... 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 ... ... explain, in plain words, why circles can draw anything. Q IDraw a capybara with a hundred circles(Fourier series 30 pts) Three differential equations; two trajectories whose starting points differ by 0.0001. For a few seconds they shadow

... Gravity is one of the hardest problems in AI product photography. Our early models produced gorgeous lifestyle backgrounds, but the products themselves looked like cutouts pasted on top. Shadows pointed the wrong way, light sources didn't match, and buyers notice that instantly even if they can't say why. We ended up building a custom rendering pipeline that maps the product's actual geometry and forces the model to generate physically accurate shadows

... back to LinkedIn. You will feel the fifteen years. The blue-and-white template. The dense wall of text posts stacked on top of each other. The same "3rd" badge next to every name. The same grey card shadows that haven't changed since profile redesigns were still called "beta." It is functional in the way a government form is functional. Nobody opens it because they want to. They open it because they feel they have to. Now scroll Instagram ... ... years by people who cared about how it feels to use. Dark, considered interfaces. Whitespace that isn't accidental. Content that is the product, not decoration bolted onto a spreadsheet. The short answer to "what's the best LinkedIn alternative

... counter Character counter Case converter Duplicate line remover Line break cleaner Text formatter Find and replace tools Markdown helpers Design & CSS Tools Create faster without unnecessary apps Useful tools for designers and frontend developers: CSS gradient generator Box-shadow generator Border-radius generator Glassmorphism generator Color picker Color converter Color contrast checker Frontend design helpers Productivity Apps Simple tools that respect your privacy Small browser apps designed for everyday workflows: Auto-saving online notepad Kanban board Habit tracker Lightweight ...

... Founders! I run an offensive security firm (SDX Shadow Labs), and we spend a lot of time pentesting early-stage startups and MVPs. I love the speed at which indie hackers ship, but I see the exact same 3 critical vulnerabilities in almost every new product. If you are building an MVP right now, check your codebase for these: 1. The "Hidden" API Endpoint You built a feature, decided not to launch it, and hid the UI button ...

... with edit access. We also polished direct manipulation: you can resize cards from all four corners, handles only appear where you can actually grab them, and the card you re resizing stays cleanly on top with no distracting drop shadow. SCIM provisioning for enterprise teams Basedash now supports SCIM 2.0, so enterprise teams can connect an identity provider like Okta or Microsoft Entra ID and automatically provision, update, and deactivate members and keep groups in sync without managing access ... ... nothing gets clipped. Refreshed chat attachment previews with rounded image thumbnails, richer file cards, consistent sizing, and a hover-to-remove control on every attachment. Smoothed out the AI chat input and panel with rounded corners and a cleaner shadow

... Zaitzow(@dzaitzow): @anna_ludwinowski I guess if I really think about it - it helps solve the 1 to many problem for lead capture - making every lead get something really unique at the end of the intake survey / quiz funnel VS being bucketed in a segment that MAY apply to them and their specific circumstance. Here is the product and we're live today if anyone feels like poking around! @stacywycof83995 @oshylabs @thenameisarian @virko_kask if you feel like checking ... ... Comment from Anna Ludwinowski(@anna_ludwinowski): @getosmo  "The receipt IS the scope" - YES, that's a sharper way to collapse messaging and product into the same thing. Most people treat those as two separate problems (what we say vs

... Changes: - Added new sorting option in "Navigator options". Now grid layout can be sorted (sorting is saved separately for list and grid layouts). - Increased shadow visibility on dropdown menus Comment from Bernard Lewis(@bernard_lewis): The stronger dropdown shadows

... with zero server uploads: https://www.freedocumentmaker.co... If you are tired of paying for mobile scanning apps or worrying about where your sensitive financial data/IDs go when using traditional cloud converters, we engineered this as a client-side sandbox alternative. Core Features: Magic Mastering Engine: Intelligent local image filters to auto-crop, fix shadows

... looking for early feedback. The idea is simple: if someone pays a financial advisor based on assets under management, what would it look like to keep part of the portfolio advisor-managed while maintaining a self-directed shadow portion that follows the advisor s allocation changes? ShadowPlan helps users: Estimate potential advisory-fee savings Create a managed vs

... days ago solo indie from Ukraine . Just wrote a candid post-mortem about everything that worked and didn't: https://dev.to/dmytrooriekhov/wh... Big surprises from week 1: PH gave 47% of total traffic HN second-submission got shadow-banned TinyLaunch approved on attempt #2 after fixing language detection Got my first Ko-fi tip today Wrote it for other solo makers thinking about launching. AMA if anything's unclear. Live: https://jobpilot-ai.pages.dev Comment from Vasileios Tsipas(@vasileiost): @mythic ...

