All work

Teaching operations as software

H8 Grading Tools

Automation tools built to make daily grading, feedback, and reporting more consistent.

GitHub profile

Outcome

Reduced repetitive instructor work and created clearer feedback loops for students.

The interface sends intent through product rules to services. Evidence from each layer returns to the product rules.InterfaceProduct rulesServicesEvidence
Conceptual boundary map. Client implementation details are intentionally omitted.

Responsibilities

  • Workflow research
  • Automation design
  • Tool implementation and iteration

Stack

JavaScriptNode.jsGitHub APIsAutomation

Constraints

  • Human review stays authoritative
  • Different assignment structures
  • Clear feedback for learners