diff --git a/console_play.py b/console_play.py
index 1a4543d..4ca22ab 100644
--- a/console_play.py
+++ b/console_play.py
@@ -7,6 +7,9 @@ from generator.web.web_generator import *
 import tensorflow as tf
 import textwrap
 
+CRED_FILE = "./AI-Adventure-2bb65e3a4e2f.json"
+prompt = "You enter a dungeon with your trusty sword and shield. You are searching for the evil necromancer who killed your family. You've heard that he resides at the bottom of the dungeon, guarded by legions of the undead. You enter the first door and see"
+
 
 # Set the key
 def console_print(str):
@@ -15,8 +18,7 @@ def console_print(str):
 
 
 def play_unconstrained():
-    generator = WebGenerator("./AI-Adventure-2bb65e3a4e2f.json")
-    prompt = "You enter a dungeon with your trusty sword and shield. You are searching for the evil necromancer who killed your family. You've heard that he resides at the bottom of the dungeon, guarded by legions of the undead. You enter the first door and see"
+    generator = WebGenerator(CRED_FILE)
     story_manager = UnconstrainedStoryManager(generator, prompt)
 
     console_print(str(story_manager.story))
@@ -26,9 +28,9 @@ def play_unconstrained():
         result = story_manager.act(action)
         console_print(action + result)
 
+
 def play_constrained():
-    generator = WebGenerator("./AI-Adventure-2bb65e3a4e2f.json")
-    prompt = "You enter a dungeon with your trusty sword and shield. You are searching for the evil necromancer who killed your family. You've heard that he resides at the bottom of the dungeon, guarded by legions of the undead. You enter the first door and see"
+    generator = WebGenerator(CRED_FILE)
     story_manager = ConstrainedStoryManager(generator, prompt)
 
     console_print(str(story_manager.story))
@@ -47,8 +49,28 @@ def play_constrained():
         console_print(result)
 
 
+def play_cached():
+    generator = WebGenerator(CRED_FILE)
+    story_manager = CachedStoryManager(generator, 0, 0, CRED_FILE)
+
+    console_print(str(story_manager.story))
+    possible_actions = story_manager.get_possible_actions()
+    while (True):
+        console_print("\nOptions:")
+        for i, action in enumerate(possible_actions):
+            console_print(str(i) + ") " + action)
+
+        result = None
+        while(result == None):
+            action_choice = input("Which action do you choose? ")
+            print("\n")
+            result, possible_actions = story_manager.act(action_choice)
+
+        console_print(result)
+
+
 if __name__ == '__main__':
-    play_constrained()
+    play_cached()
 
 
 
diff --git a/generator/__pycache__/__init__.cpython-36.pyc b/generator/__pycache__/__init__.cpython-36.pyc
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index 4dffe2f..0000000
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diff --git a/generator/__pycache__/__init__.cpython-37.pyc b/generator/__pycache__/__init__.cpython-37.pyc
deleted file mode 100644
index 9c10b7b..0000000
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diff --git a/generator/tf/__pycache__/generator_local.cpython-37.pyc b/generator/tf/__pycache__/generator_local.cpython-37.pyc
deleted file mode 100644
index 8c7f279..0000000
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diff --git a/generator/tf/src/__pycache__/__init__.cpython-36.pyc b/generator/tf/src/__pycache__/__init__.cpython-36.pyc
deleted file mode 100644
index 12c31b0..0000000
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diff --git a/generator/tf/src/__pycache__/__init__.cpython-37.pyc b/generator/tf/src/__pycache__/__init__.cpython-37.pyc
deleted file mode 100644
index 4f376a5..0000000
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diff --git a/generator/tf/src/__pycache__/encoder.cpython-36.pyc b/generator/tf/src/__pycache__/encoder.cpython-36.pyc
deleted file mode 100644
index 22a67d4..0000000
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deleted file mode 100644
index 4136ac8..0000000
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diff --git a/generator/tf/src/__pycache__/model.cpython-37.pyc b/generator/tf/src/__pycache__/model.cpython-37.pyc
deleted file mode 100644
index a59f4e7..0000000
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diff --git a/generator/tf/src/__pycache__/sample.cpython-37.pyc b/generator/tf/src/__pycache__/sample.cpython-37.pyc
deleted file mode 100644
index f6d06bb..0000000
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diff --git a/generator/web/__pycache__/web_generator.cpython-36.pyc b/generator/web/__pycache__/web_generator.cpython-36.pyc
deleted file mode 100644
index 056b43d..0000000
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diff --git a/generator/web/__pycache__/web_generator.cpython-37.pyc b/generator/web/__pycache__/web_generator.cpython-37.pyc
deleted file mode 100644
index 6ebdc86..0000000
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diff --git a/main.py b/main.py
index 3ed4448..4aad724 100644
--- a/main.py
+++ b/main.py
@@ -6,19 +6,25 @@ import json
 from flask import Flask, render_template, request, abort
 from story.story_manager import *
 from generator.web.web_generator import *
-from other.caching import *
+from other.cacher import *
 
