diff --git a/WfcConstants.js b/WfcConstants.js
new file mode 100644
index 0000000..e9d255f
--- /dev/null
+++ b/WfcConstants.js
@@ -0,0 +1,11 @@
+export const Direction = Object.freeze({
+    NW: 0,
+    N: 1,
+    NE: 2,
+    E: 3,
+    C: 4,
+    W: 5,
+    SW: 6,
+    S: 7,
+    SE: 8,
+});
diff --git a/eslint.config.js b/eslint.config.js
new file mode 100644
index 0000000..2690113
--- /dev/null
+++ b/eslint.config.js
@@ -0,0 +1,7 @@
+import js from "@eslint/js";
+import globals from "globals";
+import { defineConfig } from "eslint/config";
+
+export default defineConfig([
+  { files: ["**/*.{js,mjs,cjs}"], plugins: { js }, extends: ["js/recommended"], languageOptions: { globals: globals.browser } },
+]);
diff --git a/frontend/TrainingCell.js b/frontend/TrainingCell.js
new file mode 100755
index 0000000..1ad51d2
--- /dev/null
+++ b/frontend/TrainingCell.js
@@ -0,0 +1,88 @@
+import { Direction } from "./WfcConstants.js";
+
+/**
+ * Represents a 3x3 grid of values (sub-cells), that are used as building blocks for procedurally
+ * generated grids. In reality, only the center value will be included in the outputted WfcGrid;
+ * the 8 surrounding colors are there to establish which TrainingCells can live next to each other.
+ */
+
+export class TrainingCell {
+    /** @param {Uint8Array} values The 9 sub cells that make up this TrainingCell */
+    constructor() {
+        this.values = new Uint8Array(9);
+    }
+
+    /** @returns {string} The actual value of this Trainin gCell is represented by its center value */
+    get value() {
+        return this.values[Direction.C];
+    }
+
+    /**
+     * @param {TrainingCell} other
+     * @param {number} direction
+     *
+     * @returns {boolean}
+     */
+    potentialNeighbours(other, direction) {
+        // sadly, we're not allowed to be friends with ourselves.
+        if (this === other) {
+            console.log("WTF were checking to be friends with ourselves!", this, other, direction);
+            return false;
+        }
+
+        return (
+            //
+            // if they want to live to my east,
+            // their two westmost columns must match
+            // my two eastmost columns
+            (direction == Direction.E &&
+                // My center col must match their west col
+                this.values[Direction.N] === other.values[Direction.NW] &&
+                this.values[Direction.C] === other.values[Direction.W] &&
+                this.values[Direction.S] === other.values[Direction.SW] &&
+                // My east col must match their center col
+                this.values[Direction.NE] === other.values[Direction.N] &&
+                this.values[Direction.E] === other.values[Direction.C] &&
+                this.values[Direction.SE] === other.values[Direction.S]) ||
+            //
+            // if they want to live to my west,
+            // their two eastmost columns must match
+            // my two westmost columns
+            (direction == Direction.W &&
+                // My center col must match their east col
+                this.values[Direction.N] === other.values[Direction.NE] &&
+                this.values[Direction.C] === other.values[Direction.E] &&
+                this.values[Direction.S] === other.values[Direction.SE] &&
+                // My west col must match their center col
+                this.values[Direction.NW] === other.values[Direction.N] &&
+                this.values[Direction.W] === other.values[Direction.C] &&
+                this.values[Direction.SW] === other.values[Direction.S]) ||
+            //
+            // if they want to live to my north,
+            // their two souther rows must match
+            // my two northern rows
+            (direction == Direction.N &&
+                // my middle row must match their south row
+                this.values[Direction.W] === other.values[Direction.SW] &&
+                this.values[Direction.C] === other.values[Direction.S] &&
+                this.values[Direction.E] === other.values[Direction.SE] &&
+                // my north row must match their middle row
+                this.values[Direction.NW] === other.values[Direction.W] &&
+                this.values[Direction.N] === other.values[Direction.C] &&
+                this.values[Direction.Direction.NE] === other.values[Direction.E]) ||
+            //
+            // if they want to live to my south,
+            // their two northern rows must match
+            // my two southern rows
+            (direction == Direction.S &&
+                // my middle row must match their north row
+                this.values[Direction.W] === other.values[Direction.NW] &&
+                this.values[Direction.C] === other.values[Direction.N] &&
+                this.values[Direction.E] === other.values[Direction.SE] &&
+                // my south row must match their middle row
+                this.values[Direction.SW] === other.values[Direction.W] &&
+                this.values[Direction.S] === other.values[Direction.C] &&
+                this.values[Direction.SE] === other.values[Direction.E])
+        );
+    }
+}
diff --git a/frontend/TrainingGrid.js b/frontend/TrainingGrid.js
new file mode 100644
index 0000000..3a9586c
--- /dev/null
+++ b/frontend/TrainingGrid.js
@@ -0,0 +1,30 @@
+import { TrainingCell } from "./TrainingCell.js";
+
+export class TrainingGrid {
+    /**
+     * @param {TrainingCell[]} cells
+     */
+    constructor(cells) {
+        if (cells[0] === undefined) {
+            throw new Error("cells must be a non empty array");
+        }
+
+        if (!(cells[0] instanceof TrainingCell)) {
+            throw new Error("cells arg must be an array of TrainingCell, but it isn't");
+        }
+
+        /** @type {TrainingCell[]} cells*/
+        this.cells = cells;
+
+        /** @type {number} the width and/or height of the training grid */
+        this.dim = Math.round(Math.sqrt(cells.length));
+
+        if (this.dim ** 2 !== cells.length) {
+            throw new Error("Training grid must be quadratic (height === width), but it isn't");
+        }
+    }
+
+    clone() {
+        return new TrainingGrid(this.cells.slice());
+    }
+}
diff --git a/frontend/WfcCell.js b/frontend/WfcCell.js
new file mode 100755
index 0000000..d7b7833
--- /dev/null
+++ b/frontend/WfcCell.js
@@ -0,0 +1,50 @@
+import { TrainingCell } from "./TrainingCell";
+
+/**
+ * Represents a single cell in a WfcGrid
+ */
+export class WfcCell {
+    /**
+     * @constructor
+     * @param {number} i index in the cell-array of this cell
+     * @param {number} x x-coordinate of cell
+     * @param {number} y y-coordinate of cell
+     * @param {TrainingCell[]} options - A list of training cells that could potentially live here.
+     */
+    constructor(i, x, y, options) {
+        if (!options.length) {
+            console.log("Bad >>options<< arg in WfcCell constructor. Must not be empty.", options);
+            throw Error("Bad >>options<< arg in WfcCell constructor. Must not be empty.", options);
+        }
+
+        if (!(options[0] instanceof TrainingCell)) {
+            console.log("Bad >>options<< arg in WfcCell constructor. Must be array of WfcCells, but wasn't.", options);
+            throw Error("Bad >>options<< arg in WfcCell constructor. Must be array of WfcCells, but wasn't.", options);
+        }
+
+        this.i = i;
+        this.x = x;
+        this.y = y;
+        this.options = options;
+    }
+
+    getEntropy() {
+        const result = this.options.length;
+        return result;
+    }
+
+    get lockedIn() {
+        return this.getEntropy() === 1;
+    }
+
+    get valid() {
+        return this.options.length > 0;
+    }
+
+    get value() {
+        if (this.options[0] === undefined) {
