Some time ago, I was building a chat application using AWS Websocket API gateway. Things were going smoothly. I created a WebSocket API Gateway, added $connect, $disconnect, and sendMessage/addGroup routes. From the frontend (React) side, everything was fire-and-forget. You send a message, and the onMessageHandler takes care of it 💪🏼 But then a new requirement of uploading files using S3 signed
How to Avoid Losses in a Bear Market: A Crypto Trader's Survival Guide Here's a number most traders don't want to hear: over the last 51 days of continuous market monitoring, 93% of the time the crypto market was classified as bearish. Not choppy. Not neutral. Bearish. That data comes from 10,000+ market snapshots taken every five minutes by the Regime API, scoring 10 weighted signals across fun
When you have 5 unrelated questions, should you pack them into one message to the LLM, or send 5 requests simultaneously? Which is faster? Splitting into multiple independent parallel requests is almost always faster. This isn't a gut feeling — it's determined by the underlying inference mechanism of LLMs. Let's walk through the reasoning from first principles. To understand this problem, you firs