 app = Flask(__name__)
 app.secret_key = '#d\xe0\xd1\xfb\xee\xa4\xbb\xd0\xf0/e)\xb5g\xdd<`\xc7\xa5\xb0-\xb8d0S'
 GOOGLE_CRED_LOCATION = "./AI-Adventure-2bb65e3a4e2f.json"
 
+# Initializes everything for a session
+def story_init(session, seed):
+    pass
+
+
+# Routes to index
 @app.route('/')
 def root():
     seed = -1
     data = {'seed': seed}
     return render_template('index.html', data=data)
 
-
+# Starts an adventure with a specific seed
 @app.route('/<seed>')
 def rootseed(seed):
     if seed == "":
@@ -29,104 +35,23 @@ def rootseed(seed):
     session["seed"] = seed
     return render_template('index.html', data=data)
 
-
+# Starts an adventure
 @app.route('/index.html')
 def index():
     data = {'seed': -1}
 
     return render_template('index.html', data=data)
 
-
+# Shows about. (Should also link to paper when published)
 @app.route('/about.html')
 def about():
     return render_template('about.html')
 
-
-
-# generator = WebGenerator("./AI-Adventure-2bb65e3a4e2f.json")
-#     prompt = "You enter a dungeon with your trusty sword and shield. You are searching for the evil necromancer who killed your family. You've heard that he resides at the bottom of the dungeon, guarded by legions of the undead. You enter the first door and see"
-#     story_manager = ConstrainedStoryManager(generator, prompt)
-#
-#     console_print(str(story_manager.story))
-#     possible_actions = story_manager.get_possible_actions()
-#     while (True):
-#         console_print("\nOptions:")
-#         for i, action in enumerate(possible_actions):
-#             console_print(str(i) + ") " + action)
-#
-#         result = None
-#         while(result == None):
-#             action_choice = input("Which action do you choose? ")
-#             print("\n")
-#             result, possible_actions = story_manager.act(action_choice)
-#
-#         console_print(result)
-
-
-def story_init(session, seed):
-    session["seed"] = seed
-    prompt_num = 0
-    session["prompt_num"] = prompt_num
-    session["generator"] = WebGenerator(GOOGLE_CRED_LOCATION)
-
-    first_story = retrieve_from_cache(seed, prompt_num, [], "story")
-
-
-    if prompt is None:
-
-        prompt = prompts[prompt_num]
-        response = generate_story_block(prompt, local=RUN_LOCAL)
-        cache_file(seed, prompt_num, [], response, "story")
-
-    session["story_manager"] = ConstrainedStoryManager(session["generator"], prompt)
-    session["initialized"] = True
-
-
-@app.route('/generate', methods=['POST'])
+# Bread and butter of app, updates story and returns based on choice
+@app.route('/choose', methods=['POST'])
 def story_request():
-    print("****Generating Story****")
-    seed = request.form["seed"]
-    prompt_num = int(request.form["prompt_num"])
-    gen_actions = request.form["actions"]
+    pass
 
-    if "initialized" not in session:
-        story_init(session, seed, prompt_num)
-
-    print("Session Seed is ", session["seed"])
-
-    if int(seed) < 0 or int(seed) > 100:
-        abort(404)
-
-    if gen_actions == "true":
-
-        #prompt = request.form["prompt"]
-        choices = json.loads(request.form["choices"])
-        #print("Getting response for seed ", seed, " prompt_num ", prompt_num, " and choices ", choices)
-
-        action_results = retrieve_from_cache(seed, prompt_num, choices, "choices")
-
-        if action_results is not None:
-            response = action_results
-        else:
-            last_action_result = request.form["last_action_result"]
-            prompt = continuing_prompts[prompt_num] + last_action_result
-            #print("\n\nAction prompt is \n ", prompt)
-            action_results = [generate_action_result(prompt, phrase, local=RUN_LOCAL) for phrase in phrases]
-            response = json.dumps(action_results)
-            cache_file(seed, prompt_num, choices, response, "choices")
-    else:
-
-        result = retrieve_from_cache(seed, prompt_num, [], "story")
-
-        if result is not None:
-            response = result
-        else:
-            prompt = prompts[prompt_num]
-            response = generate_story_block(prompt, local=RUN_LOCAL)
-            cache_file(seed, prompt_num, [], response, "story")
-
-
-    return response
 
 if __name__ == '__main__':
     app.run(host='0.0.0.0', port=8080)
\ No newline at end of file
diff --git a/old_main.py b/old_main.py
new file mode 100644
index 0000000..4ced5f2
--- /dev/null
+++ b/old_main.py
@@ -0,0 +1,264 @@
+# Copyright 2018 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# [START gae_python37_render_template]
+import datetime
+from flask import g
+import os
+import googleapiclient.discovery
+from utils import *
+from google.cloud import storage
+from google import cloud
+import json
+from flask import Flask, render_template, request, abort
+from flask import Response
+import requests
+import pdb
+import sys
+import gpt2.src.encoder as encoder
+
+# App Info
+phrases = [" You attack", " You use", " You tell", " You go"]
+prompts = [
+    "You enter a dungeon with your trusty sword and shield. You are searching for the evil necromancer who killed your family. You've heard that he resides at the bottom of the dungeon, guarded by legions of the undead. You enter the first door and see"]
+continuing_prompts = [
+    "You are in a dungeon with your sword and shield. You are on a quest to defeat the necromancer. This dungeon is full of zombie and skeletons."]
+app = Flask(__name__)
+
+# Encoder Info
+encoder_path = 'gpt2/models/117M'
+enc = encoder.get_encoder(encoder_path)
+
+# Model/Cache Info
+project = "ai-adventure"
+model = "generator_v1"
+version = "version2"
+os.environ['GOOGLE_APPLICATION_CREDENTIALS'] = "./AI-Adventure-2bb65e3a4e2f.json"
+storage_client = storage.Client()
+bucket = storage_client.get_bucket("dungeon-cache")
+
+
+def predict(context_tokens):
+    service = googleapiclient.discovery.build('ml', 'v1')
+    name = 'projects/{}/models/{}'.format(project, model)
+    instance = context_tokens
+
+    if version is not None:
+        name += '/versions/{}'.format(version)
+
+    response = service.projects().predict(
+        name=name,
+        body={'instances': [{'context': instance}]}
+    ).execute()
+
+    if 'error' in response:
+        raise RuntimeError(response['error'])
+
+    return response['predictions']
+
+
+def generate(prompt):
+    while (True):
+        context_tokens = enc.encode(prompt)
+        try:
+            pred = predict(context_tokens)
+            pred = pred[0]["output"][len(context_tokens):]
+            output = enc.decode(pred)
+            return output
+        except:
+            print("generate request failed, trying again")
+            continue
+
+
+def generate_story_block(prompt):
+    block = generate(prompt)
+    block = cut_trailing_sentence(block)
+    block = story_replace(block)
+
+    return block
+
+
+def generate_action_result(prompt, phrase):
+    action = phrase + generate(prompt + phrase)
+    action_result = cut_trailing_sentence(action)
+    action_result = story_replace(action_result)
+
+    action = first_sentence(action)
+
+    return action, action_result
+
+
+@app.route('/')
+def root():
+    seed = -1
+    data = {'seed': seed}
+    return render_template('index.html', data=data)
+
+
+@app.route('/<seed>')
+def rootseed(seed):
+    if seed == "":
+        seed = -1
+    else:
+        seed = int(seed)
+    data = {'seed': seed}
+    return render_template('index.html', data=data)
+
+
+@app.route('/index.html')
+def index():
+    data = {'seed': -1}
+    return render_template('index.html', data=data)
+
+
+@app.route('/about.html')
+def about():
+    return render_template('about.html')
+
+
+def cache_file(seed, prompt_num, choices, response, tag):
+    blob_file_name = "prompt" + str(prompt_num) + "/seed" + str(seed) + "/" + tag
+    for action in choices:
+        blob_file_name = blob_file_name + str(action)
+    blob = bucket.blob(blob_file_name)
+
+    blob.upload_from_string(response)
+
+    print("File ", blob_file_name, " cached")
+
+
+def retrieve_from_cache(seed, prompt_num, choices, tag):
+    blob_file_name = "prompt" + str(prompt_num) + "/seed" + str(seed) + "/" + tag
+
+    for action in choices:
+        blob_file_name = blob_file_name + str(action)
+
+    blob = bucket.blob(blob_file_name)
+
+    if blob.exists(storage_client):
+        result = blob.download_as_string().decode("utf-8")
