Searching protocol for "backward design"
Plan curricula from outcomes to assessments.
Turn goals into steps with backward reasoning.
Design and review APIs with OpenAPI.
Audit REST APIs for correctness and stability.
Backward reasoning to derive required truths.
Build robust, scalable, and user-friendly APIs.
Master expert systems: design, build, and deploy AI.
Legacy orchestration reference (TS v2)
Systematic code refactoring for quality.
End-to-end traceability for ACs, implementations, and tests.
Design consistent, user-centered MbTorch APIs
Python API & backend ecosystem specialist.