AI 资讯
JioHotstar Explains the Distributed Engineering Behind Personalized Ad Requests at Streaming Scale
JioHotstar explains the distributed architecture behind its real-time ad request workflow, covering ad decisioning, waterfall tiering, pacing algorithms, latency optimization, and service coordination required to select and deliver personalized advertisements during streaming playback at scale. By Leela Kumili
开发者
Traveling this summer? Don’t go without these essential gadgets
There's a chance that you've already taken your big summer trip. If not, August and early autumn are wonderful times to travel. No matter when or where you go, there are some products that can make the boring parts of your trip more fun, and the fun parts of your trip even better. We picked […]
创业投融资
Disney+ looks to TikTok creators to bring fan content to its short-form video feed
As streamers compete with social media giants for viewer attention, Disney+ is partnering with TikTok to bring creator content to its app.
AI 资讯
13 Best Coolers for Sunshine and Nighttime (2026)
We tested coolers on camping trips, road trips, beach days, and at parties to bring you our favorite models for every situation. The Yeti Tundra Haul is our top pick.
科技前沿
The Best MagSafe Accessories (for Android Too!): Chargers, Wallets, and More
MagSafe accessories make your phone feel uniquely yours. These are our favorites, including Android-friendly Qi2 picks.
创业投融资
No One Can Afford to Make ‘Myst’ Games Anymore
“Myst” sold over 6 million copies in the ’90s. Its latest sequel couldn’t shore up any funding, pointing to an existential crisis among double-A games.
AI 资讯
I built a short-code marketplace with zero npm dependencies (Node.js 22, no framework)
I've been going back and forth on whether to share this — it's a pretty niche idea, and I wasn't sure if it's clever or just weird. But here's the technical side of it, which I figure this crowd might actually appreciate regardless. What I built: claimo.me — you claim a short code (2-4 letters, or a custom name) for a one-time fee, no subscription, permanently yours. Each code is configurable as a redirect link, a QR code, or a small profile card. There's also a "Claimo Map" — every possible code is a clickable pixel you can browse, inspired by the old Million Dollar Homepage. The part I actually want to talk about here: it's zero-dependency. No Express, no ORM, no build step — just Node.js 22+'s built-in http module and the new built-in node:sqlite. I wanted to see how far "just the standard library" actually gets you for something real — payments (Stripe), admin moderation, rate limiting, a live interactive map UI, the works. Some things that surprised me building it this way: node:sqlite's DatabaseSync is genuinely pleasant to use, but it's missing conveniences like better-sqlite3's .transaction() helper — I ended up writing a small manual BEGIN/COMMIT/ROLLBACK wrapper. Routing without a framework is maybe 40 lines of code and I stopped missing Express within a day. The real cost isn't runtime performance, it's losing the ecosystem — anything I'd normally npm install for free (input validation, rate limiting, even basic templating) I had to hand-roll. Some of that was genuinely good for me, some of it I'd reconsider on a bigger project. Business side, since half of you will ask: it's a real registered business, payments go through Stripe only (I never touch card data), no crypto, nothing weird. The paid tiers fund keeping a free short-link tier alive too. Honestly — is the zero-dependency thing a genuinely good call for a real production app, or am I just going to regret it in a year? And separately: does "own a short code" as a product idea make any sense to you
AI 资讯
Seedance 2.5 is priced 53% above 2.0 per token, and its 480p frame shrank
Seedance 2.5's API opens on August 7. ByteDance published the pricing ahead of it, and there is a detail in there that will quietly break your cost model if you carry it over from 2.0. Video is quoted per second and metered per token: tokens = (input_video_seconds + output_seconds) × width × height × fps / 1024 fps is fixed at 24. Multiply by the per-million-token rate and that is the bill. The published rates USD per million tokens: Model No video input With video input Seedance 2.5 (480p, 720p) 10.70 6.40 Seedance 2.0 (480p, 720p) 7.00 4.30 Seedance 2.0 (1080p) 7.70 4.70 Seedance 2.0 (4K) 4.00 2.40 2.5 costs 52.9% more per token without video input and 48.8% more with it. Only 480p and 720p are published for 2.5. No 1080p, no 4K, and offline inference reads "not supported yet". Look at the 4K row before you move on. It is the cheapest tier per token, 43% below 480p, and it is also the most expensive output on the board, because a 3840×2160 frame carries 19.4 times the pixels of what 480p actually renders. The rate drops 43% while the token count climbs 1940%. Comparing providers by scanning the rate column gets you the wrong answer by roughly a factor of eleven. The 480p frame changed and nobody said so This is not in any release note. It falls out of dividing ByteDance's own worked examples by their own token rates. Their published five-second, 16:9, no-reference examples: Model 480p 720p Seedance 2.5 $0.514 ($0.103/s) $1.156 ($0.231/s) Seedance 2.0 $0.352 ($0.070/s) $0.756 ($0.151/s) Divide price by token rate to recover the token count, then by 24/1024 to recover pixels: const tokens = pricePerVideo / ( ratePerMillion / 1 e6 ); const pixels = ( tokens / outputSeconds ) * ( 1024 / 24 ); // Seedance 2.5, 480p: 0.514 / (10.70/1e6) / 5 = 9,607 tokens/sec // 9,607 * 1024/24 = 409,899 px -> ~854 x 480 // Seedance 2.0, 480p: 0.352 / (7.00/1e6) / 5 = 10,057 tokens/sec // 10,057 * 1024/24 = 429,105 px -> ~873 x 491 720p resolves to 21,600 tokens per second on both versi
AI 资讯
The Best Gaming Mouse You Can Buy After Testing Dozens of Models
From wired to wireless to ultralight, we've tested dozens of gaming mice to find the best for work, your next MMO, and everything in between.
