... 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 ... ... weather forecast survives two weeks. Candidates must bring this butterfly to life on screen. Q IIWhy the butterfly flaps its wings(Lorenz attractor 30 pts) Turn a needle around inside a flat region: how little area must it sweep

... build or use browser agents across multiple profiles or environments, how do you avoid that. A hard confirmation step, distinct profile naming, something else? Comment from Arnold Oshenye(@oshylabs): @abdullah_javaid3 Six instances and two dead sessions in one sweep is a better dataset than mine. What your version adds is that the id is not even a reliable pointer to a live session at connection time, before any mid session drift gets a chance. So the id answers which ...

... nothing, the reviewer's normal experience becomes an empty screen, and empty screens train people to expect empty. Whether the one that is not empty gets read properly on day forty is an open question. It still beats the alternative, because a difference against a background of silence is about as salient as anything gets. And yes to the small pile. Most of what gets called judgement is work nobody has bothered to make mechanical yet. Comment from Aadil Ghani ... ... there's no shared webhooks folder they both sit under. so the glob fix doesn't even apply to the three i have today, they were never colocated in the first place. which proves your enumeration vs

... cost of AI agent me and my team are using. lmspend.vercel.app Comment from Mehran Shamshiri(@brainyron): Not another todo list: uprator is your whole operation as a galaxy. Goals and habits are stars you navigate, and an AI agent sweeps stray tasks from your inbox onto the map. Next.js on Vercel . Space Jump to the galaxy: https://uprator.com Geeks!!!! How The 7 Habits one sun at the center. Your mission, and everything orbits it. First Things First what matters most ... ... building in almost the exact same lane with FounderFlow. Curious how you're handling the "which business needs me right now" problem specifically, that's the part I've found hardest to get an agent to judge well, versus

... paying the wrong token or amount, manual reconciliation, managing multiple chains, and the lack of a professional invoicing workflow for crypto businesses. Some features include: Multi-chain crypto invoices Partial payments across different tokens Auto-reconciliation Recurring invoices Auto-sweep to your wallets API, webhooks, and AI integrations If you accept crypto payments: How do you invoice customers today? What's your biggest pain point? Would you use something like this? Demo: https://settlematic.com Brutally honest feedback is welcome ...

... have one update system. Some apps live in the App Store, some in Homebrew, some self-update, some hide updates in menus, and some require checking a vendor site. It gets messy fast. macCurrent gives you one reviewable sweep: See apps by source and update status Check whether an update looks safe, risky, or needs manual review Back up apps before direct replacement updates Keep per-app history for scans, backups, updates, and failures Hand off to the safer update ...

... locally (llama.cpp sidecar) and Groq's openai/gpt-oss-120b on the cloud side ... both open-weight. Once we stop trying to pick "the best model" and just treat them as different tools wired into a router, the "open-weight vs frontier" framing kind of goes away. For my own coding work I'm a Claude Code daily-driver, so my personal stack is totally different from what my product ships. But the Kilo takeaway "matching the run to the job" tracks both ... ... someone else's server" as another routing dimension. Comment from Ahmad(@blah_mad): Most teams will probably end up with routing rules, not a favorite model. For coding work I would split by failure cost. Cheap model for broad sweeps

... Google I/O 2026, the company announced the most sweeping set of changes to Search in over 25 years. The shift is conceptual as much as it is technical: traditional search waits for you to show up with a question. Information agents operate continuously in the background, reasoning across information to find what you need at the right moment Here is what changed and why it matters for your brand. 1. Search now works while you sleep Google introduced information agents ... ... factual, structured, and authoritative enough to be cited inside those generated experiences. 3. Your brand's entity footprint now matters across personalized contexts. The same search for "accounting software" will yield different results for a solo founder versus

... what's new: Netfox 0.7.0 goes deeper on ports and gives Settings a fresh, scannable look. Full Scan The curated catalog is fast and quiet, the right default. When you want to dig deeper on one device, Full Scan sweeps a wider range well-known ports (1 1024), all 65,535, or a custom range you type with a live progress bar and a running count of open ports. Cancel any time. It's per-device and never part ... ... scheduled sweep

... 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

... like all of us, governments, myself, business are caught up in What the Heck is Social media? From what I can see Governments are trying to stop kids from Porn, Fake News, and screen time, but of course a sweeping brush against some social suppliers will never solve the issue, and actually deprives kids of the good parts of social media. I was lucky, being brought up in a time when as kids we could go out and play literally ... ... void, it will get filled and maybe by something far more nefarious - I believe in the government sentiment, but I am gobsmacked at the solution - I fear it will backfire - kids are not stupid and they will find an alternative

... other tools. the question isn't whether Siri AI is good. it's whether it's good enough to break a behaviour that's already formed. Comment from Peter Shu(@peterz_shu): Apple usually is the late seducer who sweeps everyone, but probably not gonna work this time. Everyone else is also so big. One exception: hardware rlly is an edge. Cuz no other ai company is touched physically by so many people in the world Comment from Ankur Jeswani ...

