diff --git a/packages/dev/core/src/Maths/tensor.ts b/packages/dev/core/src/Maths/tensor.ts
index a6ec5c3cc7f..021e4ca0cf6 100644
--- a/packages/dev/core/src/Maths/tensor.ts
+++ b/packages/dev/core/src/Maths/tensor.ts
@@ -1,4 +1,4 @@
-import type { DeepImmutable, Flatten, FloatArray, Length } from "../types";
+import type { DeepImmutable, Flatten, FloatArray, Length, Tuple } from "../types";
 /**
  * Computes the tensor dimension of a multi-dimensional array
  */
@@ -14,6 +14,8 @@ export type TensorValue = number[] | TensorValue[];
  */
 export type ValueOfTensor<T = unknown> = T extends Tensor<infer V> ? V : TensorValue;
 
+type TensorNumberArray<V extends TensorValue> = Length<Dimension<V>> extends 2 ? Tuple<number, 16> : V;
+
 /**
  * Describes a mathematical tensor.
  * @see https://wikipedia.org/wiki/Tensor
@@ -67,7 +69,7 @@ export interface Tensor<V extends TensorValue = TensorValue> {
      * Copy the current instance to an array
      * @returns a new array with the instance coordinates.
      */
-    asArray(): Flatten<V>;
+    asArray(): TensorNumberArray<V>;
 
     /**
      * Sets the current instance coordinates with the given source coordinates
@@ -81,13 +83,13 @@ export interface Tensor<V extends TensorValue = TensorValue> {
      * @returns the current updated instance
      */
 
-    copyFromFloats(...floats: Flatten<V>): this;
+    copyFromFloats(...floats: TensorNumberArray<V>): this;
 
     /**
      * Sets the instance coordinates with the given floats
      * @returns the current updated instance
      */
-    set(...values: Flatten<V>): this;
+    set(...values: TensorNumberArray<V>): this;
 
     /**
      * Sets the instance coordinates to the given value
@@ -122,7 +124,7 @@ export interface Tensor<V extends TensorValue = TensorValue> {
      * @param floats the floats to add
      * @returns the current updated instance
      */
-    addInPlaceFromFloats(...floats: Flatten<V>): this;
+    addInPlaceFromFloats(...floats: TensorNumberArray<V>): this;
 
     /**
      * Returns a new instance set with the subtracted coordinates of other's coordinates from the current coordinates.
@@ -151,7 +153,7 @@ export interface Tensor<V extends TensorValue = TensorValue> {
      * @param floats the coordinates to subtract
      * @returns the resulting instance
      */
-    subtractFromFloats(...floats: Flatten<V>): this;
+    subtractFromFloats(...floats: TensorNumberArray<V>): this;
 
     /**
      * Subtracts the given floats from the current instance coordinates and set the given instance "result" with this result
@@ -159,7 +161,7 @@ export interface Tensor<V extends TensorValue = TensorValue> {
      * @param args the coordinates to subtract with the last element as the result
      * @returns the result
      */
-    subtractFromFloatsToRef(...args: [...Flatten<V>, this]): this;
+    subtractFromFloatsToRef(...args: [...TensorNumberArray<V>, this]): this;
 
     /**
      * Returns a new instance set with the multiplication of the current instance and the given one coordinates
@@ -187,7 +189,7 @@ export interface Tensor<V extends TensorValue = TensorValue> {
      * Gets a new instance set with the instance coordinates multiplied by the given floats
      * @returns a new instance
      */
-    multiplyByFloats(...floats: Flatten<V>): this;
+    multiplyByFloats(...floats: TensorNumberArray<V>): this;
 
     /**
      * Returns a new instance set with the instance coordinates divided by the given one coordinates
@@ -223,7 +225,7 @@ export interface Tensor<V extends TensorValue = TensorValue> {
      * @param floats defines the floats to compare against
      * @returns this current updated instance
      */
-    minimizeInPlaceFromFloats(...floats: Flatten<V>): this;
+    minimizeInPlaceFromFloats(...floats: TensorNumberArray<V>): this;
 
     /**
      * Updates the current instance with the maximal coordinate values between its and the given instance ones.
@@ -237,7 +239,7 @@ export interface Tensor<V extends TensorValue = TensorValue> {
      * @param floats defines the floats to compare against
      * @returns this current updated instance
      */
-    maximizeInPlaceFromFloats(...floats: Flatten<V>): this;
+    maximizeInPlaceFromFloats(...floats: TensorNumberArray<V>): this;
 
     /**
      * Gets a new instance with current instance negated coordinates
@@ -308,7 +310,7 @@ export interface Tensor<V extends TensorValue = TensorValue> {
      * @param floats defines the coordinates to compare against
      * @returns true if both instances are equal
      */
-    equalsToFloats(...floats: Flatten<V>): boolean;
+    equalsToFloats(...floats: TensorNumberArray<V>): boolean;
 
     /**
      * Gets a new instance from current instance floored values