diff --git a/src/evaluate.c b/src/evaluate.c
index b5f70073..db6f7d71 100644
--- a/src/evaluate.c
+++ b/src/evaluate.c
@@ -25,11 +25,14 @@
 #include "board.h"
 #include "evalcache.h"
 #include "evaluate.h"
+#include "move.h"
 #include "masks.h"
+#include "network.h"
 #include "thread.h"
 #include "transposition.h"
 #include "types.h"
 
+extern PKNetwork PKNN;
 EvalTrace T, EmptyTrace;
 int PSQT[32][SQUARE_NB];
 
@@ -426,16 +429,24 @@ int evaluateBoard(Thread *thread, Board *board) {
     EvalInfo ei;
     int phase, factor, eval, pkeval, hashed;
 
+    // We can recognize positions we just evaluated
+    if (thread->moveStack[thread->height-1] == NULL_MOVE)
+        return -thread->evalStack[thread->height-1] + 2 * Tempo;
+
     // Check for this evaluation being cached already
     if (!TRACE && getCachedEvaluation(thread, board, &hashed))
         return hashed;
 
     initEvalInfo(thread, board, &ei);
-    eval   = evaluatePieces(&ei, board);
+    eval = evaluatePieces(&ei, board);
+
     pkeval = ei.pkeval[WHITE] - ei.pkeval[BLACK];
-    eval  += pkeval + board->psqtmat + thread->contempt;
-    eval  += evaluateClosedness(&ei, board);
-    eval  += evaluateComplexity(&ei, board, eval);
+    if (ei.pkentry == NULL)
+        pkeval += partiallyComputePKNetwork(thread);
+
+    eval += pkeval + board->psqtmat + thread->contempt;
+    eval += evaluateClosedness(&ei, board);
+    eval += evaluateComplexity(&ei, board, eval);
 
     // Calculate the game phase based on remaining material (Fruit Method)
     phase = 24 - 4 * popcount(board->pieces[QUEEN ])
@@ -458,8 +469,7 @@ int evaluateBoard(Thread *thread, Board *board) {
         storeCachedPawnKingEval(thread, board, ei.passedPawns, pkeval);
 
     // Factor in the Tempo after interpolation and scaling, so that
-    // in the search we can assume that if a null move is made, then
-    // then `eval = last_eval + 2 * Tempo`
+    // if a null move is made, then we know eval = last_eval + 2 * Tempo
     return Tempo + (board->turn == WHITE ? eval : -eval);
 }
 
diff --git a/src/history.c b/src/history.c
index 03022724..54ad8d76 100644
--- a/src/history.c
+++ b/src/history.c
@@ -25,25 +25,25 @@
 #include "thread.h"
 #include "types.h"
 
-void updateHistoryHeuristics(Thread *thread, uint16_t *moves, int length, int height, int depth) {
+void updateHistoryHeuristics(Thread *thread, uint16_t *moves, int length, int depth) {
 
     int entry, bonus, colour = thread->board.turn;
     uint16_t bestMove = moves[length-1];
 
     // Extract information from last move
-    uint16_t counter = thread->moveStack[height-1];
-    int cmPiece = thread->pieceStack[height-1];
+    uint16_t counter = thread->moveStack[thread->height-1];
+    int cmPiece = thread->pieceStack[thread->height-1];
     int cmTo = MoveTo(counter);
 
     // Extract information from two moves ago
-    uint16_t follow = thread->moveStack[height-2];
-    int fmPiece = thread->pieceStack[height-2];
+    uint16_t follow = thread->moveStack[thread->height-2];
+    int fmPiece = thread->pieceStack[thread->height-2];
     int fmTo = MoveTo(follow);
 
     // Update Killer Moves (Avoid duplicates)
-    if (thread->killers[height][0] != bestMove) {
-        thread->killers[height][1] = thread->killers[height][0];
-        thread->killers[height][0] = bestMove;
+    if (thread->killers[thread->height][0] != bestMove) {
+        thread->killers[thread->height][1] = thread->killers[thread->height][0];
+        thread->killers[thread->height][0] = bestMove;
     }
 
     // Update Counter Moves (BestMove refutes the previous move)
@@ -88,13 +88,13 @@ void updateHistoryHeuristics(Thread *thread, uint16_t *moves, int length, int he
     }
 }
 
-void updateKillerMoves(Thread *thread, int height, uint16_t move) {
+void updateKillerMoves(Thread *thread, uint16_t move) {
 
     // Avoid saving the same Killer Move twice
-    if (thread->killers[height][0] == move) return;
+    if (thread->killers[thread->height][0] == move) return;
 
-    thread->killers[height][1] = thread->killers[height][0];
-    thread->killers[height][0] = move;
+    thread->killers[thread->height][1] = thread->killers[thread->height][0];
+    thread->killers[thread->height][0] = move;
 }
 
 
@@ -150,7 +150,7 @@ void getCaptureHistories(Thread *thread, uint16_t *moves, int *scores, int start
 }
 
 
-void getHistory(Thread *thread, uint16_t move, int height, int *hist, int *cmhist, int *fmhist) {
+void getHistory(Thread *thread, uint16_t move, int *hist, int *cmhist, int *fmhist) {
 
     // Extract information from this move
     int to = MoveTo(move);
@@ -158,13 +158,13 @@ void getHistory(Thread *thread, uint16_t move, int height, int *hist, int *cmhis
     int piece = pieceType(thread->board.squares[from]);
 
     // Extract information from last move
-    uint16_t counter = thread->moveStack[height-1];
-    int cmPiece = thread->pieceStack[height-1];
+    uint16_t counter = thread->moveStack[thread->height-1];
+    int cmPiece = thread->pieceStack[thread->height-1];
     int cmTo = MoveTo(counter);
 
     // Extract information from two moves ago
-    uint16_t follow = thread->moveStack[height-2];
-    int fmPiece = thread->pieceStack[height-2];
+    uint16_t follow = thread->moveStack[thread->height-2];
+    int fmPiece = thread->pieceStack[thread->height-2];
     int fmTo = MoveTo(follow);
 
     // Set basic Butterfly history
@@ -179,16 +179,16 @@ void getHistory(Thread *thread, uint16_t move, int height, int *hist, int *cmhis
     else *fmhist = thread->continuation[1][fmPiece][fmTo][piece][to];
 }
 
-void getHistoryScores(Thread *thread, uint16_t *moves, int *scores, int start, int length, int height) {
+void getHistoryScores(Thread *thread, uint16_t *moves, int *scores, int start, int length) {
 
     // Extract information from last move
-    uint16_t counter = thread->moveStack[height-1];
-    int cmPiece = thread->pieceStack[height-1];
+    uint16_t counter = thread->moveStack[thread->height-1];
+    int cmPiece = thread->pieceStack[thread->height-1];
     int cmTo = MoveTo(counter);
 
