... 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 ... ... Fourier told the world that any closed curve can be decomposed into a chorus of circular motions. Candidates must chain rotating circles tip-to-tail so the outermost point traces a capybara's profile out of thin air

... done. Humans spent millennia evolving this "social protocol for masking latency" I just engineered it. Once it worked, the improvement in conversational naturalness was obvious: waiting became part of the conversation for the first time, instead of awkward dead air. But here's where I'm stuck: beyond "book my flight without making me wait in silence," what else is this actually for? A few directions I've thought of, none of which I'm sure about: Kitchen : fast loop ...

... Built this over six months of nights and weekends: wattpair.com answers "will this battery power station actually run my fridge / CPAP / air conditioner - and for how long." The twist: I have no lab, so the engine only uses manufacturer-published numbers, and when a number doesn't exist it says so instead of guessing. 23 of my 29 station entries have no published usable capacity - those pages print no runtime at all, with the reason. One result that surprised ... ... none of the 29 units can start a typical RV rooftop air

... Product Hunt community! I just open-sourced ARIA under the BSL 1.1 license: a voice-native, air-gapped 3D spatial AI SOC (Security Operations Center) cockpit. Enterprise data sovereignty regulations in regions like the GCC strictly prohibit banks, government entities, and defense contractors from piping internal threat telemetry into cloud-hosted LLM endpoints. On top of that, standard security dashboards are static, text-heavy relics built in the 2010s that overwhelm analysts during live breaches. What makes ARIA different: Zero ... ... Third-Party Dependency: It runs fully local and air

... active, open source (Aug 1) Meituan : LongCat 2.0 (Jul 20) NVIDIA : Nemotron TwoTower (Jul 1) poolside : Laguna S 2.1 (Jul 21) thinkingmachines : Inkling (Jul 17), Inkling Small (Jul 30) Ant Group : Ling-3.0-flash (Jul 23) Kuaishou : KAT-Coder-Air V2.5 / Pro V2.5 (Jul 10) SenseTime : SenseNova U1.5 (Aug 3) That's 17 vendors, 25+ models, in roughly one month. A new model roughly every 36 hours. A year ago, every time a major model dropped especially from OpenAI ...

... bound to fall behind. I call this the "entry phase." Like you, I successfully navigated this stage. However, the next challenge awaits: conversion. Anyone with experience in e-commerce knows that the 4P strategy is used to boost conversions. Alternatively, one can keep the conversion rate constant (mine, for instance, is a very average 5%)and focus on maximizing impressions. External advertising and social media activities are examples of ways to maximize impressions. I have recently begun testing in this ... ... process, which has enabled rapid video production and simultaneous uploads across multiple platforms. In fact, downloads have grown by over 10%(a remarkable achievement accomplished just one week after I started making videos, acting like a breath of fresh air

... building something myself but I keep coming back to these stories. Some of the best ones I ve found were never big releases. My top 5 (not necessarily in order): BlackBerry (2022) - Lessons of what not to do Air (2023) - Lessons what to do Jobs (2013)/ Steve Jobs (2015) - Obvious Harishchandrachi Factory (2009) - Story about how India's first motion picture got made in 1913 Made in India: A Titan Story (2026) - Team work and Decision Making What would ... ... image of the founder - Tetris. Alexey Pajitnov created the actual game in the Soviet Union and didn't see a cent for years while Mirrorsoft, Atari, and Nintendo fought over who owned the licensing rights. Same "who built it vs

... ghost on payment, quarterly filings built from sticky notes. So I've been building the back office: automatic per-state GPS mileage for IFTA, receipt + expense tracking, invoicing, FMCSA broker lookups before you book a load, route weather with air quality, and a live driver chat. It's free right now while in beta, and every feature so far came from a real driver complaint. Happy to swap notes with anyone building for blue-collar .I think they ...

... shoeboxes, brokers who ghost on payment, quarterly filings built from sticky notes. So I've been building automatic per-state GPS mileage for IFTA, receipt + expense tracking, invoicing, FMCSA broker lookups before you book a load, route weather with air quality, and a live driver chat. It's free right now while in beta, and every feature so far came from a real driver complaint. Happy to swap notes with anyone building for blue-collar I think they ...

... digital clipping. Perfect Ear uses a zero-clipping limiter alongside a studio-inspired 7-band EQ to give you absolute control over your audio while keeping the signal pristine. Key features: 7-Band Parametric EQ (from Sub-Bass to Air) Zero-Clipping Enhancer & Master Compressor Auto EQ Mode (dynamic real-time balance) Shareable Preset Codes (copy/paste your tuning profile instantly) Interactive Visualizer with customizable themes (Cyber, Sunset, Matrix) I m looking for honest feedback on: 1. How does ...

