diff --git a/Code/README.md b/Code/README.md
index 3fc5091..2eff7f9 100644
--- a/Code/README.md
+++ b/Code/README.md
@@ -1,4 +1,11 @@
 # COMPUTATIONAL TODO
 
-Curently the successful_recursion needs to be changed to include the launches as a NN.
- - This may include creating a launch NN  function (class maybe?)
\ No newline at end of file
+## Next steps
+- implement 'launch function as a function' portion
+    - This will probably use a neural network as a function type approach.
+- substitute the transition functions into the optimality conditions.
+- use these optimality conditions to create a loss function
+- add boundary conditions to loss function
+- get a basic gradient descent/optimization of launch function working.
+- add satellite deorbit to model.
+- turn this into a framework in a module, not just a single notebook (long term goal)
diff --git a/Code/connect_transition_to_optimality.ipynb b/Code/connect_transition_to_optimality.ipynb
index 533cdda..74455b9 100644
--- a/Code/connect_transition_to_optimality.ipynb
+++ b/Code/connect_transition_to_optimality.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "closed-glenn",
+   "id": "variable-telephone",
    "metadata": {
     "tags": []
    },
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "naval-ivory",
+   "id": "minimal-quarterly",
    "metadata": {},
    "source": [
     "# Setup Functions\n",
@@ -26,7 +26,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "italian-enforcement",
+   "id": "instructional-guide",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -73,7 +73,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fancy-tucson",
+   "id": "spread-humor",
    "metadata": {},
    "source": [
     "## Setup functions related to the problem"
@@ -82,7 +82,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "outside-arrangement",
+   "id": "supposed-chorus",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -140,7 +140,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "romance-generation",
+   "id": "analyzed-drink",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -207,7 +207,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fluid-parks",
+   "id": "martial-station",
    "metadata": {},
    "source": [
     "# Actual calculations"
@@ -216,7 +216,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "changing-january",
+   "id": "ambient-breakfast",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -248,7 +248,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "dominant-boost",
+   "id": "deluxe-remains",
    "metadata": {},
    "outputs": [
     {
@@ -275,8 +275,8 @@
       "\n",
       "\n",
       "\n",
-      "tensor([ -9855.1680,  -9848.4297,  -9849.5527,  -9849.5527, -15547.5283,\n",
-      "        170308.7656], grad_fn=<MvBackward>) \n",
+      "tensor([ -9855.1680,  -9848.4297,  -9849.5527,  -9849.5527, -15547.5273,\n",
+      "        170308.7812], grad_fn=<MvBackward>) \n",
       "\n",
       "\n",
       "\n"
@@ -292,25 +292,16 @@
   },
   {
    "cell_type": "markdown",
-   "id": "unnecessary-architect",
+   "id": "parallel-classroom",
    "metadata": {},
    "source": [
-    "Also, maybe I can create a `Model` class that upon construction will capture the necesary constants, functions, etc.\n",
-    "\n",
-    "## Next steps\n",
-    "- implement 'launch function as a function' portion\n",
-    "- substitute the transition functions into the optimality conditions.\n",
-    "- use these optimality conditions to create a loss function\n",
-    "- add boundary conditions to loss function\n",
-    "- get a basic gradient descent/optimization of launch function working.\n",
-    "- add satellite deorbit to model.\n",
-    "- turn this into a framework in a module, not just a single notebook (long term goal)"
+    "Also, maybe I can create a `Model` class that upon construction will capture the necesary constants, functions, etc.\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "varying-organization",
+   "id": "copyrighted-freeze",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -332,7 +323,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.5"
+   "version": "3.8.8"
   }
  },
  "nbformat": 4,