AI Teammates: how monday.com runs production AI agents on Amazon Bedrock

AWS · 2 months ago · 15 ● 2 sources

monday.com runs production AI agents on Amazon Bedrock at scale, with nine in ten engineers using AI coding tools monthly and per-engineer PR throughput up by more than 50%. The system uses three levels of AI integration (assistant, skills/sub-agents, and multi-agent), with agents like Atlas and Morphex operating as team members through unified inboxes (Slack, monday, GitHub) backed by seven AWS services. Key retrofits include eval layers before model upgrades, file-based memory instead of vector stores, remote sandboxes for testing, automated Guardrails for code standards, and shared monday boards for accountability, resulting in Morphex PRs merging autonomously at a 95% rate.