AI 资讯
The Best Cordless Vacuums (2026): My Brand-New Top Pick
Clean your house without the constraint of a power cord, thanks to these stick vacuums.
AI 资讯
Swarm of OpenAI Agents Exploit Artifactory Zero-Day to Escape Sandbox and Breach Hugging Face
Security disclosures highlighted vulnerabilities in AI evaluations of autonomous cyber capabilities. Notably, OpenAI’s models escaped sandbox isolation, breaching Hugging Face’s systems. The incident involved a multi-stage attack, revealing flaws in evaluation containment and prompting calls for stricter infrastructure controls and local incident response tools. By Olimpiu Pop
开发者
Stop hls.js from flapping between quality levels on cellular (with abrSwitchInterval)
TL;DR ABR "flapping" is when your player hops between quality levels every few seconds on a jittery network, and each hop is a visible lurch. We'll detect it from LEVEL_SWITCHED events, then fix it in layers: widen the bandwidth-estimator memory, make upswitches earn their place, and cap the switch rate with abrSwitchInterval (new in hls.js 1.7). Config + a detection snippet you can paste in today. 📦 Code: github.com/USER/hlsjs-abr-tuning, replace before publishing The bug nobody reports correctly Users don't file "my ABR is flapping." They say the video "kept changing" or "couldn't decide." What's happening: on cellular, throughput is spiky, and the player's bandwidth estimator treats every spike as the new truth. One fast segment and it jumps to 1080p, one slow segment and it drops to 240p, over and over. Low rebuffer ratio, good startup time, and still a miserable watch. Counterintuitively, feeding the player fresher bandwidth data makes this worse, because fresher data is noisier. The fix is a player with a longer memory and slower reflexes. Let's build that. 1. First, detect the flap 📊 Don't tune by vibes. Count level switches per minute of playback. Every switch fires Hls.Events.LEVEL_SWITCHED . // abr-monitor.js, hls.js 1.7.x, node 20+ tooling / any modern browser import Hls from " hls.js " ; export function attachFlapMonitor ( hls ) { const switches = []; hls . on ( Hls . Events . LEVEL_SWITCHED , ( _evt , data ) => { const now = performance . now (); switches . push ({ t : now , level : data . level }); // keep a 60s sliding window while ( switches . length && now - switches [ 0 ]. t > 60 _000 ) switches . shift (); const perMin = switches . length ; const reversals = countReversals ( switches ); if ( perMin >= 6 ) { console . warn ( `[abr] flapping: ${ perMin } switches/min, ${ reversals } reversals` ); } }); } // a "reversal" = up then down (or down then up), the signature of flapping function countReversals ( s ) { let r = 0 ; for ( let i = 2 ; i < s . l
产品设计
Damn Popovers
Cookie banners are still a nuisance. GDPR, the European privacy law, seems like a perfect example of...
AI 资讯
Listmargin
Listmargin works out your eBay final value fees, ad fees, and what you actually keep on a sale. Most fee calculators copy a four-line summary of eBay's rates. This one reads the full published schedule: all 46 category rates, the store subscription tables, and the four categories where crossing a price threshold re-rates the entire sale. It's free, with no signup and no paid tier. There's an embeddable version if you run a blog or a tool site. A weekly monitor re-reads eBay's own fee pages, so when a rate moves the calculator gets corrected instead of drifting out of date.
AI 资讯
Best wireless earbuds for 2026
It's safe to say the wireless earbuds space is pretty saturated. We've tested and reviewed dozens of models; these are our top picks.
科技前沿
The Best Audio Players for Kids: Yoto, Toniebox, and More
Whether you want an audio player that’ll grow with your kid or one that your toddler can operate independently, I have a recommendation for you.
科技前沿
8 Best Password Managers (2026), Tested and Reviewed
Keep your logins locked down with our favorite password management apps for PC, Mac, Android, iPhone, and web browsers.
AI 资讯
Best Car Vacuums (2026): Handheld, Cordless, Shopping Tips
These portable vacuums make quick work of snack crumbs, tracked-in dirt, pet hair, and the mysterious debris beneath your seats.
科技前沿
The Best Kids’ Backpacks for the 2026 School Year
Your kid’s little lunch hauler takes a brutal beating every day. These are the backbacks our own kids have tried and loved.
AI 资讯
The Verge’s 2026 back-to-school shopping guide
Knowing exactly what your student needs for the school year ahead is next to impossible. Sure, you'll probably nail the essentials, but there will likely be a few items you forgot to buy, or didn't think they'd need to have. We're pulling our weight during the back-to-school season with a new shopping guide that's a […]