The Book · Chapter 7 of 28
Chapter 7Legal Realism, Administrative Power and the Law in Action
When does learning from institutional practice reproduce the very conduct that law should correct?
The chapter develops
The Non-Reproduction Principle, with Corrective Legal Intelligence.
The Non-Reproduction Principle
Historical practice is not lawful merely because it is statistically prevalent.
Doctrine 7 of the Book’s twenty-one; Corrective Legal Intelligence at 7.6. A proposed formulation, not an enacted rule.
Summary
A model trained on administrative history may learn an institution’s departures from law as its standard of correct action. This chapter uses the realist distinction between law in books and law in action to examine that risk. Its proposed Non-Reproduction Principle denies that official status, repetition or predictive success makes historical conduct presumptively lawful. The analysis follows the production of data through selective observation, labels, incentives, human overrides, proxy discrimination and feedback loops. It separates legal, institutional and justice baselines, and distinguishes diagnostic, prioritising, evidentiary and determinative uses of an output. Empirical studies, reported deployments and jurisdiction-specific legal comparisons retain their different evidentiary limits. The constructive proposal, Corrective Legal Intelligence, turns administrative records and counter-data into evidence of legal divergence routed to competent correction. It offers conditions for accountable inquiry rather than a new statistical technique, and treats disparity or anomaly as a reason to investigate rather than an automatic finding.
- Non-Reproduction Principle
- Corrective Legal Intelligence
- Behaviour–Norm Distinction
- institutional visibility
- label provenance
- legal baseline
- counter-data
- feedback loops
The chapter text
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