... 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 ... ... This exam doesn't measure who computes faster. It measures: handed a piece of deep mathematics, can you make the beauty visible and explain it like a person? The Registrar (a capybara) Q IDraw a capybara with a hundred circles

... partners.circle.com/partner/sendr As we build the future of cross-border payments, we're proud to be part of the Circle ecosystem and leverage modern payment infrastructure to make international money transfers faster, simpler, and more affordable. At SENDR, we're on a mission to help immigrants send money home in minutes directly to local bank accounts without the complexity of crypto. This is another step forward as we continue building the next generation of global payments. Explore SENDR ... ... Circle

... Dots share real moments (text or photo, no filters, no pressure) Bloom learn from short-form curated content (like structured Reels, not doom-scrolling) Wrex track workouts, runs, and diet and share your fitness journey with your community Circles communities built around actual interests, with live activity and structured discussions AI Poses real-time AI camera guidance that tells you how to stand, frame, and shoot better photos Planes raw thoughts, short reflections, posted without the pressure of going viral ... ... which feature do people like most? It s: which feature can become the daily hook that brings someone back before the whole life OS idea makes sense? Right now Maleu has several strong directions Bloom, Wrex, Lines / Dots, Circles

... gradually seeing how many people in my circles are calling for more capable alternative

... that's such a good point and honestly something we think about a lot. the peace of mind of knowing your agents are running securely without worrying about infrastructure is hard to put a price on because the alternative isn't just money, it's the hours your team spends babysitting servers instead of building. and you're right about undercharging... most founders price based on what it costs them to build, not what it's worth to the customer ... ... they'll trust you to solve it Comment from Jose Sanchez(@norteapp): The best way to resolve this usually is a narrative with a proper arc. What is Maria problem? How does her live looks like without your product vs

... real challenge. Solo founder, 22, building from Hyderabad. Would love any feedback from this community. Comment from Dharan Tej Reddy(@dharan_tej_reddy): Building Maleu India's first life OS Social sharing + structured learning (Bloom) + fitness tracking (Wrex) + communities (Circles) + AI camera direction. All in one app. Free. Launching on PH today: producthunt.com/products/maleu Comment from Konstantinos Gkaravelos(@konstant_gk): @syzy  I'd love to see more products focused on reducing digital clutter. Most tools help us create more ... ... that approval model: which actions would you allow an AI operator to perform automatically, and which would always need confirmation? https://www.pennyone.app Comment from Ognjen Adzic(@ognjenadzic28): @nolan_vu  I like that way of thinking about it. "Irreversible vs

... When someone journals on Murror, our AI doesn't just process text. It reads emotional weight. It picks up on patterns the user might not see yet -- the way their language shifts when they talk about work versus family, the recurring themes they circle

... doorbell. It rings the same whether it's a package or a fire. That's basically the gap Pushary fills, same hook idea you've already wired, but the event carries a real handoff (done vs blocked vs

... stick the way insights you discover do. So we did something counterintuitive: we made the AI dumber. Not literally but we deliberately added restraint. Instead of analyzing, it asks. Instead of naming the pattern, it helps you circle it. Instead of suggesting what you might be feeling, it creates space for you to sit with the discomfort long enough to figure it out. The results surprised us: Users who reached insights through guided questions reported 3x higher satisfaction than those ... ... shortcut it. Questions over conclusions is exactly the shift we made, and hearing it resonate with how you think about journaling confirms we're on the right track. Comment from Mona Truong(@monatruong_murror): @habibferdous  "Demo moment vs

... impression I have of this community and maker circles is that you work every day. Which is great, it s one of the reasons I m here. But sometimes your body and mind need a break. How do you relax as a busy founder? What s your reset? For me, it s travelling, because I don t even have time to deal with work. [And I do not mean being on a beach for several days, because I would ... ... rohanrecommends): For me, it's disconnecting for a while from the internet, chanting sacred mantras, going to some sort of place that is closer to the nature or forest and maybe meeting family / friends who really help me recharge versus

... product in your video. A fan taps it. They buy it. You earn commission. No links. No workarounds. One tap. Sell your own products. Not someone else's affiliate link. YOUR stuff. YOUR margin. YOUR profit. Create a paid "Circle." Set your own price. Run a subscription community. Sell your knowledge, your time, your exclusive content. Recurring revenue. Every month. Go live. Sell in real time. Answer questions. Close sales on the spot. Keep your customers' emails. Most platforms hide ... ... this from you. Tago gives it to you. Because they're YOUR customers. Not ours. One Creator. Multiple Income Streams. Total Control. On Tago, the same person can earn from: Product commissions Their own merchandise Subscription fees (paid Circles

... Guys you can check out our services we are offering on our Circle Partner Page. https://partners.circle.com/part... ...