+            throw new Error("Bad! I do not have any options, and therefore no color");
+        }
+        return this.options[0].value;
+    }
+}
diff --git a/frontend/WfcGrid.js b/frontend/WfcGrid.js
new file mode 100755
index 0000000..b438f7a
--- /dev/null
+++ b/frontend/WfcGrid.js
@@ -0,0 +1,186 @@
+import { Direction } from "./WfcConstants.js";
+import { WfcCell } from "./WfcCell.js";
+
+/**
+ * A WfcGrid represents the output of a Wave Function Collapse operation.
+ */
+export class WfcGrid {
+    /**
+     * @param {number} w width (in cells)
+     * @param {number} h height (in cells)
+     * @param {TrainingGrid} trainingGrid the training grid that will be the source from which we populate this grid.
+     * @type {Xorshift32} pre-seeded pseudo random number generator
+     */
+    constructor(w, h, trainingGrid, rng) {
+        this.width = w;
+        this.height = h;
+        this.trainingGrid = trainingGrid;
+        this.rng = rng;
+
+        //
+        // Populate the cells so each has all available options
+        // For now, this means *copying* all TrainingCell options into each cell
+        this.reset();
+    }
+
+    reset() {
+        console.log("Resetting Cells");
+        const [w, h] = [this.width, this.height];
+        const len = w * h;
+        this.cells = new Array(len);
+        for (let i = 0; i < len; i++) {
+            const x = i % w;
+            const y = Math.floor(i / w);
+
+            this.cells[i] = new WfcCell(i, x, y, this.trainingGrid.clone().pixels);
+        }
+        console.log("Done");
+    }
+
+    /**
+     * Get the cells that currently have the lowest entropy
+     * @returns {number[]}
+     */
+    cellsIdsWithLowestEntropy() {
+        console.log("Finding cells with lowest entopy");
+        let result = [];
+
+        // set lowestEntropy to the highest possible entropy,
+        // and let's search for lower entropy in the cells
+        let lowestEntropy = this.trainingGrid.dim ** 2;
+
+        this.cells.forEach((cell, idx) => {
+            console.log("\t checking cell %d (entropy: %d)", idx, cell.getEntropy());
+            //
+            // Have we found cells with low entropy?
+            if (cell.getEntropy() < lowestEntropy) {
+                // we've found a cell with lower entropy that the ones we've been looking
+                // at so far Clear the search results and start over with this cell's
+                // entropy as our target
+                result = [idx];
+                lowestEntropy = cell.getEntropy();
+                return;
+            }
+
+            //
+            // Cell matches current entropy level, add it to search results.
+            if (cell.getEntropy() === lowestEntropy) {
+                // Cell matches our current level of entropy, so we add it to our search results.
+                // at so far! Clear the results and start over.
+                result.push(idx);
+                return;
+            }
+        });
+
+        if (result.length <= 0) {
+            console.log("Found zero lowest-entropy cells.", { lowestEntropy });
+        }
+
+        return result;
+    }
+
+    collapse() {
+        console.log("Starting collaps()");
+        let count = this.cells.length;
+        while (count > 0) {
+            count--;
+            // Get a list of possible target cells
+            const lowEntropyCellIds = this.cellIdsWithLowestEntropy();
+
+            //
+            // We've hit a dead end
+            // No appropriate target cells found.
+            if (lowEntropyCellIds.length === 0) {
+                console.log("Found no lowest-entropy cells. This should not happen");
+                return count;
+            }
+
+            const rCellId = this.rng.randomElement(lowEntropyCellIds);
+            const rCell = this.cells[rCellId];
+
+            /** @type {TrainingCell} a randomly chosen option that was available to rCell */
+            const rOption = this.rng.randomElement(rCell.options);
+
+            // Lock in the choice for this cell
+            rCell.options = [rOption];
+
+            //  _____                     ____       _               _
+            // | ____|_ __ _ __ ___  _ __| __ )  ___| | _____      _| |
+            // |  _| | '__| '__/ _ \| '__|  _ \ / _ \ |/ _ \ \ /\ / / |
+            // | |___| |  | | | (_) | |  | |_) |  __/ | (_) \ V  V /|_|
+            // |_____|_|  |_|  \___/|_|  |____/ \___|_|\___/ \_/\_/ (_)
+            // Locking in this cell has changed the grid.
+            // We must look at the cell's cardinal neighbours and update their options.
+            for (let nArr of this.getNeighboursFor(rCell)) {
+                /** @type {number} direction of the neighbour */
+                const neighbourDirection = nArr[0];
+
+                /** @type {WfcCell} the neighbouring cell */
+                const neighbourCell = nArr[1];
+
+                // Clear the neighbour's options, and
+                // repopulate with valid options.
+                const newOptions = [];
+
+                for (let neighbourOption of neighbourCell.options) {
+                    if (neighbourOption.potentialNeighbours(rOption, neighbourDirection)) {
+                        newOptions.push(neighbourOption);
+                    }
+                }
+
+                // We've collapsed too deep.
+                if (newOptions.length === 0) {
+                    console.error("We've removed all options from a neighbour!", {
+                        rCell,
+                        rOption,
+                        neighbourCell,
+                        neighbourDirection,
+                        newOptions,
+                    });
+                    return false;
+                }
+
+                neighbourCell.options = newOptions;
+            }
+        }
+        console.log("Done");
+        return 0;
+    }
+
+    /**
+     * Get the neighbours of a cell.
+     */
+    getNeighboursFor(cell) {
+        const result = [];
+
+        const yNorth = cell.y - 1;
+        if (yNorth >= 0) {
+            const xNorth = cell.x;
+            const idx = this.width * yNorth + xNorth;
+            result.push([Direction.N, this.cells[idx]]);
+        }
+
+        const ySouth = cell.y + 1;
+        if (ySouth < this.height) {
+            const xSouth = cell.x;
+            const idx = this.width * ySouth + xSouth;
+            result.push([Direction.S, this.cells[idx]]);
+        }
+
+        const xEast = cell.x + 1;
+        if (xEast < this.width) {
+            const yEast = cell.y;
+            const idx = this.width * yEast + xEast;
+            result.push([Direction.E, this.cells[idx]]);
+        }
+
+        const xWest = cell.x - 1;
+        if (xWest >= 0) {
+            const yWest = cell.y;
+            const idx = this.width * yWest + xWest;
+            result.push([Direction.W, this.cells[idx]]);
+        }
+
+        return result;
+    }
+}
diff --git a/frontend/WfcImage.1.js b/frontend/WfcImage.1.js
new file mode 100644
index 0000000..e69de29
diff --git a/frontend/manifest.json b/frontend/manifest.json
deleted file mode 100755
index bb83ec2..0000000
--- a/frontend/manifest.json
+++ /dev/null
@@ -1,11 +0,0 @@
-{
-    "name": "",
-    "short_name": "",
-    "icons": [
-        { "src": "./img/android-chrome-192x192.png", "sizes": "192x192", "type": "image/png" },
-        { "src": "./img/android-chrome-512x512.png", "sizes": "512x512", "type": "image/png" }
-    ],
-    "theme_color": "#ffffff",
-    "background_color": "#ffffff",
-    "display": "standalone"
-}
diff --git a/frontend/progen.html b/frontend/progen.html
index 0c2cdbe..8565a32 100755
--- a/frontend/progen.html
+++ b/frontend/progen.html
@@ -17,16 +17,6 @@
 
