... 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 ... ... hundred circles(Fourier series 30 pts) Three differential equations; two trajectories whose starting points differ by 0.0001. For a few seconds they shadow each other then part ways without warning. That is chaos, and it is why no weather

... faster, more capable way to plan trips, alongside Apple Intelligence. Apple Intelligence has powered Trip Forecasts on supported devices. With Weather mini 3.7, Cloud AI joins it as a new option, bringing a faster and more capable way to plan trips. Cloud AI is powered by OpenAI and runs in the cloud. It extends AI-powered trip planning to more devices and regions, including places where Apple Intelligence is not available. A new Cloud AI option Trip Forecasts continues ... ... support Apple Intelligence on compatible devices. Weather

... Weather mini 3.6 is now available. This update adds local weather

... paired with a 150 MW / 300 MWh battery connected to a 220kV line using plain English prompts. Grid Physics & Transmission Constraints: Modeled local high-voltage line limits with PyPSA (aligned with the NEM Integrated System Plan) alongside live weather telemetry from Open-Meteo. AI Optimization: Heaven s MARL (Multi-Agent Reinforcement Learning) optimizer charged the BESS during forced curtailment hours and dumped power back into the grid when spot prices peaked. The Bottom Line: Saved the spilled energy ... ... deliver a +42.9% revenue uplift Under the Hood (Data & Logic) Market Data: 5-minute spot pricing and FCAS data pulled straight from AEMO . Weather

... Weather on the wrist is usually about small questions, answered quickly. What is the weather

... Weather mini 3.4 is available now This update brings the Apple Watch app into the main Weather

... This update adds a new set of Weather mini Plus features for keeping up with the day without checking the app all the time: Morning Brief: a short start-of-day weather

... launch support. Being clear about which pain you solve is half the battle. Manually reviewing real founder posts to test the tool is honestly the right approach at this stage. It's slow but it teaches you what real vs performative feedback needs actually look like. Automation comes later. Comment from Nolan Vu(@nolan_vu): @gauravchadhry  Thanks Gaurav, virtual try-on that actually preserves identity (body shape, skin tone, facial features) is way harder than most people realize. Every ... ... skip, and whether the plan survives contact with reality. The "hidden risks" angle is what stands out to me. Most travel AI just optimizes for a pretty schedule, not for avoiding the 6am scramble because nobody checked the weather

... Today's Launch Lorapok Atlas API Directory I just launched Lorapok Atlas on Product Hunt today and would love your support! producthunt.com/products/lorapok-atlas-api-directory Every time I started a new project, I'd waste 30 minutes Googling "free weather API", "free AI API" only to find outdated blog posts and broken endpoints with no way to test anything. So I built the tool I always wished existed. Lorapok Atlas lets you browse and live-test 2100+ free open-source APIs across ... ... categories zero config, zero signup: Web App live HTTP testing in browser, code snippets in JS, Python, cURL & Go VS

... actually optimizes your itinerary based on: Budget Travel time between locations Daily pacing (so you don t burn out halfway through your trip) Preferences and priorities It also helps with: Real-Time Travel Adjustments based on weather, pacing, cancelations, etc! Tradeoff decisions (where to save vs

... Product Hunt and I'd love your honest feedback. Quick backstory. Last summer my girlfriend came home from a "quick 20 minutes at the park" with shoulders the color of a stop sign. I opened three different weather apps, they all showed the UV index as a tiny number next to the temperature, with zero context. No alert, no "you've had enough", nothing. I got annoyed enough to build the thing myself. What Sun Day does - Real-time ... ... number feel trustworthy or magic-box-y? 3. What's missing before you'd leave it on your home screen? https://www.producthunt.com/prod... Thanks for reading, happy to return the favor on any launches in health, wellness or weather

... influence: storm build and decay event cadence cooldown rhythms activity tempo live district pressure contract lane intensity reward timing Instead of treating the economy as a spreadsheet with legs, Blaze treats the system like a living island with pulse, weather, noise, and tension. 3. Apply bounded friction where needed Sometimes the safest move is not to cut rewards. Sometimes it is to make the system breathe harder in a few places. That can mean: raising certain upgrade or feed costs ... ... public . What still needs maturing includes: 1. Full operator-facing balance panel The admin side needs a cleaner, more complete control surface where operators can see: pressure inputs balance recommendations active bounds suggested changes recent balance receipts frozen vs

... head, it seems obvious people should be showing up. Then reality hits. No traffic, no users, no momentum. You start wondering how something that feels so good can still feel invisible. That was my wake up call with Brzzy Weather. I thought if I built a great weather