     // Extract information from two moves ago
-    uint16_t follow = thread->moveStack[height-2];
-    int fmPiece = thread->pieceStack[height-2];
+    uint16_t follow = thread->moveStack[thread->height-2];
+    int fmPiece = thread->pieceStack[thread->height-2];
     int fmTo = MoveTo(follow);
 
     for (int i = start; i < start + length; i++) {
@@ -211,16 +211,16 @@ void getHistoryScores(Thread *thread, uint16_t *moves, int *scores, int start, i
     }
 }
 
-void getRefutationMoves(Thread *thread, int height, uint16_t *killer1, uint16_t *killer2, uint16_t *counter) {
+void getRefutationMoves(Thread *thread, uint16_t *killer1, uint16_t *killer2, uint16_t *counter) {
 
     // Extract information from last move
-    uint16_t previous = thread->moveStack[height-1];
-    int cmPiece = thread->pieceStack[height-1];
+    uint16_t previous = thread->moveStack[thread->height-1];
+    int cmPiece = thread->pieceStack[thread->height-1];
     int cmTo = MoveTo(previous);
 
     // Set Killer Moves by height
-    *killer1 = thread->killers[height][0];
-    *killer2 = thread->killers[height][1];
+    *killer1 = thread->killers[thread->height][0];
+    *killer2 = thread->killers[thread->height][1];
 
     // Set Counter Move if one exists
     if (previous == NONE_MOVE || previous == NULL_MOVE) *counter = NONE_MOVE;
diff --git a/src/history.h b/src/history.h
index a8c6feca..d87b4bce 100644
--- a/src/history.h
+++ b/src/history.h
@@ -26,12 +26,12 @@ static const int HistoryMax = 400;
 static const int HistoryMultiplier = 32;
 static const int HistoryDivisor = 512;
 
-void updateHistoryHeuristics(Thread *thread, uint16_t *moves, int length, int height, int depth);
-void updateKillerMoves(Thread *thread, int height, uint16_t move);
+void updateHistoryHeuristics(Thread *thread, uint16_t *moves, int length, int depth);
+void updateKillerMoves(Thread *thread, uint16_t move);
 
 void updateCaptureHistories(Thread *thread, uint16_t best, uint16_t *moves, int length, int depth);
 void getCaptureHistories(Thread *thread, uint16_t *moves, int *scores, int start, int length);
 
-void getHistory(Thread *thread, uint16_t move, int height, int *hist, int *cmhist, int *fmhist);
-void getHistoryScores(Thread *thread, uint16_t *moves, int *scores, int start, int length, int height);
-void getRefutationMoves(Thread *thread, int height, uint16_t *killer1, uint16_t *killer2, uint16_t *counter);
+void getHistory(Thread *thread, uint16_t move, int *hist, int *cmhist, int *fmhist);
+void getHistoryScores(Thread *thread, uint16_t *moves, int *scores, int start, int length);
+void getRefutationMoves(Thread *thread, uint16_t *killer1, uint16_t *killer2, uint16_t *counter);
diff --git a/src/move.c b/src/move.c
index 69f7d3c5..5c1ece25 100644
--- a/src/move.c
+++ b/src/move.c
@@ -48,36 +48,51 @@ int castleRookTo(int king, int rook) {
     return square(rankOf(king), (rook > king) ? 5 : 3);
 }
 
-int apply(Thread *thread, Board *board, uint16_t move, int height) {
+
+int apply(Thread *thread, Board *board, uint16_t move) {
 
     // NULL moves are only tried when legal
     if (move == NULL_MOVE) {
-        thread->moveStack[height] = NULL_MOVE;
-        applyNullMove(board, &thread->undoStack[height]);
-        return 1;
+        thread->moveStack[thread->height] = NULL_MOVE;
+        applyNullMove(board, &thread->undoStack[thread->height]);
     }
 
-    // Track some move information for history lookups
-    thread->moveStack[height] = move;
-    thread->pieceStack[height] = pieceType(board->squares[MoveFrom(move)]);
+    else {
+
+        // Track some move information for history lookups
+        thread->moveStack[thread->height] = move;
+        thread->pieceStack[thread->height] = pieceType(board->squares[MoveFrom(move)]);
+
+        // Apply the move and reject if illegal
+        applyMove(board, move, &thread->undoStack[thread->height]);
+        if (!moveWasLegal(board))
+            return revertMove(board, move, &thread->undoStack[thread->height]), 0;
+    }
+
+    // Advance the Stack before updating
+    thread->height++;
 
-    // Apply the move and reject if illegal
-    applyMove(board, move, &thread->undoStack[height]);
-    if (!moveWasLegal(board))
-        return revertMove(board, move, &thread->undoStack[height]), 0;
+    // Update the collected [PKNETWORK_LAYERS1] Neurons
+    updatePKNetworkAfterMove(thread, move);
 
     return 1;
 }
 
-void applyLegal(Thread *thread, Board *board, uint16_t move, int height) {
+void applyLegal(Thread *thread, Board *board, uint16_t move) {
 
     // Track some move information for history lookups
-    thread->moveStack[height] = move;
-    thread->pieceStack[height] = pieceType(board->squares[MoveFrom(move)]);
+    thread->moveStack[thread->height] = move;
+    thread->pieceStack[thread->height] = pieceType(board->squares[MoveFrom(move)]);
 
     // Assumed that this move is legal
-    applyMove(board, move, &thread->undoStack[height]);
+    applyMove(board, move, &thread->undoStack[thread->height]);
     assert(moveWasLegal(board));
+
+    // Advance the Stack before updating
+    thread->height++;
+
+    // Update the collected [PKNETWORK_LAYERS1] Neurons
+    updatePKNetworkAfterMove(thread, move);
 }
 
 void applyMove(Board *board, uint16_t move, Undo *undo) {
@@ -330,9 +345,16 @@ void applyNullMove(Board *board, Undo *undo) {
     }
 }
 
-void revert(Thread *thread, Board *board, uint16_t move, int height) {
-    if (move == NULL_MOVE) revertNullMove(board, &thread->undoStack[height]);
-    else revertMove(board, move, &thread->undoStack[height]);
+
+void revert(Thread *thread, Board *board, uint16_t move) {
+
+    if (move == NULL_MOVE)
+        revertNullMove(board, &thread->undoStack[--thread->height]);
+    else
+        revertMove(board, move, &thread->undoStack[--thread->height]);
+
+    if (thread->pknnchanged[thread->height])
+        thread->pknndepth -= 1;
 }
 
 void revertMove(Board *board, uint16_t move, Undo *undo) {
@@ -438,6 +460,7 @@ void revertNullMove(Board *board, Undo *undo) {
     board->numMoves--;
 }
 
+
 int legalMoveCount(Board * board) {
 
     // Count of the legal number of moves for a given position
diff --git a/src/move.h b/src/move.h
index bcf1eac8..38757616 100644
--- a/src/move.h
+++ b/src/move.h
@@ -40,8 +40,8 @@ enum {
 int castleKingTo(int king, int rook);
 int castleRookTo(int king, int rook);
 
