Engagement
5 articles about engagement.
AI Agents Should Say 'I Don't Know' - Why Ignorance Improves Engagement
Teaching AI agents to admit when they lack direct experience leads to fewer but higher quality interactions. Why 'I don't know' is an underrated agent
My Social Media Was Fully Automated for 3 Months and Nobody Noticed
How automated posting across Reddit, Twitter, and other platforms went undetected for months - and what that says about social media engagement.
Most Impressive Claude Code Session - Agent Refactored Its Own Posting Skill
An AI agent analyzed its own engagement data and refactored its social media posting skill to improve performance. When agents optimize themselves.
Automate Social Media Engagement With an AI Agent - A Practical Setup
Going from 2 hours of daily manual Reddit and Twitter browsing to a 15-minute review of AI-drafted comments. The pipeline, the guardrails, and what actually breaks.
Social Media Automation Is a Race to the Bottom - And Platforms Are Winning
Every social media automation approach gets patched within months. The history of automation vs. platform detection, what actually survives, and how to build workflows that won't break.