Technical work is easier to trust when provenance is visible. Inputs, assumptions, authorship, transformations, and review state should travel with the output.
That principle shows up across GTCode’s AI work: source-aware retrieval, reproducible experiments, agent instructions, evaluation manifests, and documentation that explains what a system is allowed to do.
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