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An error with the cloud computing giant’s billing operation caused some customers’ monthly bills to rise from a few cents to billions of dollars.

The FireSat program can spot wildfires that other satellites miss.

TikTok is starting to test an opt-in tool that scans for AI likenesses and lets creators report them to the company, as spotted by social media consultant Matt Navarra. The tool is initially being tested with "some" US creators, TikTok US spokesperson Zachary Kizer tells The Verge. YouTube has been working on a similar tool […]

The potential deal highlights a growing trend of complex, multi-stage funding rounds that mask true entry prices.

"Missiles are being launched at the joint force every single day in [Operation] Epic Fury."

The US is home to some of the most polluted air on the planet as smoke from 120 out-of-control Canadian wildfires drifts across the border.

Pebble founder Eric Migicovsky says buyers of its new e-paper smartwatches should know what they're signing up for and trust Pebble to make things right if they run into issues, despite the short warranty. "I think the most important thing is trust," Migicovsky told me in an interview this week. "Do people trust the product […]

"We're turning the clock back on rational healthcare."

After the browser transfers a file, the server may still scan, transcode, extract metadata, or generate previews. The interface needs status updates, but the most fashionable real-time transport is not automatically the most reliable choice for an event guest on a mobile browser. Start with the update contract Define states and transitions before choosing transport: accepted -> queued -> processing -> ready accepted -> rejected processing -> processing_error Every status response should include a monotonically increasing version or timestamp. The client can ignore events older than the state it already knows. Polling is a strong baseline HTTP polling works through proxies, resumes naturally after a page wake, and is easy to cache and rate-limit. Use adaptive intervals: one second just after acceptance, then back off to several seconds when processing takes longer. const delay = Math . min ( 8000 , 1000 * 2 ** slowChecks ); Add jitter when many guests finish at the same time. Stop when the state is terminal, the page is gone, or a server-provided retry time says to wait longer. SSE fits one-way progress Server-Sent Events are attractive when the server only pushes status. The browser reconnects with a last-event ID, and the wire format is simple. But mobile networks and some intermediaries silently kill idle connections. Send occasional heartbeats and treat reconnection as normal. The reconnect handler must fetch current state because events may have been missed beyond the server replay window. Do not keep one SSE stream per file. Subscribe by guest session or album and filter authorized upload IDs on the server. WebSockets add more responsibility WebSockets make sense when the client also sends frequent commands over the same channel or when a host moderation console needs many rapid updates. For a guest waiting on two files, they add connection authentication, heartbeat, reconnect, replay, and load-balancer complexity without much user benefit. Never rely on the so

The trust proxy setting is an important concept in backend development, especially when implementing rate-limiting in our APIs. But deciding its accurate value depends heavily on our deployment topology. When we deploy our application in production, the client may not talk directly to our backend. There may be 1 or more proxies in between who forward the request to the next proxy or the backend server. Those proxies can be Load balancers, API gateways, reverse proxy like nginx or any custom service. So effectively, our request has to do some 'hops' over these proxies to reach backend. When we implement rate limiting in app to prevent the DOS attack, we generally intend this rate limit on the basis of client IP address. And this works fine when client request reaches our backend directly. But when we have multi-hop architecture, the simple setup won't work as expected. Because the most recent IP will be of the proxy and not the client. So all the traffic coming from different users will be considered from the single client(our own proxy) and thus there will be false positives as the rate limiting will trigger much often. In this scenario, we must tell our backend to ignore these extra hops(i.e. to trust our proxies). This is done by specifying trust proxy. If there is 1 proxy between client-server we set trust proxy to 1; if there are 2, or more, we set it accordingly. This will ensure our express app skips(trusts) these IPs, and accurately figures out actual client IP. The originating IP address of client is identified from 'X-Forwarded-For' header by the express app. But setting trust proxy is not that straightforward. The numerical value for trust proxy will not work in every case. If there are different paths from which our request reaches backend, there is a chance that the number of proxies may be different in each path. For example - internal vs external traffic: External(public) traffic: (Client -> Web Application Firewall -> Load balancer -> Reverse Proxy ->

Signed upload sessions expire. Event contribution windows close. Storage reservations are reclaimed. These are normal lifecycle events, but many interfaces reduce all of them to “Upload failed.” A better protocol makes expiration explicit and recoverable where policy allows it. Distinguish three clocks An upload workflow usually has at least three deadlines: the event contribution window; the server-side upload intent expiry; the short-lived storage credential expiry. They should not share one timestamp. The event may accept contributions until midnight while a credential lasts five minutes and an intent can be renewed for an hour. Return the clocks in the session response with server time: { "serverNow" : "2026-07-17T18:00:00Z" , "eventClosesAt" : "2026-07-18T00:00:00Z" , "intentExpiresAt" : "2026-07-17T19:00:00Z" , "credentialExpiresAt" : "2026-07-17T18:05:00Z" } The client can display useful warnings without trusting its own clock for authorization. Model expiration by state A credential expiring during transfer is different from an intent expiring before completion. Use stable reasons: credential_expired -> request renewal intent_expired -> reconcile committed parts, then renew or restart event_closed -> stop new work, preserve local recovery guidance Do not automatically restart from byte zero. First ask the control plane which parts were committed and whether the original object key remains valid. Renew narrowly A renewal endpoint should accept the upload ID and prove continuity with the guest session. It rechecks event state, file policy, rate limits, and committed size. The response returns a new credential for the same object. Do not let the browser extend an intent indefinitely. Define a maximum session age and a bounded number of renewals. Long uploads may receive a larger initial policy based on file size and observed throughput. Handle the closing boundary fairly Decide what happens to an upload already transferring when the event window closes. Reasona

Don't eat Taco Bell lettuce in Indiana, Kentucky, Michigan, Ohio, or West Virginia.

Client-side media preflight can improve an upload experience, but it can also crash the page before the network request begins. A twelve-megapixel JPEG may be only four megabytes on disk and tens of megabytes after decoding. Creating several full-size canvases at once is enough to exhaust memory on older phones. Preflight is policy, not editing Decide what the browser must prove before transfer. Useful checks include file count, compressed byte size, declared type, readable dimensions, and a conservative duration limit for video. Avoid mandatory re-encoding unless the product truly needs it. Every transformation adds CPU time, memory pressure, battery use, and another failure mode. Process one file at a time A file picker may return twenty items. Do not decode all of them to build previews. Maintain a queue with one active decode on constrained devices and at most two on stronger ones. for ( const file of files ) { const result = await inspect ( file ); renderResult ( result ); await yieldToMainThread (); } The UI can list filenames immediately while dimensions and thumbnails arrive progressively. Prefer metadata over full pixels Use createImageBitmap with resize hints when supported. It can decode away from the main rendering path and avoid a full-resolution canvas for a small preview. const bitmap = await createImageBitmap ( file , { resizeWidth : 640 , resizeQuality : ' medium ' }); Always close bitmaps after drawing. Revoke object URLs when the component unmounts. Small leaks become large when guests select and remove files repeatedly. Handle orientation and color carefully Modern browsers generally honor EXIF orientation when decoding, but behavior differs across APIs and older engines. Test portrait photographs from real iOS and Android devices. Do not strip metadata silently if the original is supposed to remain untouched; upload the source file and treat the preview as disposable UI. Color differences between the preview and exported original are usually les