Engagement Act

To draft ready-to-post replies, the system scans memory and logs from the last 7 days to identify unactioned engagement opportunities, prioritizes them by recency and influence, and generates copy-paste ready responses for X, DMs, and GitHub comments.

The best way to track engagement opportunities is by scanning memory and logs from the last 7 days, prioritizing findings by recency and influence, and capping the list at 5 opportunities to prevent overload while ensuring high-value interactions are actioned first.

Yes, memory analysis is used to automate reply drafting by reading recent logs to find unactioned mentions and comments, then drafting ready-to-post replies for social channels like X and GitHub, outputting them to a temporary Markdown file.

Yes, the tracker performs staleness checks and prepends aging notes for opportunities older than 5 days, then sends the drafted replies via the notification tool to ensure outdated engagement opportunities are clearly flagged.

You can process up to 5 engagement opportunities at once, as the system caps the output at 5 prioritized items to prevent overload and maintain focus on the most influential recent interactions.