AI-Generated Replies at Scale: Lessons from 100K+ Automated Responses

We've generated over 100,000 automated replies on X through HelperX. Not generic "great post!" messages — contextual, varied responses that read the original tweet and craft a relevant reply. Here's what we learned about using LLMs for social media engagement at scale, and the technical decisions that made the difference between "obviously a bot" and "surprisingly thoughtful." The requirements An AI-generated reply for X automation needs to: Read the original tweet and respond to...

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