AI Content Evolution Strategies

AI Content Evolution Strategies

Overview

AI-powered content evolution ensures documentation stays current, accurate, and comprehensive. This page covers strategies for continuously improving content through automated research, quality analysis, and structured updates.

Evolution Strategies

1. Scheduled Research Scans

Run a research script on a cron schedule (daily/weekly) to:

• Search for latest developments in each topic
• Compare new findings against existing content
• Update pages with fresh information and new sources

# Daily at 03:00 via Hermes cron
python3 scripts/research-automation.py

2. Content Freshness Tracking

Each page tracks its own freshness via front matter: