AI-Assisted Engineering Foundations

What the portal is, how labs work, and why verification comes before confidence.

1. lessonVerification-first feedback loop18m
2. labRun the first verify gate35m

Project maps, local instructions, prompt corridors, and durable operating loops.

1. lessonLayered steering24m
2. lessonLocal instructions as invariants28m
3. labAudit a repo instruction stack45m

Turn rough ideas into scoped implementation slices and evidence-backed plans.

1. lessonThe compact spec ladder32m
2. labReconcile spec and plan drift55m

Reusable workflows, lifecycle checks, and agent self-review that stays honest.

1. lessonWorkflow skills30m
2. labWrite a completion hook50m

Run the same lab through multiple delivery loops and compare the overhead honestly.

1. lessonDirect-agent baseline25m
2. labCompare delivery loops60m

Brownfield patterns, control planes, and multi-agent worktree operations.

1. lessonBrownfield discovery map30m