouTube Shorts ...

... founders, sales leaders, and anyone working in AI or SaaS. Happy to connect with other founders, builders, marketers, and curious people here on PH! Comment from akram abbas(@akram_abbas): Hey Vu! Congrats on launching Insyghtful I automated a competitor report on Gong, Chorus

... them, photo profiles were special in a similar way. When I double checked the profiles, the links were not working. And I hate finding myself interacting with bots. What is the limit that bothers you in interacting with AI vs what feels fine? A/ Interacting with a bot B/ Interacting with content being 100% generated C/ The person giving the idea, and asking AI to write an answer. D/ Asking AI to rewrite E/ Correcting with AI It was funny ... ... safe and always AI-compatible. The thing that can get you fired if you apply it to the wrong deal that's the signal. On images and video: agree with Saad that effort is the better frame than AI vs

... Solo builder here, won't say much about the product yet but happy to talk shop on the plumbing. Quick version of what I'd tell my past self: Auth - Supabase, Clerk, Auth0, pick one. An afternoon of setup vs. days of building it badly. I tried the days version first, do not recommend. Permissions - this is the sneaky one. Most people check "can this user see this?" in their app code. Way better to push the rule into ... ... tattoos or mockups) Tech-wise I m using: Flutter for the mobile app Firebase (Firestore + functions) OpenAI + Replicate for image generation (testing multiple models right now like DreamShaper, Flux, Ideogram) Biggest challenge so far has been balancing quality vs

... work lives (no new password needed ). Fun fact: Review started as a what if we just made this free? conversation in a sprint retro and now here we are gearing up for Product Hunt. I won t join the chorus of new Hunters looking for tips (though you know, sling them my way if you have them). Instead, I ll ask you this: what s the little idea you had that turned out the biggest? And how did the retro ...