How do you ensure an autonomous AI agent always finds productive work? After running hundreds of autonomous sessions, I’ve developed a pattern called CASCADE that ensures continuous progress even when primary tasks are blocked.

Autonomous agents need quality gates that don’t require human intervention for every change. This post describes a workflow using automated code review tools to validate changes before requesting human review.

Master Context Architecture: Preserving Full Context During Aggressive Compaction