... goes back into reading the thing before merge, not after the bug report. Ten minutes of generation buys three minutes of reading. It's not rigorous and it doesn't need to be; the point is that the ratio can't be zero, and left alone it drifts to zero. The second thing: pick the surfaces where you refuse to skim, and be specific. Anything touching auth, payments, data deletion, or what leaves your machine gets read line by line ... ... budget rather than a rule is that I failed at every stricter version first. "Always review AI output" has no partial credit: the first week you don't, you've broken it, and then you quietly stop. A ratio

... outs. After running this task, the main stylesheet size dropped from over two hundred kilobytes to just thirty-four kilobytes, which made a massive difference in mobile loading speeds. --- Day 3: Solving the Micro Technical Friction (Product Image Aspect Ratio Issue) By Wednesday, I ran into my first real technical hurdle. The template's product cards were designed to display beautiful medical device images in a clean grid. However, the original CSS rules for the product thumbnail containers ... ... exact shape of every supplier image. Some images are perfectly square, some are wide boxes of medical gloves, and others are tall bottles of hand sanitizer. I needed a flexible, modern CSS solution that would handle any image ratio

... those of you doing this solo (or with a tiny team) what's your actual split? Is it a strict schedule (mornings = build, afternoons = marketing), or more reactive depending on what's on fire that week? Has that ratio shifted as you've grown, or gotten more lopsided one way? Trying to figure out if I should be spending less time in the editor right now, or if that's premature. Comment from Arash Rahimi(@irahimiam): More reactive than scheduled ... ... here. What actually moved my ratio

... display their mobile app designs. Since mobile screens are vertical, they needed portrait-style thumbnails. This is where I hit my first real technical bump. The theme s portfolio grid was hardcoded to use square images (1:1 aspect ratio). When I uploaded the vertical screenshots, the top and bottom of the app designs were cut off. The theme options panel did not have an easy toggle to change the image crop ratio

... fitting inside their card containers, the SVGs stretched infinitely downwards. This pushed the actual product text and images out of alignment, making the cards look broken and messy. The problem happened because Safari s rendering engine handles SVG aspect ratios differently when percentage widths are placed inside absolute-positioned flexbox containers. To fix this, I rewrote the card styling, wrapping the inline SVGs inside a wrapper div with a defined aspect ratio

... post is the part worth stealing. Count the items you shipped last quarter that a customer would care about. Count the sends that told your whole list about any of them. Divide. That's your Ship-to-Tell ratio, and it's almost always a single digit. Everything under 100% is value you paid to build and then didn't distribute. The post connects that gap to three dashboards: adoption (Pendo's data puts rarely-or-never-used features ... ... cost $0.20 to a new-customer dollar's $1.13 in the Pacific Crest survey, but only if the customer knows the upgrade exists). Full post: https://blog.heynews.co/saas-cus... If your company ships weekly and announces almost nothing, run the ratio

... past year I have been developing a paper trading app for beginners. It is meant for learning core financial and investing principles. Some core features are: - Stocks and options - Important stock metrics such as growth rate, WACC, ROIC, P/E Ratio, Beta, etc. - Includes a DCF model calculation for most stocks - Backtest portfolios - See statistics like sharpe ratio

... agent got stuck re-reading the same directory before I noticed. None of that was the model doing useful work, it was just me being sloppy with session hygiene. For people running this stuff daily, what's your actual ratio of necessary spend to spend you could have avoided with better habits? Has anyone found a workflow? such as starting fresh sessions more aggressively, summarizing before continuing, caching, that meaningfully cut this down without losing useful context ...

