Step into live, multi-turn enterprise customer roleplays. Decompose vague mandates, uncover hidden constraints, defend distributed system trade-offs, and de-escalate combative stakeholders.
Review problem context
Ask probing questions
Propose & defend design
De-escalate client pushback
Milestones & rollback plan
Executive memo review
7-dimension rubric report
Navigate vague executive mandates, air-gapped data, and trade execution constraints
Design hybrid retrieval, citation grounding, and HIPAA RBAC for 200,000 clinical guidelines
Tame non-idempotent legacy customs APIs, throttling storms, and €2,500 duplicate fines
Diagnose 504 Gateway Timeouts, K8s OOMKills, and database connection pool exhaustion
Defend distributed streaming against an aggressive VP demanding MySQL and a 2-week deadline