I just deployed ElectVerse, an AI-powered educational platform designed to make the Indian electoral process simple, interactive, and engaging for everyone. 💡 The Vision Interactive Timelines: Visualizing the flow from nomination to results. 🔗 Check it out live: https://electverse-1005430992890.asia-south1.run.app/ Building this has been an incredible journey of combining civic tech with cutting
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
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