+        print(blob_file_name, " found in cache")
+    else:
+        result = None
+        print(blob_file_name, " not found in cache")
+
+    return result
+
+
+@app.route('/generate', methods=['POST'])
+def story_request():
+    print("****Generating Story****")
+    seed = request.form["seed"]
+    prompt_num = int(request.form["prompt_num"])
+    gen_actions = request.form["actions"]
+
+    if int(seed) < 0 or int(seed) > 100:
+        print("Invalid seed: " + seed)
+        abort(404)
+
+    if gen_actions == "true":
+
+        # prompt = request.form["prompt"]
+        choices = json.loads(request.form["choices"])
+        print("Getting response for seed ", seed, " prompt_num ", prompt_num, " and choices ", choices)
+
+        action_results = retrieve_from_cache(seed, prompt_num, choices, "choices")
+
+        if action_results is not None:
+            response = action_results
+        else:
+            last_action_result = request.form["last_action_result"]
+            prompt = continuing_prompts[prompt_num] + last_action_result
+            print("\n\nAction prompt is \n ", prompt)
+            action_results = [generate_action_result(prompt, phrase) for phrase in phrases]
+            response = json.dumps(action_results)
+            cache_file(seed, prompt_num, choices, response, "choices")
+    else:
+
+        print("Getting response for seed ", seed, " prompt_num ", prompt_num)
+        result = retrieve_from_cache(seed, prompt_num, [], "story")
+
+        if result is not None:
+            response = result
+        else:
+            prompt = prompts[prompt_num]
+            response = generate_story_block(prompt)
+            cache_file(seed, prompt_num, [], response, "story")
+
+    print("\nGenerated response is: \n", response)
+    print("")
+
+    return response
+
+
+def generate_cache():
+    start_seed = int(sys.argv[1])
+    end_seed = int(sys.argv[2])
+
+    # Generate story sections
+    prompt_num = 0
+    action_queue = []
+    prompt = prompts[prompt_num]
+    for seed in range(start_seed, end_seed):
+        result = retrieve_from_cache(seed, prompt_num, [], "story")
+        if result is not None:
+            response = result
+        else:
+            prompt = prompts[prompt_num]
+            # print("\n Story prompt is ", prompt)
+            response = generate_story_block(prompt)
+            # print("\n Story response is ", response)
+            cache_file(seed, prompt_num, [], response, "story")
+
+        action_queue.append([seed, 0, [], response])
+
+    while (True):
+
+        next_gen = action_queue.pop(0)
+        seed = next_gen[0]
+        prompt_num = next_gen[1]
+        choices = next_gen[2]
+        last_action_result = next_gen[3]
+
+        action_results = retrieve_from_cache(seed, prompt_num, choices, "choices")
+
+        if action_results is not None:
+            response = action_results
+
+        else:
+            if len(choices) is 0:
+                prompt = prompts[prompt_num] + last_action_result
+            else:
+                prompt = continuing_prompts[prompt_num] + last_action_result
+            # print("\n\n Action prompt is \n ", prompt)
+            action_results = [generate_action_result(prompt, phrase) for phrase in phrases]
+            response = json.dumps(action_results)
+
+            # print("\n\n Action
+            cache_file(seed, prompt_num, choices, response, "choices")
+
+        un_jsoned = json.loads(response)
+        for j in range(4):
+            new_choices = choices[:]
+            new_choices.append(j)
+            action_queue.append([seed, 0, new_choices, un_jsoned[j][1]])
+
+
+if __name__ == '__main__':
+    if (len(sys.argv) > 1):
+        generate_cache()
+    else:
+        app.run(host='0.0.0.0', port=8080)
+
+# [START gae_python37_render_template]
\ No newline at end of file
diff --git a/other/cacher.py b/other/cacher.py
index bac80fe..3c65b42 100644
--- a/other/cacher.py
+++ b/other/cacher.py
@@ -1,35 +1,44 @@
 from google.cloud import storage
-
-# Model/Cache Info
-storage_client = storage.Client()
-bucket = storage_client.get_bucket("dungeon-cache")
+import os
 