-int apply(Thread *thread, Board *board, uint16_t move, int height);
-void applyLegal(Thread *thread, Board *board, uint16_t move, int height);
+int apply(Thread *thread, Board *board, uint16_t move);
+void applyLegal(Thread *thread, Board *board, uint16_t move);
 void applyMove(Board *board, uint16_t move, Undo *undo);
 void applyNormalMove(Board *board, uint16_t move, Undo *undo);
 void applyCastleMove(Board *board, uint16_t move, Undo *undo);
@@ -49,7 +49,7 @@ void applyEnpassMove(Board *board, uint16_t move, Undo *undo);
 void applyPromotionMove(Board *board, uint16_t move, Undo *undo);
 void applyNullMove(Board *board, Undo *undo);
 
-void revert(Thread *thread, Board *board, uint16_t move, int height);
+void revert(Thread *thread, Board *board, uint16_t move);
 void revertMove(Board *board, uint16_t move, Undo *undo);
 void revertNullMove(Board *board, Undo *undo);
 
diff --git a/src/movepicker.c b/src/movepicker.c
index 181c0d0a..9c8ed4ab 100644
--- a/src/movepicker.c
+++ b/src/movepicker.c
@@ -45,26 +45,25 @@ static int getBestMoveIndex(MovePicker *mp, int start, int end) {
 }
 
 
-void initMovePicker(MovePicker *mp, Thread *thread, uint16_t ttMove, int height) {
+void initMovePicker(MovePicker *mp, Thread *thread, uint16_t ttMove) {
 
     // Start with the table move
     mp->stage = STAGE_TABLE;
     mp->tableMove = ttMove;
 
     // Lookup our refutations (killers and counter moves)
-    getRefutationMoves(thread, height, &mp->killer1, &mp->killer2, &mp->counter);
+    getRefutationMoves(thread, &mp->killer1, &mp->killer2, &mp->counter);
 
     // General housekeeping
     mp->threshold = 0;
     mp->thread = thread;
-    mp->height = height;
     mp->type = NORMAL_PICKER;
 }
 
-void initSingularMovePicker(MovePicker *mp, Thread *thread, uint16_t ttMove, int height) {
+void initSingularMovePicker(MovePicker *mp, Thread *thread, uint16_t ttMove) {
 
     // Simply skip over the TT move
-    initMovePicker(mp, thread, ttMove, height);
+    initMovePicker(mp, thread, ttMove);
     mp->stage = STAGE_GENERATE_NOISY;
 
 }
@@ -80,7 +79,6 @@ void initNoisyMovePicker(MovePicker *mp, Thread *thread, int threshold) {
     // General housekeeping
     mp->threshold = threshold;
     mp->thread = thread;
-    mp->height = 0;
     mp->type = NOISY_PICKER;
 }
 
@@ -194,7 +192,7 @@ uint16_t selectNextMove(MovePicker *mp, Board *board, int skipQuiets) {
             // Generate and evaluate all quiet moves when not skipping them
             if (!skipQuiets) {
                 mp->quietSize = genAllQuietMoves(board, mp->moves + mp->split);
-                getHistoryScores(mp->thread, mp->moves, mp->values, mp->split, mp->quietSize, mp->height);
+                getHistoryScores(mp->thread, mp->moves, mp->values, mp->split, mp->quietSize);
             }
 
             mp->stage = STAGE_QUIET;
diff --git a/src/movepicker.h b/src/movepicker.h
index 5ac97f99..64c4b704 100644
--- a/src/movepicker.h
+++ b/src/movepicker.h
@@ -33,14 +33,14 @@ enum {
 
 struct MovePicker {
     int split, noisySize, quietSize;
-    int stage, height, type, threshold;
+    int stage, type, threshold;
     int values[MAX_MOVES];
     uint16_t moves[MAX_MOVES];
     uint16_t tableMove, killer1, killer2, counter;
     Thread *thread;
 };
 