... score is assigned at storage time by the LLM, or inferred if left blank. Comment from Rahil Pirani(@rahilpirani): @prince__kumar  That s the exact problem v1.8 is built around. The nightly compression job runs a tag sweep. Any tag with more than 10 entries triggers synthesis. The LLM writes one cohesive paragraph capturing current state for that area, stores it as the authoritative version, and the originals get a 0.4 score penalty in recall ranking so they stop ... ... week, except the LLM synthesizes them into a single current-state paragraph rather than just deleting the old ones. Comment from Anthony Adams(@anthony_adams_): How do you decide when a memory is important enough to keep separate versus

... your mix to control the dynamic FX rack. Using terms like clean, energetic, dark, or warm vintage will load matching EQ , saturation, and reverb presets. You can also prompt for filter movements, such as asking for a filter sweep on the intro or an automation swell on the drop. Exporting Your Stems Once the system finishes rendering, you receive the full track along with sample-accurate, individual stems in professional WAV or MIDI formats. This gives you complete freedom ...

... Google I/O, the company announced the most sweeping set of changes to Google Search in over 25 years. The core shift? Moving from a box where you type keywords to a control panel where you deploy AI agents to do things for you. Here is what changed and why it matters for brands. 1. The Era of "Information Agents" has arrived You no longer have to keep searching for the same thing repeatedly. Google introduced information agents , which are persistent ... ... single query to ensuring your brand is visible across an entire category of ongoing user intent . What I am curious about: What is the first task you would delegate to a 24/7 Search Agent? Apartment hunting? Monitoring a competitor

... holo / 5% secret / 2% shining / 1% crystal), and I went deeper than I probably needed to on the rarity-specific visual effects Crystal cards have a refractive shader, Gold Stars get the gold gradient, Lv.X has the holo-foil sweep. Stack: React 19 + TypeScript + Vite + Tailwind 4 + Zustand, Cloudflare Pages, Pokemon TCG API. Programmatic SEO build step generates ~6,800 prerendered card / pokemon / pull-odds pages. I built it because I missed ripping packs as a kid and the existing ...

... into more branches, higher price for the all-rounder bots and lower price for the specific tasks targeted bots. Comment from Rohan Chaubey(@rohanrecommends): In my city, there are already plenty of tech products designed for household chores like sweeping, dishwashing, and laundry. So, if a single robot could come home and handle all these tasks, I don t think people would have much of an issue with it. Since specialized devices for each activity already exist, having a humanoid ...

... everyone! The ChoreFit app flips the script, turning overlooked daily chores into proof that every step, sweep, and scrub counts as fitness: ChoreFit turns chores like vacuuming and laundry into measurable workouts, syncing with Apple Health and Apple Watch. It s grounded in Non-Exercise Activity Thermogenesis (NEAT) science and metabolic equivalent values (METs). NEAT science measures the base energy cost of chores, and ChoreFit enhances that by factoring in weighted vests and wrist bands, which increases load ...

... works: drives comments, boosts algo reach, and the reward ties straight back to the product. See the post . Stormy AI (AI-based influencer marketing platform) Posted a more humble video (product demo). Founder offered to do free mini influencer sweeps for your company's niche. Why it works: gives real value, sparks conversation online with the founder, and gets customer into the product. See the post . Takeaway Social feeds are overcrowded + too many posts sound the same + brands are bottom ... ... Ting out, sounds super interesting, and I think it could be a perfect tool for our micro startup team! Comment from Dheeraj(@dheerajdotexe): Love this breakdown, it's actually refreshing to see someone actually spell out both sides (attention vs

... clearly define your target audience: Who are they? What's their knowledge level? What market are they in? What kind of content do they usually consume? What content actually works for them? This is essentially user profiling combined with competitor analysis. Back when we were creating educational content, we'd put a ton of effort into user interviews, benchmarking against others, and even using a PBL (Project-Based Learning) approach to constantly refine our content structure ... ... work, but it really paid off. Let Go of the "Masterpiece" Obsession. We often tend to equate "good content" with some grand, sweeping

... I m running a small service called  SubSweep  to help freelancers, solopreneurs, and indie makers find and eliminate ...

... cursor with Claude Sonnet 4, and it's really good compared to other models. But I am hitting the rate limit frequently and can't use it anymore. I cancelled my subscription with Cursor and am looking for alternatives. I also tried Gemine 2.5 Pro and o3 models, but they are not as good as Sonnet 4. I signed up for Google Vertex AI where you get a free trial with 256 credits, where you can use the Sonnet ... ... results are mostly pretty good. A few things I ve come to love: Even though it s a CLI tool, it s pretty integrated into my IDE. When installing the CLI, it automatically installs the Jetbrains or VS

... models? Comment from Andr J(@conduit_design): Not O1 mini. O1 Regular (~$100 a day). It's hellish expensive. But packs more punch for more complex higher level tasks. I wrote a bit about when I use deluxe models vs when I use cheaper models here: https://eoncodes.substack.com/p/... TL;DR: You get more on point, more well researched solutions for abstract problems with more than one answer by using the expensive and slower models like O1. Perfect for fast ... ... power. Also wanted to try Google gemini 2.5 pro. But cursor has not added it yet to their model list Comment from Andr J(@conduit_design): Using O1 Regular on mature project also has its merits. I do refactor sweeps