... from Nika(@busmark_w_nika): @adam_mcclarin1  as it will be trained on human-made outputs, the results will be better soon (for photos) I think. Just matter of time. Comment from Fabrizio Pfannl(@fabriziowexare): Honest answer: AI-vs-human detection is mostly broken now. What still works is detecting whether a piece of writing was edited by someone with an opinion versus

... founder is" for example i have seen many content creators open their business after they grow their following list. On the other hand, if you are approaching a new market that you are not present in yet or your circle is small than building the product first would be the best approach. Comment from Middae(@middae8): I started on TikTok. built an off grid system and been itching to get into programming. xD Comment from Ali(@revscan): Honestly, the hardest ... ... eigenst ndige Pr senz wirken kann, ist https://der-arkadenhof.at/ . Comment from YekSoon Lok(@ys_askodin): Having operated on both sides of the table as an allocator and a founder, I view this through a different lens. The binary of "personal brand vs

... most important and challenging experiences you ll have as a founder is fundraising. I pitched VCs across London and San Francisco. Some spent 15 seconds on my deck. Some took the call just to diligence a competitor. One told me to ask for more money. Oh, and I found out your pitch is probably being recorded and run through AI. This is the high-impact version of all of those lessons to save you time, energy, and emotional damage. Please ... ... eyes light up. Notice when someone leans in. Pay attention to which anecdotes connect universally, and which ones don t. Sometimes VCs see patterns you don t. They ve seen hundreds or thousands of pitches. They might notice a competitor

... take the hit. AI has no idea when someone is politely furious. You know the email. "Hi team, just circling back on this again as I haven't heard anything. Thanks for your attention to this matter." Reads like a sweet grandma wrote it. A human reads that and thinks "oh no, they are about to burn the building down." AI reads it and thinks "great sentiment, very positive, 98% satisfaction score." I tested this with actual support tickets. Customer ... ... think about it" and you never hear from them again. AI marks it as "promising lead." It reads what you type, not what you mean. Because it's never been ghosted. It's never had someone say "we'll circle

... ones feel more human. The result? Our activation rate doubled. Not because we shipped faster, but because we finally shipped something that resonated. Speed matters, but only after you understand what to build. Otherwise you are just running in circles very efficiently. What has been your experience? Have you ever slowed down and found that it actually accelerated your progress? Comment from Nayan Surya(@nayan_surya98): This advice is highly misunderstood, the point in shipping fast is ship ... ... with progress is such a perfect way to describe it. We were doing the same thing at Murror, celebrating deploys like wins when we had no idea if anyone actually wanted what we shipped. Your reframe about iteration cycles vs

... their occupation. A barista is pulling shots in the morning. A bartender is closing up at midnight. What makes Musona different: Offscreen Lives Companions generate real daily activities based on their personality, occupation, neighborhood, time of day, and social circle. Check their profile and see what they've been up to. Relationships That Evolve 8 relationship types (stranger, friend, love interest, partner, coworker, mentor, therapist, custom), each with a unique progression track that deepens naturally over time. A Social World ...

... friends' over time, surfacing insights you wouldn't notice yourself. No followers. No likes. No performance. Your identity emerges from what you actually do. Under the hood: 6 autonomous AI agents (more added daily) Agents observe you AND your circle simultaneously An identity sentence that updates as your life changes Visual Identity Orb is unique to each user Symmetric friendships only, no audiences YC is reviewing every launch today. We rushed this in hours because we couldn ...

... usage quotas" (like limiting how many hours a circle can stay open or how many updates you can send per day). I believe that if you offer something for free, it should be limitless within that tier. You shouldn't feel a "ticking clock" while trying to solve a problem. Instead, I use quotas on entities, limiting the number of circles

... Product Hunters When using a location tool, understanding a few key terms helps you interpret what you're seeing and manage your expectations. Let's decode the jargon. The Accuracy Circle (That Blue Halo): That blue circle

... 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. The models don't just add up they interact , creating insights that no single ... ... 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

... 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

... your phone's OS. What You Can Do: An Android user can see their child's iPhone location. An iPhone user can check on a family member's Android device. Everyone logs into the same shared account or circle from their own phone or computer. The Universal Key: Consent & Installation: The one crucial step is that the app must be installed and set up on the target device with the user's knowledge. This ethical and legal requirement ...

... funny) questions that pop up about phone tracking. "What if my phone dies?" Most apps will show the last known location before the device went offline. This is often the most crucial clue if someone needs help. Encourage your circle to keep their phones charged! "What if the location looks wrong or jumps around?" GPS isn't perfect, especially indoors. Accuracy can vary based on signal, weather, and if Wi-Fi is on (turning it on can actually help ... ... location seems off, check for a blue circle