         <div class="controls-panel">
             <div class="color-picker-section">
-                <h3>Current Color</h3>
-                <div class="current-color" id="currentColor" onclick="painter.openColorPicker()"></div>
-                <input
-                    type="color"
-                    id="colorPicker"
-                    value="#000000"
-                    onchange="setCurrentColor(this.value)"
-                    style="display: none"
-                />
-
                 <h3>Color Palette</h3>
                 <div class="color-palette" id="colorPalette">
                     <!-- Color swatches will be generated -->
@@ -53,6 +43,7 @@
                 <button onclick="painter.exportAsImage()">Export png</button>
                 <button onclick="painter.exportAsData()">Export json</button>
                 <button onclick="painter.importData()">Import json</button>
+                <button onclick="painter.waveFunction()">WaifuCollapse</button>
             </div>
         </div>
 
diff --git a/frontend/progen.js b/frontend/progen.js
index 5256ba2..6e8c7fb 100755
--- a/frontend/progen.js
+++ b/frontend/progen.js
@@ -1,6 +1,12 @@
-class PaintProg {
+import { sprintf } from "sprintf-js";
+import { Xorshift32 } from "../utils/random.js";
+import { WfcGrid } from "./WfcGrid.js";
+import { TrainingCell } from "./TrainingCell.js";
+import { TrainingGrid } from "./TrainingGrid.js";
+
+class PainApp {
     /** @type {string} */
-    currentColor = "#000";
+    activeColor = "#000";
     /** @type {string} */
     currentTool = "draw";
     /** @type {boolean} */
@@ -9,7 +15,7 @@ class PaintProg {
     drawingMode = false;
 
     /**@param {string[]} pal */
-    constructor(dim, pal, gridElement, paletteElement, currentColorElement, colorPickerElement, previewElement) {
+    constructor(dim, pal, gridElement, paletteElement, previewElement) {
         /** @type {number} */
         this.dim = dim;
         /** @type {string[]} Default color palette */
@@ -22,18 +28,19 @@ class PaintProg {
         this.previewElement = previewElement;
         /** @type {HTMLElement} */
         this.paletteElement = paletteElement;
-        /** @type {HTMLElement} */
-        this.currentColorElement = currentColorElement;
         /** @type {HTMLInputElement} */
-        this.colorPickerElement = colorPickerElement;
 
-        this.subImages = Array.from({ length: this.samplePixels.length }, () => [...this.samplePixels]);
+        this.trainingImage = new TrainingGrid(
+            this.samplePixels.map(() => {
+                return new TrainingCell();
+            }),
+        );
 
         this.createGrid();
         this.createColorPalette();
         this.updatePreview();
-        this.setCurrentColor(pal[0]);
-        this.updateAllSubimages();
+        this.setActiveColor(pal[0]);
+        this.updateTrainingGrid();
     }
 
     createGrid() {
@@ -60,38 +67,28 @@ class PaintProg {
     createColorPalette() {
         this.paletteElement.innerHTML = "";
 
-        this.palette.forEach((color) => {
+        this.palette.forEach((color, paletteIndex) => {
             const swatch = document.createElement("div");
-            swatch.className = "color-swatch";
+            swatch.classList.add("color-swatch");
+            swatch.classList.add(`pal-idx-${paletteIndex}`);
+            swatch.classList.add(`pal-color-${color}`);
             swatch.style.backgroundColor = color;
-            swatch.onclick = () => this.setCurrentColor(color);
+            swatch.onclick = () => this.setActiveColor(paletteIndex);
             this.paletteElement.appendChild(swatch);
         });
     }
 
-    setCurrentColor(color) {
-        this.currentColor = color;
-        this.currentColorElement.style.backgroundColor = color;
-        this.colorPickerElement.value = color;
+    setActiveColor(paletteIndex) {
+        //
+        this.activeColor = this.palette[paletteIndex];
 