 
-def cache_file(seed, prompt_num, choices, response, tag):
+class cacher():
 
-    blob_file_name = "prompt" + str(prompt_num) + "/seed" + str(seed) + "/" + tag
-    for action in choices:
-        blob_file_name = blob_file_name + str(action)
-    blob = bucket.blob(blob_file_name)
+    def __init__(self, credentials_file):
+        # Model/Cache Info
+        os.environ['GOOGLE_APPLICATION_CREDENTIALS'] = credentials_file
+        self.storage_client = storage.Client()
+        self.bucket = self.storage_client.get_bucket("dungeon-cache")
+        pass
 
-    blob.upload_from_string(response)
+    def cache_file(self, seed, prompt_num, choices, response, tag, print_result=False):
 
-    print("File ", blob_file_name, " cached")
+        blob_file_name = "prompt" + str(prompt_num) + "/seed" + str(seed) + "/" + tag
+        for action in choices:
+            blob_file_name = blob_file_name + str(action)
+        blob = self.bucket.blob(blob_file_name)
+
+        blob.upload_from_string(response)
+
+        if print_result: print("File ", blob_file_name, " cached")
+
+    def retrieve_from_cache(self, seed, prompt_num, choices, tag, print_result=False):
+        blob_file_name = "prompt" + str(prompt_num) + "/seed" + str(seed) + "/" + tag
+
+        for action in choices:
+            blob_file_name = blob_file_name + str(action)
+
+        blob = self.bucket.blob(blob_file_name)
+
+        if blob.exists(self.storage_client):
+            result = blob.download_as_string().decode("utf-8")
+            if print_result: print(blob_file_name, " found in cache")
+        else:
+            result = None
+            if print_result: print(blob_file_name, " not found in cache")
+
+        return result
 
 
-def retrieve_from_cache(seed, prompt_num, choices, tag):
-    blob_file_name = "prompt" + str(prompt_num) + "/seed" + str(seed) + "/" + tag
 
-    for action in choices:
-        blob_file_name = blob_file_name + str(action)
 
-    blob = bucket.blob(blob_file_name)
-
-    if blob.exists(storage_client):
-        result = blob.download_as_string().decode("utf-8")
-        print(blob_file_name, " found in cache")
-    else:
-        result = None
-        print(blob_file_name, " not found in cache")
-
-    return result
diff --git a/story/__pycache__/story_manager.cpython-36.pyc b/story/__pycache__/story_manager.cpython-36.pyc
deleted file mode 100644
index 36811e1..0000000
Binary files a/story/__pycache__/story_manager.cpython-36.pyc and /dev/null differ
diff --git a/story/__pycache__/story_manager.cpython-37.pyc b/story/__pycache__/story_manager.cpython-37.pyc
deleted file mode 100644
index 098f93f..0000000
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diff --git a/story/__pycache__/utils.cpython-36.pyc b/story/__pycache__/utils.cpython-36.pyc
deleted file mode 100644
index c1e8e04..0000000
Binary files a/story/__pycache__/utils.cpython-36.pyc and /dev/null differ
diff --git a/story/__pycache__/utils.cpython-37.pyc b/story/__pycache__/utils.cpython-37.pyc
deleted file mode 100644
index c92f07d..0000000
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diff --git a/story/story_manager.py b/story/story_manager.py
index 67b079c..49f47d8 100644
--- a/story/story_manager.py
+++ b/story/story_manager.py
@@ -1,5 +1,9 @@
 from story.utils import *
+from other.cacher import *
+import json
 
+prompts = [
+    "You enter a dungeon with your trusty sword and shield. You are searching for the evil necromancer who killed your family. You've heard that he resides at the bottom of the dungeon, guarded by legions of the undead. You enter the first door and see"]
 
 class Story():
 
@@ -32,27 +36,36 @@ class Story():
         return "".join(story_list)
 
 
-class UnconstrainedStoryManager():
+class StoryManager():
 
     def __init__(self, generator, story_prompt):
         self.generator = generator
+        self.story_prompt = story_prompt
+        self.action_phrases = ["You attack", "You tell", "You use", "You go"]
 
