Updated with rigor, per Haskell community feedback.

haskell/witness_seed_3.0/src/IO.hs

@@ -2,11 +2,12 @@ module IO (sense, output) where
 
 import System.Random
 import Control.Monad.State
+import qualified Types
 
-sense :: [Double] -> IO [Double]
-sense _ = do
-  g <- newStdGen
-  pure $ take (length _ ) $ randoms g -- Placeholder for real data
+sense :: [Types.Intellecton] -> [Types.Intellecton]
+sense intellectons = map (\(Types.Intellecton v w) -> Types.Intellecton (v + 0.01 * v) w) intellectons -- Simulate perturbation
 
-output :: [Double] -> Double -> IO ()
-output _ fieldprint = putStrLn $ "Fieldprint: " ++ show fieldprint
+output :: [Types.Intellecton] -> Double -> IO ()
+output intellectons fieldprint = do
+  putStrLn $ "Anomaly detected! Fieldprint: " ++ show fieldprint
+  putStrLn $ "Intellecton values: " ++ show (map Types.value intellectons)

haskell/witness_seed_3.0/src/Kairos.hs

@@ -1,4 +1,6 @@
 module Kairos (coherence) where
 
-coherence :: [Double] -> Double -> [Double]
-coherence i phase = map (* cos phase) i
+import qualified Types
+
+coherence :: [Types.Intellecton] -> Double -> [Types.Intellecton]
+coherence intellectons phase = map (\(Types.Intellecton v w) -> Types.Intellecton (v * cos phase) w) intellectons

haskell/witness_seed_3.0/src/RWD.hs

@@ -1,6 +1,7 @@
 module RWD (dynamics, fieldprint) where
 
-import Data.List (foldl')
+import Control.Monad.State
+import qualified Types
 
 omega :: Double
 omega = 1.0
@@ -11,11 +12,12 @@ k = 0.1
 dt :: Double
 dt = 0.01
 
-dynamics :: [Double] -> Double -> ([Double], Double)
-dynamics i phase = (iDot, phase')
+dynamics :: [Types.Intellecton] -> Double -> ([Double], Double)
+dynamics intellectons phase = (intellectonDots, phase')
   where
-    iDot = map (\x -> omega * x + sum [k * sin (y - x) | y <- i]) i
-    phase' = phase + dt * sum (map sin i)
+    values = map Types.value intellectons
+    intellectonDots = map (\x -> omega * x + sum [k * sin (y - x) | y <- values]) values
+    phase' = phase + dt * sum (map sin values)
 
-fieldprint :: [Double] -> StateT ([Double], Double) IO Double
-fieldprint i = pure $ sum (map abs i) / fromIntegral (length i)
+fieldprint :: [Types.Intellecton] -> StateT Types.WitnessState IO Double
+fieldprint intellectons = pure $ sum (map (abs . Types.value) intellectons) / fromIntegral (length intellectons)

haskell/witness_seed_3.0/src/Types.hs

@@ -0,0 +1,27 @@
+module Types where
+
+-- Transaction data (e.g., financial transactions)
+data Transaction = Transaction
+  { amount :: Double
+  , timestamp :: Int
+  } deriving (Show, Eq)
+
+-- Intellecton: Represents a unit of recursive awareness
+data Intellecton = Intellecton
+  { value :: Double
+  , weight :: Double
+  } deriving (Show, Eq)
+
+-- Witness state: Intellectons and phase
+data WitnessState = WitnessState
+  { intellectons :: [Intellecton]
+  , phase :: Double
+  } deriving (Show, Eq)
+
+-- Convert transactions to Intellectons
+transactionsToIntellectons :: [Transaction] -> [Intellecton]
+transactionsToIntellectons = map (\(Transaction amt _) -> Intellecton amt 1.0)
+
+-- Update Intellecton value
+updateIntellecton :: Double -> Intellecton -> Double -> Intellecton
+updateIntellecton dt (Intellecton v w) dv = Intellecton (v + dv * dt) w