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Scheduled jobs are great at doing work quietly until one of them sends the wrong email at 3 AM. The script still "passed", the queue still drained, and the logs still look mostly fine. But the message went to the wrong inbox, used an old hostname, or arrived twice after a retry. That kind of bug is small on paper and oddly expensive in practice. What helped me most was treating email as part of the run contract, not as a side effect. Every scheduled workflow that emits user-facing mail gets one

Every year, homeowners in Canada lose money to unlicensed contractors — and every province has an official registry that would have caught the problem in 30 seconds. The trouble is that each province has its own registry, its own search form, and its own data format. In this guide: how contractor licensing works in Canada, how to check a licence for free, and how to get the full licence datasets by API if you're building something — a lead-gen tool, a due-diligence check, or an AI agent. There i

Stop Guessing: Hard Numbers on China AI vs US AI Models I run multi-region inference pipelines for a living. Three years ago, every architecture diagram I drew had OpenAI or Anthropic sitting at the center. Today, half of those boxes have been swapped out for Chinese models running through a unified endpoint. Here's the raw data from my own dashboards, and why your SLA might actually improve if you stop being afraid of DeepSeek. When I sit down with a CTO about LLM costs, the conversation almost
The saga of Musk's tussle with the SEC over how he disclosed his growing stake in Twitter (now X) has come to an end.
The $300 million round is expected to be led by Menlo Ventures, Sifted reported.

Last time I told you about how Gio and I built an AI harness to test React Native libraries on Fire TV. Now that hundreds of libraries are confirmed compatible with Fire OS and Vega, is there anything cool that might be useful for your app? I'm glad you asked! Here are 10 you might want to check out: React Navigation React Navigation is a uniquely useful set of libraries for Fire TV because navigation is the fundamental element behind every TV app (even more than streaming media). It's not only

The National Highway Traffic Safety Administration said emergency scenes are not "edge cases."
AI cheating leads to "a failed society," professor says.
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Short answer (updated July 2026): To stream your Android phone's camera to YouTube Live from anywhere with the screen off, you need an app that (1) creates a YouTube Live broadcast via the API, (2) pushes an H.264/AAC feed over RTMP to Google's ingest servers, and (3) runs inside a camera-typed foreground service so it survives the screen going dark. Background Camera RemoteStream does all three by default, keeps recording locally the whole time, and defaults broadcasts to unlisted. General-purp