RC RANDOM CHAOS

production AI systems

2 posts

Claude optimizes what it measures
Article

Claude optimizes what it measures

Claude only makes faster what you let it measure. Build the measure-change-verify loop, carry guardrail metrics, and verify every change against a baseline.

2026's AI failures aren't model failures
Article

2026's AI failures aren't model failures

AI deployments fail at orchestration, not capability. Building validated pipelines around the model - not completing the task - is the real job.