-        // Update active swatch
-        // NOTE: this was "document.querySelectorAll "
-        this.paletteElement.querySelectorAll(".color-swatch").forEach((swatch) => {
-            swatch.classList.toggle("active", swatch.style.backgroundColor === this.colorToRgb(color));
+        const colorSwatches = this.paletteElement.querySelectorAll(".color-swatch");
+        colorSwatches.forEach((swatch) => {
+            const isActive = swatch.classList.contains(`pal-idx-${paletteIndex}`);
+            swatch.classList.toggle("active", isActive);
         });
     }
 
-    colorToRgb(hex) {
-        const r = parseInt(hex.substr(1, 2), 16);
-        const g = parseInt(hex.substr(3, 2), 16);
-        const b = parseInt(hex.substr(5, 2), 16);
-        return `rgb(${r}, ${g}, ${b})`;
-    }
-
-    openColorPicker() {
-        this.colorPickerElement.click();
-    }
-
     setTool(tool) {
         this.currentTool = tool;
         document.querySelectorAll(".tools button").forEach((btn) => btn.classList.remove("active"));
@@ -135,7 +132,7 @@ class PaintProg {
             return;
         }
 
-        this.updateSingleSubImage(index);
+        this.updateTrainingCell(index);
         this.updatePreview(index);
     }
 
@@ -146,10 +143,10 @@ class PaintProg {
     applyTool(index) {
         switch (this.currentTool) {
             case "draw":
-                this.setPixel(index, this.currentColor);
+                this.setPixel(index, this.activeColor);
                 break;
             case "fill":
-                this.floodFill(index, this.samplePixels[index], this.currentColor);
+                this.floodFill(index, this.samplePixels[index], this.activeColor);
                 break;
         }
     }
@@ -246,7 +243,7 @@ class PaintProg {
                 //
                 const x = i % 3;
                 const y = Math.floor(i / 3);
-                ctx.fillStyle = this.subImages[subImageIdx][i];
+                ctx.fillStyle = this.trainingImage.pixels[subImageIdx].subPixels[i];
                 ctx.fillRect(x, y, 1, 1);
             }
         }
@@ -255,28 +252,24 @@ class PaintProg {
         this.previewElement.style.backgroundSize = "100%";
     }
 
-    updateAllSubimages() {
+    updateTrainingGrid() {
         for (let i = 0; i < this.samplePixels.length; i++) {
-            this.updateSingleSubImage(i);
+            this.updateTrainingCell(i);
         }
     }
 
-    updateSingleSubImage(i) {
+    updateTrainingCell(i) {
         const dim = this.dim;
-        const len = dim ** 2;
         const x = i % dim;
         const y = Math.floor(i / dim);
 
         const colorAt = (dX, dY) => {
             const _x = (x + dim + dX) % dim; // add dim before modulo because JS modulo allows negative results
             const _y = (y + dim + dY) % dim;
-            if (y == 0 && dY < 0) {
-                console.log(_x, _y);
-            }
             return this.samplePixels[_y * dim + _x];
         };
 
-        this.subImages[i] = [
+        this.trainingImage.pixels[i] = new TrainingCell([
             //                      | neighbour
             // ---------------------|-----------
             colorAt(-1, -1), //     | northwest
@@ -290,21 +283,21 @@ class PaintProg {
             colorAt(-1, 1), //      | southwest
             colorAt(0, 1), //       | south
             colorAt(1, 1), //       | southeast
-        ];
+        ]);
     }
 
     exportAsImage() {
         const canvas = document.createElement("canvas");
-        canvas.width = 90; // 9x upscale
-        canvas.height = 90;
+        canvas.width = this.dim; // 9x upscale
+        canvas.height = this.dim;
         const ctx = canvas.getContext("2d");
         ctx.imageSmoothingEnabled = false;
 
         for (let i = 0; i < this.dim ** 2; i++) {
-            const x = (i % this.dim) * 10;
-            const y = Math.floor(i / this.dim) * 10;
+            const x = i % this.dim;
+            const y = Math.floor(i / this.dim);
             ctx.fillStyle = this.samplePixels[i];
-            ctx.fillRect(x, y, 10, 10);
+            ctx.fillRect(x, y, 1, 1);
         }
 
         const link = document.createElement("a");
@@ -341,7 +334,7 @@ class PaintProg {
                             alert("Invalid data format!");
                         }
                     } catch (error) {
-                        alert("Error reading file!");
+                        alert("Error reading file!" + error);
                     }
                 };
                 reader.readAsText(file);
@@ -350,42 +343,86 @@ class PaintProg {
         input.click();
     }
 
-    // Initialize the editor
+    waveFunction() {
+        this.updateTrainingGrid();
+        const wfcImg = new WfcGrid(
+            // this.previewElement.clientWidth,
+            // this.previewElement.clientHeight,
+            30,
+            30,
+            this.trainingImage.clone(),
+            new Xorshift32(Date.now()),
+        );
+
+        // Could not "collapse" the image.
+        // We should reset and try again?
+        let its = wfcImg.collapse();
+
+        if (its > 0) {
+            throw new Error(`Function Collapse failed with ${its} iterations left to go`);
+        }
+
+        const canvas = document.createElement("canvas");
+        canvas.width = wfcImg.width;
+        canvas.height = wfcImg.height;
+
+        // debug values
+        canvas.width = 30;
+        canvas.height = 30;
+        //
+        const ctx = canvas.getContext("2d");
+        let i = 0;
+        for (let y = 0; y < canvas.height; y++) {
+            for (let x = 0; x < canvas.width; x++) {
+                console.log("pix");
+                const cell = wfcImg.cells[i++];
+                if (cell.valid) {
+                    ctx.fillStyle = "magenta";
+                    ctx.fillRect(x, y, 1, 1);
+                }
+            }
+        }
+        this.previewElement.style.backgroundImage = `url(${canvas.toDataURL()})`;
+        this.previewElement.style.backgroundSize = "100%";
+    }
 }
-const palette = [
+const base_palette = [
     "#000",
-    "#008",
-    "#00f",
-    "#080",
-    "#088",
+    "#007",
+    "#00F",
+    "#070",
+    "#077",
+    "#0F0",
+    "#0FF",
     "#0f0",
-    "#0ff",
-    "#800",
-    "#808",
-    "#80f",
-    "#880",
-    "#888",
-    "#88f",
-    "#8f8",
-    "#8ff",
-    "#ccc",
-    "#f00",
-    "#f0f",
-    "#f80",
-    "#f88",
-    "#f8f",
-    "#ff0",
-    "#ff8",
-    "#fff",
+    "#700",
+    "#707",
+    "#770",
+    "#F00",
+    "#F0F",
+    "#FF0",
 ];
 
