Our approach

A proposed evidence workflow

Treat materials, equipment, process, environment, and test context as connected evidence without treating a model output as a validated result.

Five stages

  1. Frame the question. Define intended use, constraints, decision authority, and what evidence would be sufficient.
  2. Record context. Retain materials, equipment, process parameters, environment, specimen orientation, test method, provenance, and missing data.
  3. Evaluate candidates. Use calculations or model-assisted outputs only as decision support and keep assumptions visible.
  4. Validate independently. Apply appropriate physical tests, safety review, standards work, and qualified professional judgment.
  5. Revise from retained evidence. Change a candidate only when the supporting record is traceable and relevant to the intended use.

This is a proposed workflow, not a claim that an autonomous closed loop or validated project model is operating today. Physical performance, safety, compliance, and project fitness require project-specific validation.