... being evaluated. Your category is being described, and you're either legible inside that description or you're absent. Brand marketing the thing that makes people type your name is the later problem. The earlier one is whether the plain-language description of what you do matches how a person in trouble would actually phrase it. Two honest limits before anyone builds a strategy on this. One engine, one country, one month, and 91% of citations appear in only ... ... three weeks later. This is a moving target, not a channel you can lock in. What I'd actually do, and I'll keep it short because I don't think anyone knows more than this yet: Write the plain

... Forward the task to your Happycapy address. Everything you allow, nothing more Letting an AI agent into your workspace is in the same league as handing someone your house keys. So no fine print here just the rules, stated plainly. You decide which keys, and which doors. Every app connects through its own official sign-in, and the grants are specific: GitHub asks which repositories to hand over; Slack tells you outright that it will send messages as you that ... ... strictest rules of all. Happycapy operates inside your home folder only; system files are out of reach. Destructive commands are blocked by the local bridge on your machine, before they ever run. And the rules you set in plain

... 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 ... ... 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 and explain, in plain

... www.producthunt.com/products/pic... We are building picoask. You ask a question about your data in plain English, and you get an answer backed by evidence and transparency. Not just another chart to figure out yourself. While building, we kept hitting the same idea: "AI analytics" just means pointing an LLM at your database and asking a question. Basically, text2sql. Looks great in a demo, breaks in real use. Here's why It answers what you asked, not what you mean ... ... numbers. The numbers are often right and useless. It doesn't tell you if the drop is real or just noise. It ignores sample size. LLM will cheerfully tell you A beats B based on 30 data points vs

... built TellIaC because cloud architecture discussions always happen in plain English ("We need an AWS VPC with 2 subnets connected to an EC2 instance"), but converting that into code takes hours of writing complex YAML, HCL, or JSON boilerplate. TellIaC solves this by letting you write cloud infrastructure as simple, natural English sentences. What makes it unique: 1-Click Terraform Exporter (telliac export): Converts plain

... that effort making the translation trustworthy , and it turns out we were sometimes not offering it at all. Fixed below. Thank you again. Fixed The Translate chip shows up on mail that needs it. Some senders build their plain-text version by ripping the tags out of their own HTML <style> element included so the email "text" opens with a few hundred characters of .bio{margin:auto}. Skim guesses the language from that text, and on one real ... ... them, because gutting a code review to fix a newsletter would be a bad trade. CSS a message deliberately shows (inside <pre>, say) is also left alone the cleanup only touches the sender's own plain

... Most AI platforms show you the answer. TraceLogicAI shows you what happened underneath it. The mechanics begin with a controlled comparison: one task is executed through five AI architecture patterns. Plain Prompt RAG MCP Agent Loop Security-aware Each pipeline solves the same task, but the way it receives context, accesses resources, executes steps, and applies controls is different. Here s how the comparison works: One task establishes the baseline The same prompt is submitted to every pipeline. This keeps ... ... task consistent, making it easier to see whether additional architecture actually improves the result. Each pipeline uses a different execution path The Plain

... standard way to plug an assistant like Claude or ChatGPT into a tool like IFTTT, so it can actually build things for you instead of only talking about them. Once it's connected, you describe what you want in plain English and the assistant writes the filter code and adds it to your Applet for you. "Only notify me between 9am and 5pm on weekdays." "Skip this post unless the title mentions rain." "Round the temperature and add a degree ... ... symbol before it's sent." No syntax to learn, no copy-pasting from random forums, no guessing. You get working filter code plus a plain

... mostly doesn't apply. The lever is "be genuinely good and be clearly describable," and there's no shortcut through it. Two things are worth doing deliberately. Make yourself easy to describe. If you can't say in one plain sentence what you do, for whom, and what makes you different, the AI can't either and it'll either skip you or invent something. Entity clarity beats clever positioning here. Boring and accurate wins. Show up where opinions ... ... exactly the right feeling to have before running it. Mine came back describing a version of the product we'd moved past a year ago, and that sting was more motivating than any dashboard. One tip: run the plain