-window.painter = new PaintProg(
+const palette = new Array(base_palette.length * 2);
+
+base_palette.forEach((color, idx) => {
+    //
+    // Calc inverted color
+    const invR = 15 - Number.parseInt(color.substr(1, 1), 16);
+    const invG = 15 - Number.parseInt(color.substr(2, 1), 16);
+    const invB = 15 - Number.parseInt(color.substr(3, 1), 16);
+    const invColor = sprintf("#%x%x%x", invR, invG, invB);
+
+    // populate the palette
+    palette[idx] = color;
+    palette[7 * 4 - 1 - idx] = invColor;
+});
+
+window.painter = new PainApp(
     9,
     palette,
     document.getElementById("gridContainer"), //
     document.getElementById("colorPalette"), //
-    document.getElementById("currentColor"), //
-    document.getElementById("colorPicker"), //
     document.getElementById("preview"), //
 );
 
diff --git a/frontend/progen.scss b/frontend/progen.scss
index acc4618..a4e2a73 100644
--- a/frontend/progen.scss
+++ b/frontend/progen.scss
@@ -1,6 +1,6 @@
 // number number of cells per side in the source picture
 $dim: 9;
-$pixSize: 80px;
+$pixSize: 40px;
 $gridSize: calc($dim * $pixSize);
 
 body {
@@ -35,21 +35,13 @@ body {
 }
 
 .pixel {
-    background-color: #ffffff;
+    background-color: #fff;
     cursor: pointer;
     border: 1px solid #7f8c8d;
     transition: transform 0.1s ease;
     position: relative;
     aspect-ratio: 1;
     display: grid;
-    grid-template-columns: repeat(3, 1fr);
-    grid-template-rows: repeat(3, 1fr);
-
-    .subpixel {
-        width: 100%;
-        height: 100%;
-        background-color: transparent;
-    }
 }
 
 .pixel:hover {
@@ -82,14 +74,14 @@ body {
 
 .color-palette {
     display: grid;
-    grid-template-columns: repeat(8, 1fr);
+    grid-template-columns: repeat(7, 1fr);
     gap: 4px;
     margin: 10px 0;
 }
 
 .color-swatch {
-    width: 25px;
-    height: 25px;
+    width: 28px;
+    height: 28px;
     cursor: pointer;
     border: 2px solid transparent;
     border-radius: 4px;
@@ -102,8 +94,9 @@ body {
 }
 
 .color-swatch.active {
-    border-color: #3498db;
-    transform: scale(1.1);
+    outline: 4px solid #fff;
+    border: 1px solid #000;
+    /* transform: scale(1.1); */
 }
 
