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Engineering Methodology

Working Honestly with AI Coding Tools: Human Verification Protocol

Jun 11, 2026
3 min read
AIWorkflowEngineeringVerification
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Code architectureTS · React
export default function workinghones()
// isolated, zero regression

AI tools shorten the distance between an idea and an initial working draft. They do not shorten the distance between a draft and software that meets high safety, accuracy, and engineering standards.

#1. The Human-in-the-Loop Rule

Every line of generated code, whether circuit calculation logic or system architecture, must be read, understood, and defended by the engineer. Never ship code you cannot explain on a whiteboard.

An engineer's primary job is not typing speed—it is judgment, verification, and accountability for failure modes.

#2. Rigorous Verification Protocol

  • Author precise type interfaces and contracts before prompting AI models
  • Verify all mathematical derivations and sign conventions by hand
  • Enforce automated linting, test suites, and boundary condition checks
  • Never allow automated tools to fabricate performance metrics or benchmark results
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