... suddenly lose access to all AI. But what happens if , one day, access to the leading American models is restricted more broadly? We would still have European models, open-source systems we can operate ourselves, and Chinese alternatives. But there is no guarantee that another major power would never make the same decision to protect its own strategic advantage. AI is no longer just another software category. It is becoming infrastructure. It will shape education, healthcare, national security, research ... ... world are American, and Europe should continue working closely with the United States. But cooperation and dependency are not the same thing. Technological sovereignty does not mean refusing to use foreign technology. It means having a real alternative

... users can review and correct the result before saving it. They can change the food name, portion, preparation method, quantity, or ingredients. When confidence is low, FitBin can request another picture, ask a short clarification question, or provide likely alternatives. In addition to taking pictures, users can search for predefined foods by name. Search results can include common foods, branded products, restaurant items, recent meals, favorite foods, and previously saved combinations. This allows FitBin to remain useful in situations where ... ... information For example, FitBin may explain that a meal provides enough protein for the user s muscle-building goal but contains more sodium than their remaining daily target. It may recommend a smaller portion or suggest a lower-sodium alternative

... branded extension for your product without hiring a dev - Auto-fill internal forms - Scrape a table straight into your CRM - Add shortcuts to the tools your team uses all day Custom tooling, no custom budget. 8/ (feature edit in plain English) Don't like something? Just say so. "Make the timer 45 minutes." "Add a dark mode." "Move the button to the corner." It edits the extension in place. There's also a Fix a bug button when something ... ... working tool, and developers can dig in and extend it. 10/ (feature marketplace) Don't want to start from scratch? Browse the marketplace of ready-to-use extensions, pick one close to your idea, and customize it in plain

... friendly display name hides a stranger's address, and flags lookalike domains ( paypa1.com , we see you). Link checks a link that says one thing but opens another, user@evil.com sleight of hand, and raw-IP links get stopped cold. Shorteners, plain http, punycode, weird ports and endless subdomains get side-eye too but only when the sender already looks shady, so your newsletters full of tracking redirects don't set off alarms. A link gate click a suspicious link and Skim ... ... actually goes and lets you bail or proceed. No more mystery destinations. "Check for phishing" with AI one tap to have Skim AI read the sender, the auth results, and the links, then explain the whole thing in plain

... building one means wrestling with manifest.json, service workers, content scripts, and a build pipeline. Most people with a great idea never get past "I wish my browser could just " Plugthis fixes that. Describe the extension you want in plain English, and Plugthis generates a real, working, installable Chrome extension: code, manifest, assets, and all. No command line. No boilerplate. No dev setup. How it works: 1. Describe your extension ("Summarize the article I'm reading and let me ask questions ... ... minutes, not weekends - Clean, no-code interface with live preview + code editor if you want to peek under the hood We'd love your feedback what's the first extension you'd build? Comment from Freya(@freya24): Turning a plain

... classic PageRank logic assumes. Listicle placements and brand mentions are among the most valuable backlinks for both SEO and AI visibility . Pages that already get pulled into AI search now do more heavy lifting than a pile of plain links ever did. High DA links still matter for ranking in Google's top 10. But they won't do what most teams actually want in 2026, which is showing up inside AI Overviews, ChatGPT answers, and Perplexity citations . What still ... ... look good on a report. 2. Lost link tracking with impact scoring. When a link drops, you see it immediately. More importantly, you see what it cost you in visibility not just in rankings, but in AI citations. 3. Competitor

... project: BookmarkAI. We built this simply to solve a major daily frustration that we both faced: saving and actually finding YouTube links. Let's face it: default browser bookmarks turn everything into a boring plain-text list of links. Custom YouTube playlists quickly become black holes where saved videos go to be forgotten. We wanted a workflow that is visual, intelligent, and fast. Here is what we did differently with BookmarkAI: - Visual-First Layout: We use official oEmbed integrations ... ... lightweight Chrome Extension, and the system automatically categorizes and tags your videos so you don't have to do it manually. - Semantic AI Search: Don't remember the exact title? Just type what the video was about in plain

... give up before they build the thing they actually wanted. Tools like Lovable and Bolt are great for web apps, but they hit a wall exactly at that browser-plumbing layer.  So we built PlugThis to take a plain-English description and hand you a real, working Manifest V3 extension. A few things we care about:  It scopes permissions to what the feature actually needs, and flags permissions that are declared but never used, instead of quietly over ...

