LESSON 7.6 · Engineering · 110 min

Production boundaries: permissions, safety, human oversight

Production boundaries: permissions, safety, human oversight. Learn least privilege, approvals, sandboxes, and audit and complete: Threat-model a high-risk tool. Part of the “From M

Learning objectives

  1. Explain what problem “Production boundaries: permissions, safety, human oversight” solves without hiding behind terminology.
  2. Trace the variables and causal links across least privilege, approvals, sandboxes.
  3. Complete “Threat-model a high-risk tool” and judge the result with evidence rather than intuition.

Core concepts

least privilege

least privilege is part of the lesson’s causal model. State its inputs, outputs, invariants, and failure mode; then verify it with a hand-check or a minimal experiment before moving to an optimized implementation.

approvals

approvals is part of the lesson’s causal model. State its inputs, outputs, invariants, and failure mode; then verify it with a hand-check or a minimal experiment.

sandboxes

sandboxes is part of the lesson’s causal model. State its inputs, outputs, invariants, and failure mode; then verify it with a hand-check or a minimal experiment.

and audit

and audit is part of the lesson’s causal model. State its inputs, outputs, invariants, and failure mode; then verify it with a hand-check or a minimal experiment.

Build and verify

Threat-model a high-risk tool

  • Predict: write the expected output, trend, or failure before running code.
  • Build: implement only the minimum components needed to answer the question.
  • Verify: compare with a baseline or trusted implementation; save seeds, parameters, and raw outputs.
  • Transfer: change one shape, dataset, scale, or workload condition and explain whether the conclusion still holds.

Open the complete interactive lesson