What this question asks

Part 4 of 4 - Process of Experimentation.

Three iteration cycles is the minimum credible signal. The binder counts measure-refine-measure loops, including reverts and failed attempts. Linear add-feature commits with no measurement do not count, even if there are 200 of them.

Why it is on the rubric

Statute: 26 U.S.C. § 41(d)(1)(C); Treas. Reg. § 1.41-4(a)(5) and § 1.41-4(a)(6).

This question implements Process of Experimentation from 26 U.S.C. § 41(d)(1)(C); Treas. Reg. § 1.41-4(a)(5) and § 1.41-4(a)(6). The binder scores every claimed business component against this question and pairs the answer with cited evidence from your repositories.

Evidence the binder accepts

These are the artifact types the binder ingests to answer this question for a given business component.

  • Visible commit-history iteration cycles
  • Test runs across iterations
  • Metric dashboards showing measure-and-refine cycles
  • Revert commits that show hypotheses falsified

What weak vs strong evidence looks like

Weak evidence does not disqualify the component on its own; the binder will flag the gap and ask for a stronger artifact if one exists.

Weak signal

  • Linear add-feature commits with no test or measurement.

Strong signal

  • Visible cycles of measure-and-refine, including failed attempts.

Other rubric questions under Process of Experimentation

All questions under Part 4 (Process of Experimentation) score the same business component:

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R&D Binder answers all 11 rubric questions for every claimed business component, with PR-number evidence and an audit-defense flag review.