 .tools {
diff --git a/frontend/subpixel.js b/frontend/subpixel.js
deleted file mode 100755
index 4fe067c..0000000
--- a/frontend/subpixel.js
+++ /dev/null
@@ -1,137 +0,0 @@
-const NW = 0;
-const N = 1;
-const NE = 2;
-const E = 3;
-const C = 4;
-const W = 5;
-const SW = 6;
-const S = 7;
-const SE = 8;
-
-export class TrainingImage {
-    /** @param {number} w Width (in pixels) of the training image */
-    /** @param {number} h Height (in pixels) of the training image */
-    /** @param {Array<TrainingPixel>} pixels
-     *
-     */
-    constructor(w, h, pixels) {
-        this.pixels = pixels;
-
-        this.w = w;
-
-        this.h = h;
-    }
-
-    establishFriendships() {
-        //
-        // This can be optimized a helluvalot much
-        this.pixels.forEach((pix1) => {
-            this.pixels.forEach((pix2) => {
-                pix1.addFriend(pix2);
-            });
-        });
-    }
-}
-
-/**
- * Represents a 3x3 grid of trianing-pixels, that are used as building blocks for procedurally generated
- * images. In reality, only the center color will be included in the output image. The 8 surrounding
- * colors are there to establish restrictions/options for the WFC algorithm.
- */
-export class TrainingPixel {
-    /** @type {string[9]} The 9 sub pixels that make up this TrainingPixel */
-    subPixels;
-
-    /** @type {TrainingPixel[]} The other TrainingPixels that we can share eastern borders with */
-    friendsEast = new Set();
-
-    /** @type {TrainingPixel[]} The other TrainingPixels that we can share western borders with */
-    friendsWest = new Set();
-
-    /** @type {TrainingPixel[]} The other TrainingPixels that we can share northern borders with */
-    friendsNorth = new Set();
-
-    /** @type {TrainingPixel[]} The other TrainingPixels that we can share southern borders with */
-    friendsSouth = new Set();
-
-    /** @type {TrainingPixel[]} Superset of all the friends this TrainingPixel has */
-    friendsTotal = new Set();
-
-    constructor(subPixels) {
-        this.subPixels = subPixels;
-    }
-
-    /**
-     * @param {TrainingPixel} other
-     *
-     * @returns {N,S,E,W,false}
-     */
-    addFriend(other) {
-        // sadly, we're not allowed to be friends with ourselves.
-        if (this === other) {
-            return false;
-        }
-
-        // Check if other can be placed to the east of me
-        if (
-            // My center col must match their west col
-            this.subPixels[N] === other.subPixels[NW] &&
-            this.subPixels[C] === other.subPixels[W] &&
-            this.subPixels[S] === other.subPixels[SW] &&
-            // My east col must match their center col
-            this.subPixels[NE] === other.subPixels[N] &&
-            this.subPixels[E] === other.subPixels[C] &&
-            this.subPixels[SE] === other.subPixels[S]
-        ) {
-            this.friendsEast.add(other);
-            other.friendsWest.add(this);
-        }
-
-        // check if other can be placed west of me
-        if (
-            // My center col must match their east col
-            this.subPixels[N] === other.subPixels[NE] &&
-            this.subPixels[C] === other.subPixels[E] &&
-            this.subPixels[S] === other.subPixels[SE] &&
-            // My west col must match their center col
-            this.subPixels[NW] === other.subPixels[N] &&
-            this.subPixels[W] === other.subPixels[C] &&
-            this.subPixels[SW] === other.subPixels[S]
-        ) {
-            this.friendsWest.add(other);
-            other.friendsEast.add(this);
-        }
-
-        // check if other can be placed to my north
-        if (
-            // my middle row must match their south row
-            this.subPixels[W] === other.subPixels[SW] &&
-            this.subPixels[C] === other.subPixels[S] &&
-            this.subPixels[E] === other.subPixels[SE] &&
-            // my north row must match their middle row
-            this.subPixels[NW] === other.subPixels[W] &&
-            this.subPixels[NC] === other.subPixels[C] &&
-            this.subPixels[NE] === other.subPixels[E]
-        ) {
-            this.friendsNorth.add(other);
-            other.friendsSouth.add(this);
-        }
-
-        // check if other can be placed to my south
-        if (
-            // my middle row must match their north row
-            this.subPixels[W] === other.subPixels[NW] &&
-            this.subPixels[C] === other.subPixels[N] &&
-            this.subPixels[E] === other.subPixels[SE] &&
-            // my south row must match their middle row
-            this.subPixels[SW] === other.subPixels[W] &&
-            this.subPixels[SC] === other.subPixels[c] &&
-            this.subPixels[SE] === other.subPixels[E]
-        ) {
-            this.friendsSouth.add(other);
-            other.friendsNorth.add(this);
-        }
-
-        return false;
-    }
-}
diff --git a/node_modules/.package-lock.json b/node_modules/.package-lock.json
index 9eabe0a..43eb99a 100755
--- a/node_modules/.package-lock.json
+++ b/node_modules/.package-lock.json
@@ -478,6 +478,212 @@
                 "node": ">=18"
             }
         },
+        "node_modules/@eslint-community/eslint-utils": {
+            "version": "4.9.0",
+            "resolved": "https://registry.npmjs.org/@eslint-community/eslint-utils/-/eslint-utils-4.9.0.tgz",
+            "integrity": "sha512-ayVFHdtZ+hsq1t2Dy24wCmGXGe4q9Gu3smhLYALJrr473ZH27MsnSL+LKUlimp4BWJqMDMLmPpx/Q9R3OAlL4g==",
+            "dev": true,
+            "license": "MIT",
+            "dependencies": {
+                "eslint-visitor-keys": "^3.4.3"
+            },
+            "engines": {
+                "node": "^12.22.0 || ^14.17.0 || >=16.0.0"
+            },
+            "funding": {
+                "url": "https://opencollective.com/eslint"
+            },
+            "peerDependencies": {
+                "eslint": "^6.0.0 || ^7.0.0 || >=8.0.0"
+            }
+        },
+        "node_modules/@eslint-community/eslint-utils/node_modules/eslint-visitor-keys": {
+            "version": "3.4.3",
+            "resolved": "https://registry.npmjs.org/eslint-visitor-keys/-/eslint-visitor-keys-3.4.3.tgz",
+            "integrity": "sha512-wpc+LXeiyiisxPlEkUzU6svyS1frIO3Mgxj1fdy7Pm8Ygzguax2N3Fa/D/ag1WqbOprdI+uY6wMUl8/a2G+iag==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "engines": {
+                "node": "^12.22.0 || ^14.17.0 || >=16.0.0"
+            },
+            "funding": {
+                "url": "https://opencollective.com/eslint"
+            }
+        },
+        "node_modules/@eslint-community/regexpp": {
+            "version": "4.12.1",
+            "resolved": "https://registry.npmjs.org/@eslint-community/regexpp/-/regexpp-4.12.1.tgz",
+            "integrity": "sha512-CCZCDJuduB9OUkFkY2IgppNZMi2lBQgD2qzwXkEia16cge2pijY/aXi96CJMquDMn3nJdlPV1A5KrJEXwfLNzQ==",
+            "dev": true,
+            "license": "MIT",
+            "engines": {
+                "node": "^12.0.0 || ^14.0.0 || >=16.0.0"
+            }
+        },
+        "node_modules/@eslint/config-array": {
+            "version": "0.21.0",
+            "resolved": "https://registry.npmjs.org/@eslint/config-array/-/config-array-0.21.0.tgz",
+            "integrity": "sha512-ENIdc4iLu0d93HeYirvKmrzshzofPw6VkZRKQGe9Nv46ZnWUzcF1xV01dcvEg/1wXUR61OmmlSfyeyO7EvjLxQ==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "dependencies": {
+                "@eslint/object-schema": "^2.1.6",
+                "debug": "^4.3.1",
+                "minimatch": "^3.1.2"
+            },
+            "engines": {
+                "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
+            }
+        },
+        "node_modules/@eslint/config-helpers": {
+            "version": "0.3.1",
+            "resolved": "https://registry.npmjs.org/@eslint/config-helpers/-/config-helpers-0.3.1.tgz",
+            "integrity": "sha512-xR93k9WhrDYpXHORXpxVL5oHj3Era7wo6k/Wd8/IsQNnZUTzkGS29lyn3nAT05v6ltUuTFVCCYDEGfy2Or/sPA==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "engines": {
+                "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
+            }
+        },
+        "node_modules/@eslint/core": {
+            "version": "0.15.2",
+            "resolved": "https://registry.npmjs.org/@eslint/core/-/core-0.15.2.tgz",
+            "integrity": "sha512-78Md3/Rrxh83gCxoUc0EiciuOHsIITzLy53m3d9UyiW8y9Dj2D29FeETqyKA+BRK76tnTp6RXWb3pCay8Oyomg==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "dependencies": {
+                "@types/json-schema": "^7.0.15"
+            },
+            "engines": {
+                "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
+            }
+        },
+        "node_modules/@eslint/eslintrc": {
+            "version": "3.3.1",
+            "resolved": "https://registry.npmjs.org/@eslint/eslintrc/-/eslintrc-3.3.1.tgz",
+            "integrity": "sha512-gtF186CXhIl1p4pJNGZw8Yc6RlshoePRvE0X91oPGb3vZ8pM3qOS9W9NGPat9LziaBV7XrJWGylNQXkGcnM3IQ==",
+            "dev": true,
+            "license": "MIT",
+            "dependencies": {
+                "ajv": "^6.12.4",
+                "debug": "^4.3.2",
+                "espree": "^10.0.1",
+                "globals": "^14.0.0",
+                "ignore": "^5.2.0",
+                "import-fresh": "^3.2.1",
+                "js-yaml": "^4.1.0",
+                "minimatch": "^3.1.2",
+                "strip-json-comments": "^3.1.1"
+            },
+            "engines": {
+                "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
+            },
+            "funding": {
+                "url": "https://opencollective.com/eslint"
+            }
+        },
+        "node_modules/@eslint/eslintrc/node_modules/globals": {
+            "version": "14.0.0",
+            "resolved": "https://registry.npmjs.org/globals/-/globals-14.0.0.tgz",
+            "integrity": "sha512-oahGvuMGQlPw/ivIYBjVSrWAfWLBeku5tpPE2fOPLi+WHffIWbuh2tCjhyQhTBPMf5E9jDEH4FOmTYgYwbKwtQ==",
+            "dev": true,
+            "license": "MIT",
+            "engines": {
+                "node": ">=18"
+            },