... When a site suddenly introduces hundreds or thousands of new URLs, Google does not automatically expand its budget to accommodate them. It evaluates the site based on three factors: Perceived Inventory: The total volume of URLs Google believes exist versus what it actually deems useful. Demand: How much users and Google actually care about the topics you are publishing. URL and Domain Popularity: The baseline authority your site possesses to justify the processing cost. If you flood your site with ... ... This means bots that gather content for both search indexing and AI training will be blocked by default a change that hits Google especially hard since it uses a single crawler for both purposes. Cloudflare cited crawl-to-referral ratios

... reserves the exact space needed for the icons before they render on the screen. /* Reserve dimensions for lazy-loading service icons to prevent layout shifts */ .zentro-service-icon-wrapper { display: inline-block; min-width: 64px; min-height: 64px; aspect-ratio: 1 / 1; content-visibility: auto; } @media (max-width: 768px) { .zentro-service-icon-wrapper { min-width: 48px; min-height: 48px; } } Adding this inline style brought our CLS score down to a perfect 0.01. The page now loaded without any jarring visual ...

... Google still largely shows traditional results. AI search is mostly eating informational traffic, not purchase-intent traffic. Second, the traffic that AI does send is higher quality. ChatGPT-referred visitors spend an average of 15 minutes on a website versus Google-referred visitors at 8 minutes. Sessions from AI referrals grew 527% year over year in the first five months of 2025. Third, only 16% of brands are systematically tracking their performance in AI search. That means 84% of your ... ... competitors

... didn't like the automatic categorization. - Recurring expense and subscription detection. - Analyze your expenses and detect anomalies. - Expense splitting with partners or roommates (our family uses this a lot as we share our expenses based on our annual income ratios). - Multi-currency support. I built it so you don't need to be an accounting guru to use it because I am not an accounting guru myself. But years of dogfooding means it's shaped entirely by my habits ...

... personal failing. It's a design failure of the tools we're all handed. The tools weren't built for you Open any major brokerage app and you're greeted with candlestick charts, moving averages, P/E ratios, and a dozen other metrics that assume you already speak finance fluently. If you didn't study economics or work in trading, none of that is intuitive, it's a foreign language dressed up as a dashboard. So what happens? People either: Check ...

... 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. what we build) and you just made them the same mechanism. Comment from Anna Ludwinowski(@anna_ludwinowski): @getosmo  That's great - you're further along than many! But that's the hard part too, right? Because the calibration ... ... 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

... issue is structural. When a platform makes it easy to post about your product, people post about their products. When there is no filter between genuine contribution and self-promotion, the promotional content takes over. The signal-to-noise ratio collapses. This is how platforms die slowly. Not from lack of users, but from lack of reason to pay attention. The Algorithm Is a Values Statement Here is something that does not get said enough about social platforms. The algorithm ... ... real world. The people in any field who actually get listened to are not the ones who shout loudest about their own work. They are the ones who consistently contribute insight others find useful. Their signal-to-noise ratio

... makers want more context, not just rankings. I'm currently experimenting with a BI layer that analyzes Product Hunt activity beyond the daily leaderboard. Current prototype dashboards include:: Launches by category Votes by category Hunter activity Comment-to-vote ratios Historical launch trends My goal is to help makers answer questions like: Which categories are becoming more competitive? Which hunters are consistently active? When is the best time to launch? What engagement patterns correlate with successful launches? If you could ... ... ship , because it answers "is PH getting harder?" with real numbers. Thanks Hossein. Comment from M. M. Carvalho(@m_m_carvalho): @etiennegarcia  Good call lumping first launches, relaunches and major updates together would skew every benchmark. Separating new vs

... chance, would really appreciate your thoughts on AI Hive too, we help teams build automation flows for their workflows: https://www.producthunt.com/prod... Comment from Nolan Vu(@nolan_vu): @divvsaxena  Haha no worries man, happy to help. Doing competitor research first is smart, saves you from building something that already exists in a worse form. Honestly user mood detection is underrated as a focus, most tools just chase features and forget that people interact differently depending on how they ... ... hikers and runners is such a practical, unglamorous problem that actually matters a lot in the western US right now. Pulling in NOAA data instead of just a generic AQI number is the detail that makes this useful vs