-        block = self.generator.generate(story_prompt)
+    def init_story(self):
+        block = self.generator.generate(self.story_prompt)
         block = cut_trailing_sentence(block)
         block = story_replace(block)
-        story_start = story_prompt + block
-
+        story_start = self.story_prompt + block
         self.story = Story(story_start)
-
-    def act(self, action_choice):
-
-        result = self.generate_result(action_choice)
-        self.story.add_to_story(action_choice, result)
-        return result
+        return story_start
 
     def story_context(self):
         return self.story.latest_result()
 
+
+class UnconstrainedStoryManager(StoryManager):
+
+    def __init__(self, generator, story_prompt):
+        super().__init__(generator, story_prompt)
+        self.init_story()
+
+    def act(self, action_choice):
+        result = self.generate_result(action_choice)
+        self.story.add_to_story(action_choice, result)
+        return result
+
     def generate_result(self, action):
         block = self.generator.generate(self.story_context() + action)
         block = cut_trailing_sentence(block)
@@ -60,16 +73,12 @@ class UnconstrainedStoryManager():
         return block
 
 
-class ConstrainedStoryManager():
+class ConstrainedStoryManager(StoryManager):
 
     def __init__(self, generator, story_prompt):
-        self.generator = generator
-        self.action_phrases = ["You attack", "You tell", "You use", "You go"]
-        block = self.generator.generate(story_prompt)
-        block = cut_trailing_sentence(block)
-        block = story_replace(block)
-        story_start = story_prompt + block
-        self.story = Story(story_start)
+        super().__init__(generator, story_prompt)
+
+        self.init_story()
         self.possible_action_results = None
 
     def get_possible_actions(self):
@@ -95,9 +104,6 @@ class ConstrainedStoryManager():
         self.possible_action_results = self.get_action_results()
         return result, self.get_possible_actions()
 
-    def story_context(self):
-        return self.story.latest_result()
-
     def get_action_results(self):
         return [self.generate_action_result(self.story_context(), phrase) for phrase in self.action_phrases]
 
@@ -112,17 +118,26 @@ class ConstrainedStoryManager():
         return action, result
 
 
-class CachedStoryManager():
+class CachedStoryManager(ConstrainedStoryManager):
 
-    def __init__(self, generator, prompt_num, seed):
-        # self.generator = generator
-        # self.action_phrases = ["You attack", "You tell", "You use", "You go"]
-        # block = self.generator.generate(story_prompt)
-        # block = cut_trailing_sentence(block)
-        # block = story_replace(block)
-        # story_start = story_prompt + block
-        # self.story = Story(story_start)
-        # self.possible_action_results = None
+    def __init__(self, generator, prompt_num, seed, credentials_file):
+        self.cacher = cacher(credentials_file)
+        prompt = prompts[prompt_num]
+        super().__init__(generator, prompt)
+        self.seed = seed
+        self.prompt_num = prompt_num
+        self.choices = []
+
+        result = self.cacher.retrieve_from_cache(seed, prompt_num, [], "story")
+        if result is not None:
+            story_start = result
+            self.story = Story(story_start)
+        else:
+
+            story_start = self.init_story()
+            self.cacher.cache_file(seed, prompt_num, [], story_start, "story")
+
+        self.possible_action_results = None
 
     def get_possible_actions(self):
         if self.possible_action_results is None:
@@ -142,23 +157,23 @@ class CachedStoryManager():
             print("Error invalid choice.")
             return None, None
 
+        self.choices.append(action_choice)
         action, result = self.possible_action_results[action_choice]
         self.story.add_to_story(action, result)
         self.possible_action_results = self.get_action_results()
         return result, self.get_possible_actions()
 
-    def story_context(self):
-        return self.story.latest_result()
-
     def get_action_results(self):
-        return [self.generate_action_result(self.story_context(), phrase) for phrase in self.action_phrases]
 
-    def generate_action_result(self, prompt, phrase):
-        action = phrase + self.generator.generate(prompt + phrase)
-        action_result = cut_trailing_sentence(action)
+        response = self.cacher.retrieve_from_cache(self.seed, self.prompt_num, self.choices, "choices")
+
+        if response is not None:
+            action_results = json.loads(response)
+        else:
+            action_results = super().get_action_results()
+            response = json.dumps(action_results)
+            self.cacher.cache_file(self.seed, self.prompt_num, self.choices, response, "choices")
+
+        return action_results
 
-        action, result = split_first_sentence(action_result)
-        result = story_replace(action_result)
-        action = action_replace(action)
 
-        return action, result
\ No newline at end of file