+            "funding": {
+                "url": "https://github.com/sponsors/sindresorhus"
+            }
+        },
+        "node_modules/@eslint/js": {
+            "version": "9.35.0",
+            "resolved": "https://registry.npmjs.org/@eslint/js/-/js-9.35.0.tgz",
+            "integrity": "sha512-30iXE9whjlILfWobBkNerJo+TXYsgVM5ERQwMcMKCHckHflCmf7wXDAHlARoWnh0s1U72WqlbeyE7iAcCzuCPw==",
+            "dev": true,
+            "license": "MIT",
+            "engines": {
+                "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
+            },
+            "funding": {
+                "url": "https://eslint.org/donate"
+            }
+        },
+        "node_modules/@eslint/object-schema": {
+            "version": "2.1.6",
+            "resolved": "https://registry.npmjs.org/@eslint/object-schema/-/object-schema-2.1.6.tgz",
+            "integrity": "sha512-RBMg5FRL0I0gs51M/guSAj5/e14VQ4tpZnQNWwuDT66P14I43ItmPfIZRhO9fUVIPOAQXU47atlywZ/czoqFPA==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "engines": {
+                "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
+            }
+        },
+        "node_modules/@eslint/plugin-kit": {
+            "version": "0.3.5",
+            "resolved": "https://registry.npmjs.org/@eslint/plugin-kit/-/plugin-kit-0.3.5.tgz",
+            "integrity": "sha512-Z5kJ+wU3oA7MMIqVR9tyZRtjYPr4OC004Q4Rw7pgOKUOKkJfZ3O24nz3WYfGRpMDNmcOi3TwQOmgm7B7Tpii0w==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "dependencies": {
+                "@eslint/core": "^0.15.2",
+                "levn": "^0.4.1"
+            },
+            "engines": {
+                "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
+            }
+        },
+        "node_modules/@humanfs/core": {
+            "version": "0.19.1",
+            "resolved": "https://registry.npmjs.org/@humanfs/core/-/core-0.19.1.tgz",
+            "integrity": "sha512-5DyQ4+1JEUzejeK1JGICcideyfUbGixgS9jNgex5nqkW+cY7WZhxBigmieN5Qnw9ZosSNVC9KQKyb+GUaGyKUA==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "engines": {
+                "node": ">=18.18.0"
+            }
+        },
+        "node_modules/@humanfs/node": {
+            "version": "0.16.7",
+            "resolved": "https://registry.npmjs.org/@humanfs/node/-/node-0.16.7.tgz",
+            "integrity": "sha512-/zUx+yOsIrG4Y43Eh2peDeKCxlRt/gET6aHfaKpuq267qXdYDFViVHfMaLyygZOnl0kGWxFIgsBy8QFuTLUXEQ==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "dependencies": {
+                "@humanfs/core": "^0.19.1",
+                "@humanwhocodes/retry": "^0.4.0"
+            },
+            "engines": {
+                "node": ">=18.18.0"
+            }
+        },
+        "node_modules/@humanwhocodes/module-importer": {
+            "version": "1.0.1",
+            "resolved": "https://registry.npmjs.org/@humanwhocodes/module-importer/-/module-importer-1.0.1.tgz",
+            "integrity": "sha512-bxveV4V8v5Yb4ncFTT3rPSgZBOpCkjfK0y4oVVVJwIuDVBRMDXrPyXRL988i5ap9m9bnyEEjWfm5WkBmtffLfA==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "engines": {
+                "node": ">=12.22"
+            },
+            "funding": {
+                "type": "github",
+                "url": "https://github.com/sponsors/nzakas"
+            }
+        },
+        "node_modules/@humanwhocodes/retry": {
+            "version": "0.4.3",
+            "resolved": "https://registry.npmjs.org/@humanwhocodes/retry/-/retry-0.4.3.tgz",
+            "integrity": "sha512-bV0Tgo9K4hfPCek+aMAn81RppFKv2ySDQeMoSZuvTASywNTnVJCArCZE2FWqpvIatKu7VMRLWlR1EazvVhDyhQ==",
+            "dev": true,
+            "license": "Apache-2.0",
+            "engines": {
+                "node": ">=18.18"
+            },
+            "funding": {
+                "type": "github",
+                "url": "https://github.com/sponsors/nzakas"
+            }
+        },
         "node_modules/@parcel/watcher": {
             "version": "2.5.1",
             "resolved": "https://registry.npmjs.org/@parcel/watcher/-/watcher-2.5.1.tgz",
@@ -1121,6 +1327,53 @@
             "dev": true,
             "license": "MIT"
         },
+        "node_modules/@types/json-schema": {
+            "version": "7.0.15",
+            "resolved": "https://registry.npmjs.org/@types/json-schema/-/json-schema-7.0.15.tgz",
+            "integrity": "sha512-5+fP8P8MFNC+AyZCDxrB2pkZFPGzqQWUzpSeuuVLvm8VMcorNYavBqoFcxK8bQz4Qsbn4oUEEem4wDLfcysGHA==",
+            "dev": true,
+            "license": "MIT"
+        },
+        "node_modules/acorn": {
+            "version": "8.15.0",
+            "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.15.0.tgz",
+            "integrity": "sha512-NZyJarBfL7nWwIq+FDL6Zp/yHEhePMNnnJ0y3qfieCrmNvYct8uvtiV41UvlSe6apAfk0fY1FbWx+NwfmpvtTg==",
+            "dev": true,
+            "license": "MIT",
+            "bin": {
+                "acorn": "bin/acorn"
+            },
+            "engines": {
+                "node": ">=0.4.0"
+            }
+        },
+        "node_modules/acorn-jsx": {
+            "version": "5.3.2",
+            "resolved": "https://registry.npmjs.org/acorn-jsx/-/acorn-jsx-5.3.2.tgz",
+            "integrity": "sha512-rq9s+JNhf0IChjtDXxllJ7g41oZk5SlXtp0LHwyA5cejwn7vKmKp4pPri6YEePv2PU65sAsegbXtIinmDFDXgQ==",
+            "dev": true,
+            "license": "MIT",
+            "peerDependencies": {
+                "acorn": "^6.0.0 || ^7.0.0 || ^8.0.0"
+            }
+        },
+        "node_modules/ajv": {
+            "version": "6.12.6",
+            "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.12.6.tgz",
+            "integrity": "sha512-j3fVLgvTo527anyYyJOGTYJbG+vnnQYvE0m5mmkc1TK+nxAppkCLMIL0aZ4dblVCNoGShhm+kzE4ZUykBoMg4g==",
+            "dev": true,
+            "license": "MIT",
+            "dependencies": {
+                "fast-deep-equal": "^3.1.1",
+                "fast-json-stable-stringify": "^2.0.0",
+                "json-schema-traverse": "^0.4.1",
+                "uri-js": "^4.2.2"
+            },
+            "funding": {
+                "type": "github",
+                "url": "https://github.com/sponsors/epoberezkin"
+            }
+        },
         "node_modules/ansi-regex": {
             "version": "5.0.1",
             "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz",
@@ -1161,6 +1414,13 @@
                 "node": ">= 8"
             }
         },
+        "node_modules/argparse": {
+            "version": "2.0.1",
+            "resolved": "https://registry.npmjs.org/argparse/-/argparse-2.0.1.tgz",
+            "integrity": "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==",
+            "dev": true,
+            "license": "Python-2.0"
+        },
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@@ -1761,6 +2534,16 @@
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@@ -1784,6 +2567,16 @@
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@@ -1807,6 +2600,16 @@
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@@ -2317,6 +3120,29 @@
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@@ -2387,6 +3213,19 @@
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@@ -2511,6 +3350,19 @@
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@@ -2518,6 +3370,16 @@
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@@ -2658,6 +3520,32 @@
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@@ -2735,6 +3623,19 @@
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 }
diff --git a/package-lock.json b/package-lock.json
index cf91b8a..caf3465 100755
--- a/package-lock.json
+++ b/package-lock.json
@@ -14,7 +14,10 @@
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@@ -474,6 +477,212 @@
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@@ -1725,6 +2501,16 @@
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@@ -1748,6 +2534,16 @@
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@@ -1771,6 +2567,16 @@
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@@ -2264,6 +3070,29 @@
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+            "license": "MIT",
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+            "license": "MIT",
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@@ -2334,6 +3163,19 @@
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+            "license": "MIT",
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@@ -2458,6 +3300,19 @@
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@@ -2465,6 +3320,16 @@
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+            "dev": true,
+            "license": "BSD-2-Clause",
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@@ -2605,6 +3470,32 @@
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+            "dev": true,
+            "license": "ISC",
+            "dependencies": {
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+            "license": "MIT",
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@@ -2682,6 +3573,19 @@
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+            "license": "MIT",
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     }
 }
diff --git a/package.json b/package.json
index d609081..752232b 100755
--- a/package.json
+++ b/package.json
@@ -26,7 +26,10 @@
         "ws": "^8.14.2"
     },
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diff --git a/resources/inspiration/castle_ascii_art.txt b/resources/inspiration/castle_ascii_art.txt
old mode 100644
new mode 100755
diff --git a/resources/randomization/random_name_adjectives.txt b/resources/randomization/random_name_adjectives.txt
old mode 100644
new mode 100755
diff --git a/resources/randomization/random_stuff_generator_package.json b/resources/randomization/random_stuff_generator_package.json
old mode 100644
new mode 100755
diff --git a/utils/random.js b/utils/random.js
index 41e1142..7736dce 100644
--- a/utils/random.js
+++ b/utils/random.js
@@ -21,13 +21,11 @@ export class Xorshift32 {
             seed = Math.floor(Math.random() * (maxInt32 - 1)) + 1;
         }
         seed = seed | 0;
-        console.info("RNG Initial Seed %d", seed);
         this.state = Uint32Array.of(seed);
     }
 