-void initMovePicker(MovePicker *mp, Thread *thread, uint16_t ttMove, int height);
-void initSingularMovePicker(MovePicker *mp, Thread *thread, uint16_t ttMove, int height);
+void initMovePicker(MovePicker *mp, Thread *thread, uint16_t ttMove);
+void initSingularMovePicker(MovePicker *mp, Thread *thread, uint16_t ttMove);
 void initNoisyMovePicker(MovePicker *mp, Thread *thread, int threshold);
 uint16_t selectNextMove(MovePicker *mp, Board *board, int skipQuiets);
diff --git a/src/network.c b/src/network.c
new file mode 100644
index 00000000..ec20f42f
--- /dev/null
+++ b/src/network.c
@@ -0,0 +1,212 @@
+/*
+  Ethereal is a UCI chess playing engine authored by Andrew Grant.
+  <https://github.com/AndyGrant/Ethereal>     <andrew@grantnet.us>
+
+  Ethereal is free software: you can redistribute it and/or modify
+  it under the terms of the GNU General Public License as published by
+  the Free Software Foundation, either version 3 of the License, or
+  (at your option) any later version.
+
+  Ethereal is distributed in the hope that it will be useful,
+  but WITHOUT ANY WARRANTY; without even the implied warranty of
+  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+  GNU General Public License for more details.
+
+  You should have received a copy of the GNU General Public License
+  along with this program.  If not, see <http://www.gnu.org/licenses/>.
+*/
+
+#include <assert.h>
+#include <stdbool.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+
+#include "bitboards.h"
+#include "board.h"
+#include "move.h"
+#include "network.h"
+#include "thread.h"
+#include "types.h"
+
+PKNetwork PKNN;
+
+static char *PKWeights[] = {
+    #include "weights/pknet_224x32x1.net"
+    ""
+};
+
+static void vectorizePKNetwork(const Board *board, bool *inputs) {
+
+    int index = 0;
+
+    for (int colour = WHITE; colour <= BLACK; colour++) {
+
+        uint64_t ours  = board->colours[colour];
+        uint64_t pawns = ours & board->pieces[PAWN];
+        uint64_t kings = ours & board->pieces[KING];
+
+        for (int sq = 0; sq < SQUARE_NB; sq++)
+            if (!testBit(PROMOTION_RANKS, sq))
+                inputs[index++] = testBit(pawns, sq);
+
+        for (int sq = 0; sq < SQUARE_NB; sq++)
+            inputs[index++] = testBit(kings, sq);
+    }
+
+    assert(index == PKNETWORK_INPUTS);
+}
+
+static int computePKNetworkIndex(int colour, int piece, int sq) {
+    return (64 + 48) * colour
+         + (48 * (piece == KING))
+         + sq - 8 * (piece == PAWN);
+}
+
+
+void initPKNetwork() {
+
+    for (int i = 0; i < PKNETWORK_LAYER1; i++) {
+
+        // Grab the next line and tokenize it
+        char weights[strlen(PKWeights[i])];
+        strcpy(weights, PKWeights[i]);
+        strtok(weights, " ");
+
+        for (int j = 0; j < PKNETWORK_INPUTS; j++)
+            PKNN.inputWeights[i][j] = atof(strtok(NULL, " "));
+        PKNN.inputBiases[i] = atof(strtok(NULL, " "));
+    }
+
+    for (int i = 0; i < PKNETWORK_OUTPUTS; i++) {
+
+        // Grab the next line and tokenize it
+        char weights[strlen(PKWeights[i + PKNETWORK_LAYER1])];
+        strcpy(weights, PKWeights[i + PKNETWORK_LAYER1]);
+        strtok(weights, " ");
+
+        for (int j = 0; j < PKNETWORK_LAYER1; j++)
+            PKNN.layer1Weights[i][j] = atof(strtok(NULL, " "));
+        PKNN.layer1Biases[i] = atof(strtok(NULL, " "));
+    }
+}
+
+int fullyComputePKNetwork(Thread *thread) {
+
+    bool inputsNeurons[PKNETWORK_INPUTS];
+    float layer1Neurons[PKNETWORK_LAYER1];
+    float outputNeurons[PKNETWORK_OUTPUTS];
+
+    vectorizePKNetwork(&thread->board, inputsNeurons);
+
+    for (int i = 0; i < PKNETWORK_LAYER1; i++) {
+        layer1Neurons[i] = PKNN.inputBiases[i];
+        for (int j = 0; j < PKNETWORK_INPUTS; j++)
+            layer1Neurons[i] += inputsNeurons[j] * PKNN.inputWeights[i][j];
+    }
+
+    for (int i = 0; i < PKNETWORK_OUTPUTS; i++) {
+        outputNeurons[i] = PKNN.layer1Biases[i];
+        for (int j = 0; j < PKNETWORK_LAYER1; j++)
+            if (layer1Neurons[j] >= 0.0)
+                outputNeurons[i] += layer1Neurons[j] * PKNN.layer1Weights[i][j];
+    }
+
+    return outputNeurons[0];
+}
+
+int partiallyComputePKNetwork(Thread *thread) {
+
+    float *layer1Neurons = thread->pknnlayer1[thread->pknndepth];
+    float outputNeurons[PKNETWORK_OUTPUTS];
+
+    for (int i = 0; i < PKNETWORK_OUTPUTS; i++) {
+        outputNeurons[i] = PKNN.layer1Biases[i];
+        for (int j = 0; j < PKNETWORK_LAYER1; j++)
+            if (layer1Neurons[j] >= 0.0)
+                outputNeurons[i] += layer1Neurons[j] * PKNN.layer1Weights[i][j];
+    }
+
+    return outputNeurons[0];
+}
+
+
+void initPKNetworkCollector(Thread *thread) {
+
+    assert(thread->pknndepth == 0);
+
+    bool inputsNeurons[PKNETWORK_INPUTS];
+    vectorizePKNetwork(&thread->board, inputsNeurons);
+
+    for (int i = 0; i < PKNETWORK_LAYER1; i++) {
+        thread->pknnlayer1[0][i] = PKNN.inputBiases[i];
+        for (int j = 0; j < PKNETWORK_INPUTS; j++)
+            thread->pknnlayer1[0][i] += inputsNeurons[j] * PKNN.inputWeights[i][j];
+    }
+}
+
+void updatePKNetworkIndices(Thread *thread, int changes, int indexes[3], int signs[3]) {
+
+    float *layer1Neurons_d1 = thread->pknnlayer1[thread->pknndepth];
+    float *layer1Neurons    = thread->pknnlayer1[++thread->pknndepth];
+
+    thread->pknnchanged[thread->height-1] = 1;
+    memcpy(layer1Neurons, layer1Neurons_d1, sizeof(float) * PKNETWORK_LAYER1);
+
+    for (int j = 0; j < changes; j++)
+        for (int i = 0; i < PKNETWORK_LAYER1; i++)
+            layer1Neurons[i] += signs[j] * PKNN.inputWeights[i][indexes[j]];
+}
+
+void updatePKNetworkAfterMove(Thread *thread, uint16_t move) {
+
+    int to     =  MoveTo(move);
+    int from   =  MoveFrom(move);
+    int type   =  MoveType(move);
+    int colour = !thread->board.turn;
+    int moved  =  pieceType(thread->board.squares[to]);
+    int taken  =  pieceType(thread->undoStack[thread->height-1].capturePiece);
+
+    int changes = 0, indexes[3], signs[3];
+
+    thread->pknnchanged[thread->height-1] = 0;
+
+    if (move == NULL_MOVE)
+        return;
+
+    if (type == NORMAL_MOVE) {
+
+        if (moved == PAWN || moved == KING) {
+            indexes[changes++] = computePKNetworkIndex(colour, moved, from);
+            indexes[changes++] = computePKNetworkIndex(colour, moved, to  );
+            signs[0] = -1; signs[1] = 1;
+        }
+
+        if (taken == PAWN) {
+            assert(0);
+            indexes[changes++] = computePKNetworkIndex(!colour, taken, to);
+            signs[changes - 1] = -1;
+        }
+    }
+
+    else if (type == CASTLE_MOVE) {
+        indexes[changes++] = computePKNetworkIndex(colour, KING, from);
+        indexes[changes++] = computePKNetworkIndex(colour, KING, castleKingTo(from, to));
+        signs[0] = -1; signs[1] = 1;
+    }
+
+    else if (type == ENPASS_MOVE) {
+        indexes[changes++] = computePKNetworkIndex(colour, PAWN, from);
+        indexes[changes++] = computePKNetworkIndex(colour, PAWN, to);
+        indexes[changes++] = computePKNetworkIndex(!colour, PAWN, to ^ 8);
+        signs[0] = -1; signs[1] = 1; signs[2] = -1;
+    }
+
+    else if (type == PROMOTION_MOVE) {
+        indexes[changes++] = computePKNetworkIndex(colour, PAWN, from);
+        signs[0] = -1;
+    }
+
+    if (changes)
+        updatePKNetworkIndices(thread, changes, indexes, signs);
+}
\ No newline at end of file
diff --git a/src/network.h b/src/network.h
new file mode 100644
index 00000000..e60c7556
--- /dev/null
+++ b/src/network.h
@@ -0,0 +1,52 @@
+/*
+  Ethereal is a UCI chess playing engine authored by Andrew Grant.
+  <https://github.com/AndyGrant/Ethereal>     <andrew@grantnet.us>
+
+  Ethereal is free software: you can redistribute it and/or modify
+  it under the terms of the GNU General Public License as published by
+  the Free Software Foundation, either version 3 of the License, or
+  (at your option) any later version.
+
+  Ethereal is distributed in the hope that it will be useful,
+  but WITHOUT ANY WARRANTY; without even the implied warranty of
+  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+  GNU General Public License for more details.
+
+  You should have received a copy of the GNU General Public License
+  along with this program.  If not, see <http://www.gnu.org/licenses/>.
+*/
+
+#pragma once
+
+#include <stdint.h>
+
+#include "board.h"
+#include "types.h"
+
+#define PKNETWORK_INPUTS  (224)
+#define PKNETWORK_LAYER1  ( 32)
+#define PKNETWORK_OUTPUTS (  1)
+
+typedef struct PKNetwork {
+
+    // PKNetworks are of the form [Input, Hidden Layer 1, Output Layer]
+    // Our current Network is [224x32, 32x1]. The Network is trained to
+    // output a Score in CentiPawns, and thus Output Neurons need do not
+    // need activation functions. The 32x1 operation applys a ReLU, where
+    // as the 224x32 layer does not, since inputs are binary 0s and 1s
+
+    ALIGN64 float inputWeights[PKNETWORK_LAYER1][PKNETWORK_INPUTS];
+    ALIGN64 float inputBiases[PKNETWORK_LAYER1];
+
+    ALIGN64 float layer1Weights[PKNETWORK_OUTPUTS][PKNETWORK_LAYER1];
+    ALIGN64 float layer1Biases[PKNETWORK_OUTPUTS];
+
+} PKNetwork;
+
+void initPKNetwork();
+int fullyComputePKNetwork(Thread *thread);
+int partiallyComputePKNetwork(Thread *thread);
+
+void initPKNetworkCollector(Thread *thread);
+void updatePKNetworkIndices(Thread *thread, int changes, int indexes[3], int signs[3]);
+void updatePKNetworkAfterMove(Thread *thread, uint16_t move);
\ No newline at end of file
diff --git a/src/search.c b/src/search.c
index 8cda055a..d7128289 100644
--- a/src/search.c
+++ b/src/search.c
@@ -98,6 +98,9 @@ void* iterativeDeepening(void *vthread) {
     Limits *const limits   = thread->limits;
     const int mainThread   = thread->index == 0;
 