... binary, drop in your license key, and go. You can also hook up your own backend (qdrant/pgvector/chroma/weaviate), and our team is happy to help with that or point you at the docs. Enterprise is our hybrid and fully air gapped options; this has variable setup time, driven mostly by your security posture, networking, and existing infrastructure. Assuming right internal resources are engaged with our onboarding team, it's typically stood up and validated within one work day. Comment from scritty ... ... binary, drop in your license key, and go. You can also hook up your own backend (qdrant/pgvector/chroma/weaviate), and our team is happy to help with that or point you at the docs. Enterprise is our hybrid and fully air

... main Weather mini app, free to use for everyone. It still works independently on Apple Watch, so you can check the weather from your wrist without actively using the iPhone app. AQI for Everyone Weather mini 3.4 also adds Air Quality Index support for all users. AQI is available in most supported regions, with UK or US AQI formats used automatically when appropriate. It also appears in Morning Brief and Evening Forecast, so air

... tough wrinkles and leaving garments flawlessly smooth. Clinical-Grade UV-C Sanitization: Our visualized UV-C disinfection module destroys 99.9% of bacteria, allergens, and germs at a cellular level while safely neutralizing stubborn odors like smoke or sweat. Precision Air-Circulation & Drying: A high-efficiency internal fan system gently circulates warm air

... fare, so we have no reason to nudge you toward a pricier flight, and the price you see is the real one. Right now, Skye handles the cheapest dates to fly (on the routes we track), live weather and air quality, the best time to visit, airport suggestions, multi-city trips, and deals and alerts tuned to you, all in one conversation. Follow Skye on Product Hunt to keep up with where we're headed, and join the waitlist ...

... Gonna check out the beta, good luck with it. Comment from Nolan Vu(@nolan_vu): @samuelcrotti  Real pain point, props for tackling it head on. Ran a small Shopify store for a bit and the ad spend vs actual profit math was always a mess of half-updated spreadsheets, never trusted the number by the time I looked at it. If Margn can pull that into one reliable figure without me reconciling three platforms by hand, that's worth ... ... between what people say and how they say it is where the real signal lives. The "hidden between the words" framing is spot on. How well does it handle text-based async interviews vs

... both content and   product work.   2. Google Search Console I basically live in it. For anything SEO, it's the only honest source of truth   about what's actually happening vs. what I assume is happening.   3. Ahrefs keyword and competitor

... last 6+ years I've been curating amazing WFH setups in a weekly newsletter called Workspaces (500+ interviews and counting!). I'll start: 2024 14-inch MacBook Pro (personal) 2024 13-inch MacBook Air (work) 2026 Apple Studio Display Keychron K3 Max keyboard Grovemade wool desk mat Grovemade oak shelves Buddy mood lamp Fluence record player Apple Air

... beta testers and long before the "Insiders" programs began. I'm tired of it. I started slowly switchiing my preferred products a few years ago. It was time for a upgrade to my Surface Pro. I bought a MacBook Air. It is getting close to time to renew my Microsoft 365 subscription. Protonm is an excellent, much more secure end-to-end encryption office suite. Microsoft has gotten too big for its britches! Comment from Tyler(@tsouth2): Usage-based ... ... reduced their cost substantially. Comment from Jiaqi Lu(@jiaqi_lu): @fmerian  Sure thing, gotta try it next month to have some thoughts. coz we already paid for github copilot this month Comment from Jiaqi Lu(@jiaqi_lu): @fmerian VS

... wall - TestFlight review delays, Play Console setup, managing tester lists, clients who can't figure out how to install. AnShare removes all of that. Upload IPA or APK shareable link + QR code testers install in one tap, over the air. What makes it different: iOS OTA install via itms-services (no TestFlight, no cables) Android APK direct install Auto-parses name, version, and icon from the binary Password-protected builds for confidential client sharing Download analytics know who installed ...

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... Product Hunt community! I'm Scott, a 20-year Air Force veteran, licensed realtor in Atlanta, and apparently now a app builder too. I've been quietly building WriteMyLyrics.ai on the side an AI lyric generator that actually sounds like real songs, not robotic AI slop. I had no idea Product Hunt even existed until recently, so this whole thing is new territory for me. Launching tonight and would love to connect with other builders here. Happy to be part ...

... exactly when or how many . So I built NovaMind an AI inventory autopilot that tells me: The exact date to place each order (not vague "days left") The exact quantity , respecting supplier MOQs + container CBM Whether to ship sea vsair (with the actual math side-by-side) WhatsApp alerts the moment a SKU goes critical Stockout-aware forecasting (doesn't punish SKUs that ran out) Works for UK + US marketplaces, fully isolated per region. You can paste any ASIN ...

... calendar format, click a day and see what you watched, when you watched it. Export your stats and custom lists as images to share on socials, your list of favourite horror tv shows, the worst tv shows to air or whatever you may think of! You can import all your tv shows tracking from TV Time too so you never have to start from zero, glance at your watch streak and keep it active, gain achievements for different activity ...

... keywords, I targeted the specific pain points of specific users. Here is the exact playbook I am currently executing: 1 Hyper-Specific Targeting: People don't search for "Mac cleaner." They search for "How to clear storage on MacBook Air M1." I created a dynamic page template for almost every Apple Silicon and Intel model (M1, M2, M3, Pro, Air

... things, because they cannot "give someone keys" to their personal profiles. Which opens the question: Which approach brings more advantages in your opinion? Comment from Piyush Gajrani(@piyush_teq): @busmark_w_nika Most founders don t fail at brand vs product they fail at timing clarity. Knowing when to show up vs