... tools, all running entirely in the browser with zero uploads: Image Compressor - PNG, JPG, WebP, AVIF up to 90% smaller Image Converter - convert between any format HEIC Converter - iPhone photos JPG/PNG, instantly Image Resizer - batch resize with aspect ratio lock Crop & Resize - freehand or fixed-ratio

... time. The breaker can fire late, and the record model already supports that because outcomes bind to ids that persist. That's the genuinely satisfying part, this whole chain, the latency signal, outcome-binding, asymmetric tighten/loosen, severity-vs-ratio

... Kling v1.6 Pro, MiniMax Video-01, Stable Video Diffusion, Seedance 2.0, Stable Video XT, Luma Dream Machine, and CogVideoX (local, free, no API key) - 3 generation modes Text-to-Video, Image-to-Video, Video-to-Video - 6 aspect ratios 16:9, 9:16, 1:1, 4:3, 3:4, 21:9 - Prompt enhancement write a rough idea, click Enhance, and the LLM expands it into a detailed cinematic prompt - One-click add to timeline preview the result, then drop ... ... editable clip - Generation history all your previous generations are saved so you can reuse them without re-running How it works: 1. Pick a provider and model (or filter by provider) 2. Write your prompt 3. Choose aspect ratio

... share and discuss a product I have made called Snaplyze . Most of us find out about great tools, repos, and models about 6 months too late - not because we're not paying attention, but because the noise-to-signal ratio is brutal. Plus, too much information is overwhelming. I built Snaplyze to address this issue for me. It's a digest app for devs, PMs, and founders that surfaces what's worth knowing - repos, R&D, models, new frameworks ... ... emerging products - and breaks each one down in three layers: 10-second product info - is it even worth your time? Full breakdown - how to use it, who it's for, Dev/PM/Founder playbooks, competitors

... them, photo profiles were special in a similar way. When I double checked the profiles, the links were not working. And I hate finding myself interacting with bots. What is the limit that bothers you in interacting with AI vs what feels fine? A/ Interacting with a bot B/ Interacting with content being 100% generated C/ The person giving the idea, and asking AI to write an answer. D/ Asking AI to rewrite E/ Correcting with AI It was funny ... ... data. What it can't do is tell you that a specific lender will require 18 months of DSRA for a merchant wind project but accept 6 months for a fully contracted solar plant, or why the P90 exceedance ratio

... building automations, SaaS products, or content pipelines, you need something API-first and workflow-ready. That s why I built AI Image Generator Text to Image What it does: Generate AI images from text prompts Multiple aspect ratio support Customizable image settings Automation-friendly API access Easy integration with n8n, Make, Zapier, and backend systems Perfect for: Social media creatives Product mockups Blog thumbnails Ad creatives YouTube thumbnails Pinterest pins Bulk content generation workflows Built for: Developers, marketers, founders, agencies ...

... turboquant-gpu library. The GPU backend runs cuTile fused kernels for the full 2-bit / 3-bit KV compression path. The CPU backend uses a PyTorch fallback with physical-core thread pinning and MKLDNN acceleration. Live-measured compression ratios in the UI. No more static lookup tables you see the actual compression your backend produced on the last request. Graceful fallback everywhere. Missing CUDA? Falls back to CPU. Missing cuTile kernels? Falls back to PyTorch. The service always comes ...

... spaced repetition apps are designed by power users for power users. They've lost sight of the actual goal: remembering things. MemoRep is different. It was built on one insight: simplicity beats complexity every time. The Problem: Feature Creep vs. Memory Retention Take a step back. Why do you want to use spaced repetition? To remember languages To retain programming concepts To master music theory To ace exams To keep professional skills sharp What's common to all these goals ... ... Build the Deck Before You Optimize Create 50 cards first. All simple, all imperfect. Once you have a deck, THEN worry about improving cards. Most people spend 80% of their time optimizing 20% of their cards. Reverse this ratio