#content-pipeline

Three-agent system that automates the bilingual MDX content lifecycle: deterministic QA auditing, surgical fixes, and full upgrades — all orchestrated with Strands Agents, Claude Sonnet 4 on Amazon Bedrock, and GitHub Actions with a diamond workflow pattern.