import Semantics.Bind namespace Semantics.Hutter /-- A HutterCell represents a pair of bytes decomposed into 4-bit nibbles. Matches the behavior of `byte_to_cell_pair` in the Python extraction target. -/ structure HutterCell where n1 : UInt8 n2 : UInt8 n3 : UInt8 n4 : UInt8 /-- The signature of a cell: the top 2 bits of each nibble. -/ def signature (c : HutterCell) : (UInt8 × UInt8 × UInt8 × UInt8) := ((c.n1 >>> 2) &&& 0x03, (c.n2 >>> 2) &&& 0x03, (c.n3 >>> 2) &&& 0x03, (c.n4 >>> 2) &&& 0x03) /-- HutterMetrics: Tracks the results of a cellular analysis. -/ structure HutterMetrics where totalCells : UInt64 admissiblePatches : UInt64 promotionCandidates : UInt64 /-- The Admissibility Ratio: (admissible / total) scaled by Q16.16. -/ def admissibilityRatio (m : HutterMetrics) : UInt32 := if m.totalCells == 0 then 0 else (m.admissiblePatches.toUInt32 * 0x00010000) / m.totalCells.toUInt32 /-- Invariant: A Hutter result is lawful if the admissibility ratio is above the Golden Threshold (0.618 ≈ 0x00009E37 in Q16.16). -/ def hutterInvariant (m : HutterMetrics) : String := let ratio := admissibilityRatio m if ratio >= 0x00009E37 then "lawful_hutter_compression" else "unlawful_hutter_drift" /-- Cost function: Measures the informational cost of the Hutter result. Higher promotion candidates reduce the cost (more predictable structure). -/ def hutterCost (m : HutterMetrics) (_g : Metric) : UInt32 := let base : UInt32 := 0x00010000 -- 1.0 let discount := (m.promotionCandidates.toUInt32 * 0x00000100) -- Small discount per candidate if discount >= base then 0x00000100 else base - discount /-- The Hutter Bind: Connects the compression metrics to the research substrate. -/ def hutterBind (metrics : HutterMetrics) (target : String) (g : Metric) : Bind HutterMetrics String := controlBind metrics target g (fun m _ _ => hutterCost m g) hutterInvariant (fun _ => "hutter_compression_verified") end Semantics.Hutter