3063f8fdf7
Replaced every bottom-of-section 'See also:' block with inline Org-mode file: links at the first natural mention in body text. All 29 files across the economics directory now use wiki-style inline cross-references rather than standalone reference blocks.
18 lines
1.5 KiB
Org Mode
18 lines
1.5 KiB
Org Mode
:PROPERTIES:
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:ID: 45ea493b-94ad-5885-aa65-0c846e5c3c1d
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:END:
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#+title: Gate Rule Encoding from Codified Domains
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#+filetags: :passepartout:gates:rules:encoding:llm:translation:
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Laws, regulations, standards, procedures, and technical specifications are already written down in structured text. The LLM does not need to *reason* about them — it needs to *translate* them into gate rules and ACL2 theorems.
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Example: The US Federal Acquisition Regulation (FAR) is ~2,000 pages. A frontier LLM can ingest the FAR and produce a plist of gate rules:
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- (if contract > $250K AND not small-business-set-aside → :deny)
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- (if sole-source AND no justification-documented → :deny, produce-justification)
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ACL2 verifies the rule set for internal consistency. Screamer checks against existing compliance facts. The human reviews the bootstrap output and approves or corrects individual rules.
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The key distinction: the LLM is not *extracting knowledge from prose* — it is *translating a known rule system into a formal representation.* The result is not "the LLM's best guess" but "the rule set as stated in the source document, mechanically transcribed."
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For codified domains, the encoding cost drops from weeks to hours. The only bottleneck is human review of the 5% ambiguous rules. This is what makes the [[file:sufficiency-flip.org][sufficiency flip]] economically viable — once gates are encoded, verification is near-free. The resulting rules are packaged into [[file:domain-gate-packages.org][domain gate packages]] that can be reused across deployments.
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