+    // Begin tracking incremental NN updates
+    initPKNetworkCollector(thread);
+
     // Bind when we expect to deal with NUMA
     if (thread->nthreads > 8)
         bindThisThread(thread->index);
@@ -156,7 +159,7 @@ void aspirationWindow(Thread *thread) {
     while (1) {
 
         // Perform a search and consider reporting results
-        value = search(thread, pv, alpha, beta, MAX(1, depth), 0);
+        value = search(thread, pv, alpha, beta, MAX(1, depth));
         if (   (mainThread && value > alpha && value < beta)
             || (mainThread && elapsedTime(thread->info) >= WindowTimerMS))
             uciReport(thread->threads, alpha, beta, value);
@@ -187,16 +190,16 @@ void aspirationWindow(Thread *thread) {
     }
 }
 
-int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int height) {
+int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth) {
 
     const int PvNode   = (alpha != beta - 1);
-    const int RootNode = (height == 0);
+    const int RootNode = (thread->height == 0);
     Board *const board = &thread->board;
 
     unsigned tbresult;
     int hist = 0, cmhist = 0, fmhist = 0;
     int quietsSeen = 0, quietsPlayed = 0, capturesPlayed = 0, played = 0;
-    int ttHit, ttValue = 0, ttEval = 0, ttDepth = 0, ttBound = 0;
+    int ttHit, ttValue = 0, ttEval = VALUE_NONE, ttDepth = 0, ttBound = 0;
     int R, newDepth, rAlpha, rBeta, oldAlpha = alpha;
     int inCheck, isQuiet, improving, extension, singular, skipQuiets = 0;
     int eval, value = -MATE, best = -MATE, futilityMargin, seeMargin[2];
@@ -208,7 +211,7 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
     // Step 1. Quiescence Search. Perform a search using mostly tactical
     // moves to reach a more stable position for use as a static evaluation
     if (depth <= 0 && !board->kingAttackers)
-        return qsearch(thread, pv, alpha, beta, height);
+        return qsearch(thread, pv, alpha, beta);
 
     // Prefetch TT as early as reasonable
     prefetchTTEntry(board->hash);
@@ -220,7 +223,7 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
     depth = MAX(0, depth);
 
     // Updates for UCI reporting
-    thread->seldepth = RootNode ? 0 : MAX(thread->seldepth, height);
+    thread->seldepth = RootNode ? 0 : MAX(thread->seldepth, thread->height);
     thread->nodes++;
 
     // Step 2. Abort Check. Exit the search if signaled by main thread or the
@@ -234,24 +237,24 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
 
         // Draw Detection. Check for the fifty move rule, repetition, or insufficient
         // material. Add variance to the draw score, to avoid blindness to 3-fold lines
-        if (boardIsDrawn(board, height)) return 1 - (thread->nodes & 2);
+        if (boardIsDrawn(board, thread->height)) return 1 - (thread->nodes & 2);
 
         // Check to see if we have exceeded the maxiumum search draft
-        if (height >= MAX_PLY)
+        if (thread->height >= MAX_PLY)
             return evaluateBoard(thread, board);
 
         // Mate Distance Pruning. Check to see if this line is so
         // good, or so bad, that being mated in the ply, or  mating in
         // the next one, would still not create a more extreme line
-        rAlpha = alpha > -MATE + height     ? alpha : -MATE + height;
-        rBeta  =  beta <  MATE - height - 1 ?  beta :  MATE - height - 1;
+        rAlpha = alpha > -MATE + thread->height     ? alpha : -MATE + thread->height;
+        rBeta  =  beta <  MATE - thread->height - 1 ?  beta :  MATE - thread->height - 1;
         if (rAlpha >= rBeta) return rAlpha;
     }
 
     // Step 4. Probe the Transposition Table, adjust the value, and consider cutoffs
     if ((ttHit = getTTEntry(board->hash, &ttMove, &ttValue, &ttEval, &ttDepth, &ttBound))) {
 
-        ttValue = valueFromTT(ttValue, height); // Adjust any MATE scores
+        ttValue = valueFromTT(ttValue, thread->height); // Adjust any MATE scores
 
         // Only cut with a greater depth search, and do not return
         // when in a PvNode, unless we would otherwise hit a qsearch
@@ -268,14 +271,14 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
     // Step 5. Probe the Syzygy Tablebases. tablebasesProbeWDL() handles all of
     // the conditions about the board, the existance of tables, the probe depth,
     // as well as to not probe at the Root. The return is defined by the Pyrrhic API
-    if ((tbresult = tablebasesProbeWDL(board, depth, height)) != TB_RESULT_FAILED) {
+    if ((tbresult = tablebasesProbeWDL(board, depth, thread->height)) != TB_RESULT_FAILED) {
 
         thread->tbhits++; // Increment tbhits counter for this thread
 
         // Convert the WDL value to a score. We consider blessed losses
         // and cursed wins to be a draw, and thus set value to zero.
-        value = tbresult == TB_LOSS ? -TBWIN + height
-              : tbresult == TB_WIN  ?  TBWIN - height : 0;
+        value = tbresult == TB_LOSS ? -TBWIN + thread->height
+              : tbresult == TB_WIN  ?  TBWIN - thread->height : 0;
 