     /** @protected Shuffle the internal state. */
     shuffle() {
-        console.log("RNG Shuffle: Initial State: %d", this.state);
         this.state[0] ^= this.state[0] << 13;
         this.state[0] ^= this.state[0] >>> 17;
         this.state[0] ^= this.state[0] << 5;
@@ -39,9 +37,6 @@ export class Xorshift32 {
         // return x;
         // But we'd have to xor the x with 2^32 after every op,
         // we get that "for free" by using the uint32array
-
-        console.log("RNG Shuffle: Exit State: %d", this.state);
-        return this.state[0];
     }
 
     /**
@@ -50,7 +45,7 @@ export class Xorshift32 {
      */
     get() {
         this.shuffle();
-        return this.state;
+        return this.state[0];
     }
 
     /** @param {number} x @returns {number} a positive integer lower than x */
@@ -58,15 +53,15 @@ export class Xorshift32 {
         return this.get() % x;
     }
 
-    /** @param {number} x @reurns {number} a positive integer lower than or equal to x */
+    /** @param {number} x @returns {number} a positive integer lower than or equal to x */
     lowerThanOrEqual(x) {
         return this.get() % (x + 1);
     }
 
     /**
-     * @param {<T>[]} arr
-     *
-     * @return {<T>}
+     * @template T
+     * @param {T[]} arr - The array to pick from.
+     * @returns {T} One element from the array.   * @return {<T>}
      */
     randomElement(arr) {
         const idx = this.lowerThan(arr.length);
@@ -75,7 +70,7 @@ export class Xorshift32 {
     }
 
     /**
-     * @param {...<T>} args
+     * @param {...<T>} ... pick random function argument
      * @returns {<T>}
      */
     oneOf(...args) {
@@ -97,3 +92,6 @@ export class Xorshift32 {
         return num + greaterThanOrEqual;
     }
 }
+
+const rng = new Xorshift32();
+console.log(rng.get());