... launched Shadow lat week and the response blew us away. Thank you to everyone who upvoted, commented, and shared. #2 Product of the Day means a lot to a small team building in public. For those just discovering us: Shadow

... Product Hunt. We're a four-person team building Shadow. Shubham (Co-founder & CEO), Mayank (Co-founder & Engineering), Priyansh (Head of Development), and me, Hersh, running GTM. Shadow

... everyone, excited to finally introduce ourselves. We're a four-person team building Shadow, real-time AI for online meetings. Shadow

... Everyone keeps hyping AI meeting notes. I was myself using @Fathom . But after trying @Shadow , most meeting assistants suddenly feel outdated and stuck in 2023... Shadow

... Three people have already died. This is a real, unfolding public health event, and our thoughts are with everyone affected. We don't want to minimize that. People are scared. That's understandable. But fear, especially online, has a shadow. And that shadow

... last time I did a launch, it got actually flagged by Product Hunt and it was shadow banned, even though I didn't do anything. So, if you can help me understand how to avoid this happening in the future, it would be very helpful asai would be happy to have a successful product launch in this community and get some feedback from its users ...

... built a camera that writes poetry. What is Auralis? Point it at anything a window, a face, an empty room, a street at dusk. It watches the light. It reads the colors warm or cool, bright or shadowed. Then it writes a short, atmospheric story. And it generates a piece of ambient music to match tempo, key, texture all born from the image. No filters. No editing. No "perfect shot." Just a moment. And what the moment felt like ...

... usually includes constraints, tradeoffs, and small details that are hard to fake. In B2B, for example, a generic AI post might say, build trust with suppliers. A more human answer would mention the actual messy parts: unclear MOQ, sample vs production specs, certification documents that do not cover the exact SKU, packaging files that are not ready, or buyers comparing quotes that are not based on the same assumptions. That kind of detail does not have to sound perfect ... ... bare minimum, honestly but then changing a few words doesn't fix the underlying problem which is that the thinking isn't there in the first place. You can tell immediately when someone's edited an AI draft versus

... shows you every flagged clause, ranked by severity: Critical, High, Medium, Low. You see the exact text from the original document, explained in plain language. 25 flagged clauses. Surveillance & Content Monitoring. Precise Location Tracking. Third-Party Data Sharing. Shadow Profiles. All there. All hidden. Until now. Now You See All the Data. See a complete map of every category of data collected about you , Biometric Data, Financial Info, Camera, Location, Search History, Photos, Advertising Data , each rated by severity ...

... Tech (Core Benefits) The State Machine Engine: Set it and forget it. Our Automated Campaign Transitions use Cloud Tasks to move your store from "Pre-launch" to "Live" to "Completed" at the exact second you choose. Design Studio with Shadow DOM: Customize your launch UI with a code-free visual editor. Thanks to Shadow

... process before hitting the open market AI-generated news affects valuations in real time (think earnings reports but for athletes) Tradeable indexes bet on a position group, a league, a narrative Two factions driving market sentiment: Integrity vs. Shadow

... Product Hunt community I ve been a long-time lurker, watching how you all build and launch. I m finally stepping out of the shadows because I ve spent the last year obsessed with a specific, expensive gap in how we work. My background isn't traditional tech, it s HR and Operations. I ve spent my career advising executives on how organizations actually run. The realization that changed everything: Companies spend millions on software to manage projects , but almost ...

... Vibe Coding always felt counter-intuitive to me. As a developer, I think in code, not paragraphs. So I built Shadow Code, a VSCode extension that allows me to convert the pseudocode in my head to clean, accurate, high-quality code. Compared to Vibe Coding, Shadow

... Just real content you're already watching or listening to How it works : Watch a video / listen to a podcast in any language FluentCap transcribes + translates in real-time Select any word see IPA (/t ' /) + click Speak Shadow the pronunciation build accurate sound models Free forever no subscription, no ads. BYOK model with 750+ free hours from providers. https://fluentcap.live https://fluentcap.live/blog/pron... https://fluentcap.live/download ...