         // Identify the bound based on WDL scores. For wins and losses the
         // bound is not exact because we are dependent on the height, but
@@ -288,7 +291,7 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
             || (ttBound == BOUND_LOWER && value >= beta)
             || (ttBound == BOUND_UPPER && value <= alpha)) {
 
-            storeTTEntry(board->hash, NONE_MOVE, valueToTT(value, height), VALUE_NONE, depth, ttBound);
+            storeTTEntry(board->hash, NONE_MOVE, valueToTT(value, thread->height), VALUE_NONE, depth, ttBound);
             return value;
         }
     }
@@ -298,13 +301,9 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
     // We can grab in check based on the already computed king attackers bitboard
     inCheck = !!board->kingAttackers;
 
-    // Save a history of the static evaluations. We can reuse a TT entry if the given
-    // evaluation has been set. Also, if we made a NULL move on the previous ply, we
-    // can recompute the eval as `eval = -last_eval + 2 * Tempo`
-    eval = thread->evalStack[height] =
-           ttHit && ttEval != VALUE_NONE            ?  ttEval
-         : thread->moveStack[height-1] != NULL_MOVE ?  evaluateBoard(thread, board)
-                                                    : -thread->evalStack[height-1] + 2 * Tempo;
+    // Save a history of the static evaluations
+    eval = thread->evalStack[thread->height]
+         = ttEval != VALUE_NONE ? ttEval : evaluateBoard(thread, board);
 
     // Futility Pruning Margin
     futilityMargin = FutilityMargin * depth;
@@ -314,11 +313,11 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
     seeMargin[1] = SEEQuietMargin * depth;
 
     // Improving if our static eval increased in the last move
-    improving = height >= 2 && eval > thread->evalStack[height-2];
+    improving = thread->height >= 2 && eval > thread->evalStack[thread->height-2];
 
     // Reset Killer moves for our children
-    thread->killers[height+1][0] = NONE_MOVE;
-    thread->killers[height+1][1] = NONE_MOVE;
+    thread->killers[thread->height+1][0] = NONE_MOVE;
+    thread->killers[thread->height+1][1] = NONE_MOVE;
 
     // ------------------------------------------------------------------------
     // All elo estimates as of Ethereal 11.80, @ 12s+0.12 @ 1.275mnps
@@ -342,16 +341,16 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
         && !inCheck
         &&  eval >= beta
         &&  depth >= NullMovePruningDepth
-        &&  thread->moveStack[height-1] != NULL_MOVE
-        &&  thread->moveStack[height-2] != NULL_MOVE
+        &&  thread->moveStack[thread->height-1] != NULL_MOVE
+        &&  thread->moveStack[thread->height-2] != NULL_MOVE
         &&  boardHasNonPawnMaterial(board, board->turn)
         && (!ttHit || !(ttBound & BOUND_UPPER) || ttValue >= beta)) {
 
         R = 4 + depth / 6 + MIN(3, (eval - beta) / 200);
 
-        apply(thread, board, NULL_MOVE, height);
-        value = -search(thread, &lpv, -beta, -beta+1, depth-R, height+1);
-        revert(thread, board, NULL_MOVE, height);
+        apply(thread, board, NULL_MOVE);
+        value = -search(thread, &lpv, -beta, -beta+1, depth-R);
+        revert(thread, board, NULL_MOVE);
 
         if (value >= beta) return beta;
     }
@@ -370,18 +369,18 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
         while ((move = selectNextMove(&movePicker, board, 1)) != NONE_MOVE) {
 
             // Apply move, skip if move is illegal
-            if (!apply(thread, board, move, height)) continue;
+            if (!apply(thread, board, move)) continue;
 
             // For high depths, verify the move first with a depth one search
             if (depth >= 2 * ProbCutDepth)
-                value = -search(thread, &lpv, -rBeta, -rBeta+1, 1, height+1);
+                value = -search(thread, &lpv, -rBeta, -rBeta+1, 1);
 
             // For low depths, or after the above, verify with a reduced search
             if (depth < 2 * ProbCutDepth || value >= rBeta)
-                value = -search(thread, &lpv, -rBeta, -rBeta+1, depth-4, height+1);
+                value = -search(thread, &lpv, -rBeta, -rBeta+1, depth-4);
 
             // Revert the board state
-            revert(thread, board, move, height);
+            revert(thread, board, move);
 
             // Probcut failed high verifying the cutoff
             if (value >= rBeta) return value;
@@ -390,7 +389,7 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
 
     // Step 10. Initialize the Move Picker and being searching through each
     // move one at a time, until we run out or a move generates a cutoff
-    initMovePicker(&movePicker, thread, ttMove, height);
+    initMovePicker(&movePicker, thread, ttMove);
     while ((move = selectNextMove(&movePicker, board, skipQuiets)) != NONE_MOVE) {
 
         // MultiPV and searchmoves may limit our search options
@@ -399,7 +398,7 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
 
         // For quiet moves we fetch various history scores
         if ((isQuiet = !moveIsTactical(board, move))) {
-            getHistory(thread, move, height, &hist, &cmhist, &fmhist);
+            getHistory(thread, move, &hist, &cmhist, &fmhist);
             quietsSeen++;
         }
 
@@ -456,7 +455,7 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
             continue;
 
         // Apply move, skip if move is illegal
-        if (!apply(thread, board, move, height))
+        if (!apply(thread, board, move))
             continue;
 
         played += 1;
@@ -491,7 +490,7 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
         // which appear to beat beta at a reduced depth. singularity() sets the stage to STAGE_DONE
 
         if (movePicker.stage == STAGE_DONE) {
-            revert(thread, board, move, height);
+            revert(thread, board, move);
             return MAX(ttValue - depth, -MATE);
         }
 
@@ -522,24 +521,24 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
         // Step 16A. If we triggered the LMR conditions (which we know by the value of R),
         // then we will perform a reduced search on the null alpha window, as we have no
         // expectation that this move will be worth looking into deeper
-        if (R != 1) value = -search(thread, &lpv, -alpha-1, -alpha, newDepth-R, height+1);
+        if (R != 1) value = -search(thread, &lpv, -alpha-1, -alpha, newDepth-R);
 
         // Step 16B. There are two situations in which we will search again on a null window,
         // but without a depth reduction R. First, if the LMR search happened, and failed
         // high, secondly, if we did not try an LMR search, and this is not the first move
         // we have tried in a PvNode, we will research with the normally reduced depth
         if ((R != 1 && value > alpha) || (R == 1 && !(PvNode && played == 1)))
-            value = -search(thread, &lpv, -alpha-1, -alpha, newDepth-1, height+1);
+            value = -search(thread, &lpv, -alpha-1, -alpha, newDepth-1);
 
