/- FieldSolver.lean - Torsion Field Compression Solver Compliant with AGENTS.md Q16_16 bounds and minimal bind topology. -/ import Semantics.Atoms import Semantics.Bind import Semantics.FixedPoint namespace Semantics.FieldSolver open Semantics.Q16_16 structure FieldSolverState where w : UInt32 lambdaE : UInt32 ell : UInt32 eta : UInt32 engramKey : UInt32 activationHistorySum : UInt32 historyCount : UInt32 deriving Repr, Inhabited, DecidableEq def computeLaplacian (w : UInt32) (historyAvg : UInt32) : UInt32 := let baseTorsion := ((w >>> 16) ^^^ (w >>> 8) ^^^ w) &&& 0xFF if historyAvg > 0 then (baseTorsion + historyAvg) / 2 else baseTorsion def engramQuery (key : UInt32) (position : UInt32) : UInt32 := (key ^^^ position ^^^ 0xDEADBEEF) >>> 24 def stabilityPenalty (w : UInt32) (historyAvg : UInt32) (lambdaStab : Q16_16) : Q16_16 := if historyAvg == 0 then 0 else let drift := if w > historyAvg then w - historyAvg else historyAvg - w let driftQ : Q16_16 := Q16_16.ofBits (UInt32.ofNat ((drift.toNat * Q16_16.scale) / 0xFFFFFFFF)) Q16_16.mul lambdaStab (Q16_16.mul driftQ driftQ) def fieldInvariant (state : FieldSolverState) : String := s!"w:{state.w},lambda:{state.lambdaE}" /-- Informational cost over Torsion Field evaluation step -/ def informationalCost (left right : FieldSolverState) ( _metric : Metric) : Q16_16 := let avgLeft := if left.historyCount > 0 then left.activationHistorySum / left.historyCount else 0 let avgRight := if right.historyCount > 0 then right.activationHistorySum / right.historyCount else 0 let tL := (computeLaplacian left.w avgLeft).toNat let tR := (computeLaplacian right.w avgRight).toNat let baseTorsionDiff := if tL < tR then tR - tL else tL - tR -- Cost is proportional to the gradient change, clamped to Q16.16 max Q16_16.satFromNat (baseTorsionDiff * Q16_16.scale) def informationalBindEval (left right : FieldSolverState) ( _metric : Metric) : Bind FieldSolverState FieldSolverState := informationalBind left right _metric informationalCost fieldInvariant fieldInvariant #eval informationalCost { w := 0x12345678, lambdaE := 256, ell := 4, eta := 16, engramKey := 0, activationHistorySum := 0, historyCount := 0 } { w := 0x12345679, lambdaE := 256, ell := 4, eta := 16, engramKey := 0, activationHistorySum := 0, historyCount := 0 } (Metric.euclidean) end Semantics.FieldSolver