Reduces token overhead of Dimension 8 and related agent additions by ~37% with no behavioral change. Removes theory explanation, dead XML tags (<manual>, <sampling_rate>), aspirational execution tracking, and documentation-density prose from runtime agent bodies. Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>