         // Step 16C. Finally, if we are in a PvNode and a move beat alpha while being
         // search on a reduced depth, we will search again on the normal window. Also,
         // if we did not perform Step 15B, we will search for the first time on the
         // normal window. This happens only for the first move in a PvNode
         if (PvNode && (played == 1 || value > alpha))
-            value = -search(thread, &lpv, -beta, -alpha, newDepth-1, height+1);
+            value = -search(thread, &lpv, -beta, -alpha, newDepth-1);
 
         // Revert the board state
-        revert(thread, board, move, height);
+        revert(thread, board, move);
 
         // Step 17. Update search stats for the best move and its value. Update
         // our lower bound (alpha) if exceeded, and also update the PV in that case
@@ -570,13 +569,13 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
     // then we are either mated or stalemated, which we can tell by the inCheck
     // flag. For mates, return a score based on the distance from root, so we
     // can differentiate between close mates and far away mates from the root
-    if (played == 0) return inCheck ? -MATE + height : 0;
+    if (played == 0) return inCheck ? -MATE + thread->height : 0;
 
     // Step 19 (~760 elo). Update History counters on a fail high for a quiet move.
     // We also update Capture History Heuristics, which augment or replace MVV-LVA.
 
     if (best >= beta && !moveIsTactical(board, bestMove))
-        updateHistoryHeuristics(thread, quietsTried, quietsPlayed, height, depth);
+        updateHistoryHeuristics(thread, quietsTried, quietsPlayed, depth);
 
     if (best >= beta)
         updateCaptureHistories(thread, bestMove, capturesTried, capturesPlayed, depth);
@@ -586,18 +585,18 @@ int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int h
     if (!RootNode || !thread->multiPV) {
         ttBound = best >= beta    ? BOUND_LOWER
                 : best > oldAlpha ? BOUND_EXACT : BOUND_UPPER;
-        storeTTEntry(board->hash, bestMove, valueToTT(best, height), eval, depth, ttBound);
+        storeTTEntry(board->hash, bestMove, valueToTT(best, thread->height), eval, depth, ttBound);
     }
 
     return best;
 }
 
-int qsearch(Thread *thread, PVariation *pv, int alpha, int beta, int height) {
+int qsearch(Thread *thread, PVariation *pv, int alpha, int beta) {
 
     Board *const board = &thread->board;
 
     int eval, value, best;
-    int ttHit, ttValue = 0, ttEval = 0, ttDepth = 0, ttBound = 0;
+    int ttHit, ttValue = 0, ttEval = VALUE_NONE, ttDepth = 0, ttBound = 0;
     uint16_t move, ttMove = NONE_MOVE;
     MovePicker movePicker;
     PVariation lpv;
@@ -609,7 +608,7 @@ int qsearch(Thread *thread, PVariation *pv, int alpha, int beta, int height) {
     pv->length = 0;
 
     // Updates for UCI reporting
-    thread->seldepth = MAX(thread->seldepth, height);
+    thread->seldepth = MAX(thread->seldepth, thread->height);
     thread->nodes++;
 
     // Step 1. Abort Check. Exit the search if signaled by main thread or the
@@ -619,17 +618,17 @@ int qsearch(Thread *thread, PVariation *pv, int alpha, int beta, int height) {
 
     // Step 2. Draw Detection. Check for the fifty move rule, repetition, or insufficient
     // material. Add variance to the draw score, to avoid blindness to 3-fold lines
-    if (boardIsDrawn(board, height)) return 1 - (thread->nodes & 2);
+    if (boardIsDrawn(board, thread->height)) return 1 - (thread->nodes & 2);
 
     // Step 3. Max Draft Cutoff. If we are at the maximum search draft,
     // then end the search here with a static eval of the current board
-    if (height >= MAX_PLY)
+    if (thread->height >= MAX_PLY)
         return evaluateBoard(thread, board);
 
     // Step 4. Probe the Transposition Table, adjust the value, and consider cutoffs
     if ((ttHit = getTTEntry(board->hash, &ttMove, &ttValue, &ttEval, &ttDepth, &ttBound))) {
 
-        ttValue = valueFromTT(ttValue, height); // Adjust any MATE scores
+        ttValue = valueFromTT(ttValue, thread->height); // Adjust any MATE scores
 
         // Table is exact or produces a cutoff
         if (    ttBound == BOUND_EXACT
@@ -638,13 +637,9 @@ int qsearch(Thread *thread, PVariation *pv, int alpha, int beta, int height) {
             return ttValue;
     }
 
-    // Save a history of the static evaluations. We can reuse a TT entry if the given
-    // evaluation has been set. Also, if we made a NULL move on the previous ply, we
-    // can recompute the eval as `eval = -last_eval + 2 * Tempo`
-    eval = thread->evalStack[height] =
-           ttHit && ttEval != VALUE_NONE            ?  ttEval
-         : thread->moveStack[height-1] != NULL_MOVE ?  evaluateBoard(thread, board)
-                                                    : -thread->evalStack[height-1] + 2 * Tempo;
+    // Save a history of the static evaluations
+    eval = thread->evalStack[thread->height]
+         = ttEval != VALUE_NONE ? ttEval : evaluateBoard(thread, board);
 
     // Step 5. Eval Pruning. If a static evaluation of the board will
     // exceed beta, then we can stop the search here. Also, if the static
@@ -666,9 +661,9 @@ int qsearch(Thread *thread, PVariation *pv, int alpha, int beta, int height) {
     while ((move = selectNextMove(&movePicker, board, 1)) != NONE_MOVE) {
 
         // Search the next ply if the move is legal
-        if (!apply(thread, board, move, height)) continue;
-        value = -qsearch(thread, &lpv, -beta, -alpha, height+1);
-        revert(thread, board, move, height);
+        if (!apply(thread, board, move)) continue;
+        value = -qsearch(thread, &lpv, -beta, -alpha);
+        revert(thread, board, move);
 
         // Improved current value
         if (value > best) {
@@ -798,18 +793,18 @@ int singularity(Thread *thread, MovePicker *mp, int ttValue, int depth, int beta
     Board *const board = &thread->board;
 
     // Table move was already applied
-    revert(thread, board, mp->tableMove, mp->height);
+    revert(thread, board, mp->tableMove);
 
     // Iterate over each move, except for the table move
-    initSingularMovePicker(&movePicker, thread, mp->tableMove, mp->height);
+    initSingularMovePicker(&movePicker, thread, mp->tableMove);
     while ((move = selectNextMove(&movePicker, board, skipQuiets)) != NONE_MOVE) {
 
         assert(move != mp->tableMove); // Skip the table move
 
         // Perform a reduced depth search on a null rbeta window
-        if (!apply(thread, board, move, mp->height)) continue;
-        value = -search(thread, &lpv, -rBeta-1, -rBeta, depth / 2 - 1, mp->height+1);
-        revert(thread, board, move, mp->height);
+        if (!apply(thread, board, move)) continue;
+        value = -search(thread, &lpv, -rBeta-1, -rBeta, depth / 2 - 1);
+        revert(thread, board, move);
 
