Build into a system that already exists
- Week 1: spec, coding agents, tool calling, MCP, observability and evals.
- Week 2: grounded agents, a multi-agent graph, and evals that block a bad merge in CI.
- Week 3: an autonomous red team that finds, tests and documents vulnerabilities.
- Week 4: harnesses and the software factory, then real production AI failures diagnosed under pressure.