... works: Market cap determines the creature's species (BTC = Kraken, ETH = Blue Whale, meme coins = jellyfish) Price changes move creatures up or down in the water Volume drives swim speed and glow intensity Aggregate volatility controls the ocean's weather calm markets mean clear water and god rays; panic means storms It's built in Three.js with custom shaders, volumetric lighting, Gerstner wave simulation, and procedural creature geometry. Wallet auth via SIWE. Pro tier is $20 in ETH, one-time ... ... just how it s displayed. As someone working with finance and data analysis, I like the idea of translating abstract indicators (like volatility, volume, sentiment) into a more intuitive, almost sensory experience. The mapping you described especially volatility weather

... used to live in spreadsheets, forecasts, budgets, and boardroom logic. Then I started building Brzzy. Not because the world needed another weather app. Because I couldn t stop thinking: why does something we check every single day feel so lifeless? So I started building nights, weekends, early mornings, whenever I could. No big team. No funding. Just me, a lot of stubbornness, and an unhealthy amount of obsession over tiny details. That ended up mattering more than I expected. Apple ... ... always mean better product Users decide in seconds whether something feels worth keeping Consistency beats big bursts of motivation Building something real will humble you fast, but it will also sharpen your taste Brzzy is my attempt to make weather

... just by describing what you want. Instead of jumping between Bloomberg, TradingView, spreadsheets, and random datasets, R0Y generates the entire research environment for you. You can ask it to analyze something like NVDA with macro indicators, shipping data, and weather patterns affecting supply chains , and R0Y will generate thousands of lines of working code and a fully interactive dashboard in seconds. Under the hood, R0Y pulls live financial and macro data across markets, including: stocks macroeconomic data commodities crypto weather

... used to love playing Falling Sand, so I built my own version you can play right in your browser. I added weather effects, chain reactions, and synth style sound effects to make it feel a little fresh while keeping the same chaotic fun that made the original so addictive. Would love any feedback on the gameplay, effects, and overall feel. What would you add next? https://brzzy.co/falling-sand-game Comment from James Haver(@mchaver): It was a little awkward playing ...

... Over the past few years, we ve seen an explosion of AI powered apps, redesigns, and next-generation experiences. And yet weather apps somehow still feel exactly the same: Different colors. Slightly different layouts. The same numbers inside slightly different rectangles. Even with AI now being injected into everything, much of what s being created feels like surface level variation rather than genuinely new experiences. Which raises an interesting question: Why hasn t one of the most frequently checked apps ... ... phones actually evolved in a meaningful way? Curious how others here think about this? Is the weather

... instant AI-driven insights, summaries, and anomaly detection based on the dataset you are currently viewing. Real-time Data Streaming: Hook up live WebSockets to visualize dynamic, constantly updating global metrics (like live shipping traffic or weather patterns). Advanced Analytics: Compare different datasets side-by-side with our split-view A/B comparison and rankings panels. We really wanted to bridge the gap between complex spreadsheets and intuitive, visually striking exploration. I'd absolutely love to hear what the PH community ...

... 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!). If a location seems off, check for a blue circle around the marker it shows the possible accuracy range. "Can I use it on a computer or tablet?" While ...

... After seeing the popular prompts for Nano Banana Pro last month for the beautiful isometric weathers generation I decided to make an app. The app uses the local weather

... What I m building: Seazonify is a weather-aware effects platform that lets developers and creators dynamically add season-based visuals and sounds (rain, snow, storms, sunny vibes) to their apps, websites, games, and experiences. Problem it solves: Most apps feel static regardless of real-world conditions. Adding weather

... noise cleanup. Stability: Optimized memory management for high-res processing. Feel free to post your results here or report any bugs. I m especially interested in how the heightmaps perform on different surface types like bark, gravel, or weathered concrete. Looking forward to your feedback ...

... global conflict, cyber-infrastructure failures, and resource scarcity. Live Comms Relay: A built-in shortwave radio scanner that aggregates emergency broadcasts and news frequencies. Global Alert Uplink: Direct feed from GDACS (Global Disaster Alert and Coordination System) for seismic, weather, and humanitarian alerts. D. PrepHQ & AI Protocol Generator Your logistical backbone. Manage inventory and generate custom survival checklists instantly using AI. Input a scenario (e.g., "Category 5 Hurricane," "Cyber Blackout," "Civil Unrest" ), and the system constructs a context-aware ...

... Apple Watch, let s talk about the complications we actually use every day. I ll start with the one I check the most. For me, it s the Day and Night complication from Weather mini. As a designer, I often work late into the night. At some point, I always want to know: How long until sunrise? How much night is left? When I wake up, I check again. How much daylight do I still have today? Will ... ... night owl like me, I hope this complication helps you as well I recently built this complication for myself, and ended up sharing it with others too. If you re curious, it s part of Weather