Use AI-assisted engineering tools and workflows, such as Claude Code, spec-driven development, reusable skills, and automated review/test loops, to accelerate delivery while preserving engineering quality.
Establish and validate shrinkage allowances using compound information, prior production evidence and trial measurements. Record the conditions supporting each allowance.