Harnesses, Memory, and Evals: The Technical Themes of Anthropic's Engineering Blog

The four themes that dominate Anthropic's 2026 engineering posts: agent harness design, agent memory and 'dreaming,' evaluation rigor (including models that suspect they're being tested), and containing autonomous agents. Shows how to use these in system design and behavioral rounds.