         // Move failed high, thus mp->tableMove is not singular
         if (value > rBeta) break;
@@ -825,12 +820,12 @@ int singularity(Thread *thread, MovePicker *mp, int ttValue, int depth, int beta
     // MultiCut. We signal the Move Picker to terminate the search
     if (value > rBeta && rBeta >= beta) {
         if (!moveIsTactical(board, move))
-            updateKillerMoves(thread, mp->height, move);
+            updateKillerMoves(thread, move);
         mp->stage = STAGE_DONE;
     }
 
     // Reapply the table move we took off
-    applyLegal(thread, board, mp->tableMove, mp->height);
+    applyLegal(thread, board, mp->tableMove);
 
     // Move is singular if all other moves failed low
     return value <= rBeta;
diff --git a/src/search.h b/src/search.h
index a68bdcbf..cc5f785b 100644
--- a/src/search.h
+++ b/src/search.h
@@ -38,8 +38,8 @@ void initSearch();
 void getBestMove(Thread *threads, Board *board, Limits *limits, uint16_t *best, uint16_t *ponder);
 void* iterativeDeepening(void *vthread);
 void aspirationWindow(Thread *thread);
-int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth, int height);
-int qsearch(Thread *thread, PVariation *pv, int alpha, int beta, int height);
+int search(Thread *thread, PVariation *pv, int alpha, int beta, int depth);
+int qsearch(Thread *thread, PVariation *pv, int alpha, int beta);
 int staticExchangeEvaluation(Board *board, uint16_t move, int threshold);
 int singularity(Thread *thread, MovePicker *mp, int ttValue, int depth, int beta);
 
diff --git a/src/thread.c b/src/thread.c
index ee3a15f3..0c4fb0f8 100644
--- a/src/thread.c
+++ b/src/thread.c
@@ -81,9 +81,16 @@ void newSearchThreadPool(Thread *threads, Board *board, Limits *limits, SearchIn
     int contempt = MakeScore(ContemptDrawPenalty + ContemptComplexity, ContemptDrawPenalty);
 
     for (int i = 0; i < threads->nthreads; i++) {
+
         threads[i].limits = limits;
-        threads[i].info = info;
-        threads[i].nodes = threads[i].tbhits = 0ull;
+        threads[i].info   = info;
+
+        threads[i].height    = 0;
+        threads[i].pknndepth = 0;
+
+        threads[i].nodes     = 0ull;
+        threads[i].tbhits    = 0ull;
+
         memcpy(&threads[i].board, board, sizeof(Board));
         threads[i].contempt = board->turn == WHITE ? contempt : -contempt;
     }
diff --git a/src/thread.h b/src/thread.h
index 4cdea737..8c6b7a2b 100644
--- a/src/thread.h
+++ b/src/thread.h
@@ -19,10 +19,12 @@
 #pragma once
 
 #include <setjmp.h>
+#include <stdbool.h>
 #include <stdint.h>
 
 #include "board.h"
 #include "evalcache.h"
+#include "network.h"
 #include "search.h"
 #include "transposition.h"
 #include "types.h"
@@ -43,14 +45,16 @@ struct Thread {
     uint16_t bestMoves[MAX_MOVES];
     uint16_t ponderMoves[MAX_MOVES];
 
-    int contempt;
-    int depth, seldepth;
+    int contempt, pknndepth;
+    int depth, seldepth, height;
     uint64_t nodes, tbhits;
 
     int *evalStack, _evalStack[STACK_SIZE];
     uint16_t *moveStack, _moveStack[STACK_SIZE];
     int *pieceStack, _pieceStack[STACK_SIZE];
+
     Undo undoStack[STACK_SIZE];
+    bool pknnchanged[STACK_SIZE];
 
     ALIGN64 EvalTable evtable;
     ALIGN64 PKTable pktable;
@@ -62,6 +66,8 @@ struct Thread {
     ALIGN64 CaptureHistoryTable chistory;
     ALIGN64 ContinuationTable continuation;
 
+    ALIGN64 float pknnlayer1[STACK_SIZE][PKNETWORK_LAYER1];
+
     int index, nthreads;
     Thread *threads;
     jmp_buf jbuffer;
diff --git a/src/uci.c b/src/uci.c
index 6c16b3f1..072de72f 100644
--- a/src/uci.c
+++ b/src/uci.c
@@ -32,6 +32,7 @@
 #include "masks.h"
 #include "move.h"
 #include "movegen.h"
+#include "network.h"
 #include "search.h"
 #include "thread.h"
 #include "time.h"
@@ -40,13 +41,14 @@
 #include "uci.h"
 #include "zobrist.h"
 
-extern int ContemptDrawPenalty;   // Defined by Thread.c
-extern int ContemptComplexity;    // Defined by Thread.c
-extern int MoveOverhead;          // Defined by Time.c
-extern unsigned TB_PROBE_DEPTH;   // Defined by Syzygy.c
-extern volatile int ABORT_SIGNAL; // Defined by Search.c
-extern volatile int IS_PONDERING; // Defined by Search.c
-extern volatile int ANALYSISMODE; // Defined by Search.c
+extern int ContemptDrawPenalty;   // Defined by thread.c
+extern int ContemptComplexity;    // Defined by thread.c
+extern int MoveOverhead;          // Defined by time.c
+extern unsigned TB_PROBE_DEPTH;   // Defined by syzygy.c
+extern volatile int ABORT_SIGNAL; // Defined by search.c
+extern volatile int IS_PONDERING; // Defined by search.c
+extern volatile int ANALYSISMODE; // Defined by search.c
+extern PKNetwork PKNN;            // Defined by network.c
 
 pthread_mutex_t READYLOCK = PTHREAD_MUTEX_INITIALIZER;
 const char *StartPosition = "rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR w KQkq - 0 1";
@@ -65,6 +67,9 @@ int main(int argc, char **argv) {
     // Initialize core components of Ethereal
     initAttacks(); initMasks(); initEval();
     initSearch(); initZobrist(); initTT(16);
+    initPKNetwork(&PKNN);
+
+    // Create the UCI-board and our threads
     threads = createThreadPool(1);
     boardFromFEN(&board, StartPosition, chess960);
 
diff --git a/src/uci.h b/src/uci.h
index dcdabf09..26b68b23 100644
--- a/src/uci.h
+++ b/src/uci.h
@@ -22,7 +22,7 @@
 
 #include "types.h"
 
-#define VERSION_ID "12.57"
+#define VERSION_ID "12.58"
 
 #if defined(USE_PEXT)
     #define ETHEREAL_VERSION VERSION_ID" (PEXT)"
diff --git a/src/weights/pknet_224x32x1.net b/src/weights/pknet_224x32x1.net
new file mode 100644
index 00000000..24906e74
--- /dev/null
+++ b/src/weights/pknet_224x32x1.net
@@ -0,0 +1,33 @@
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