... Problem Dropshippers and e-commerce sellers spend hours manually researching competitors checking their ads, estimating revenue, tracking SEO, and collecting winning creatives. It's time-consuming, fragmented, and takes away from actually growing their business. What I'm building Paste your store URL (or a competitor

... paid ads. But I have been building automations with Claude Code. You describe what you want in plain English. It writes the code. Here is what I actually use it for. 1. Full account audits in minutes. Feed it raw data. Get a client-ready brief back. 2. Automated weekly client reports. Pulls data, builds tables, emails it I do not touch a thing. 3. Budget pacing and overspend forecasting. Projects end-of-month delivery. Flags blown budgets early ... ... sets cannibalizing each other. 7. Search term mining and negative keyword lists. Finds the negatives I should have added last month. 8. Landing page and tracking QA. Checks every URL and pixel fire in the account. 9. Competitor

... everyone Just shipped Netfox 0.10 , the readability release. It now works harder to tell you what each device actually is instead of leaving you staring at hex addresses and port numbers. Know what's on your network - Plain-English identity a device with no friendly name now leads with what it is "Netgear Router Web service" instead of a bare IP. The address steps back to the subtitle. - More services recognised more of what a device announces now feeds ...

... What Meteorra AI does: Most videos fail before they're even uploaded because the metadata is wrong. Meteorra fixes that before you hit publish. 5 tools now live: YouTube Analyser score any video's metadata before or after upload Competitor Insights see why other videos beat yours Video Idea Validator validate your idea before you film Thumbnail Analyser direction and scoring before you upload Generate Strategy full pre-publish content strategy Early traction: #1 Product of the Week on Fazier ... ... VS

... Save LinkedIn posts and articles directly from the app or browser extension. Profile pages and non-post URLs are not supported. Text and Markdown file uploads: Upload .txt and .md files from Add Content, including bulk upload on Plus. Plain text becomes paragraph blocks; Markdown is parsed into formatted notebook content. On mobile, you can also share text files or plain

... Writulos already auto-generates technical docs on every push via GitHub Actions. We're now exploring expanding it beyond developers. The idea: every file in your codebase can also generate a plain English version. Not code docs, but a "here's what this does" explanation for a client, a product manager, a design partner, or a new teammate who doesn't read code. Example output for auth.ts: "This file handles login validation. It checks credentials, creates a session token ... ... file). No copy-pasting, no writing it manually. We're genuinely curious: Have you ever had to explain code to a non-technical stakeholder and wished there was a clean document you could just send them? Would auto-generated plain

... universe is aligning ." I wanted one that reads my real chart and just says what today's for then gets out of the way. So Nodal runs real ephemeris math on your actual birth chart and writes a plain-language daily reading from the transits genuinely hitting it. Plus: Tappable natal wheel tap any planet/aspect for a plain

... demo shows one Space that runs all of it, but the real problem is that the tool sprawl quietly taxes your time and your margins, and you don't feel it until you're in deep. Writing that out plainly actually changed how I pitch it, so thanks for the nudge. Comment from Robin de Lacroix(@robin_de_lacroix): For me the problem needs to be clearly understood but it's often the demo that get's me to click ... ... more than any UI polish did. So yeah, I d say naming the problem is the actual unlock. The demo just has to not get in the way of it. Comment from Viraj Parab(@viraj_parab): StartupHQ to organize competitor