diff --git a/langgraph.json b/langgraph.json
index a6cb195..7e1c257 100644
--- a/langgraph.json
+++ b/langgraph.json
@@ -1,6 +1,5 @@
 {
   "node_version": "20",
-  "python_version": "3.12",
   "graphs": {
     "ingest_data": "./src/agents/ingest-data/ingest-data-graph.ts:graph",
     "generate_post": "./src/agents/generate-post/generate-post-graph.ts:generatePostGraph",
@@ -11,10 +10,9 @@
     "verify_reddit_post": "./src/agents/verify-reddit-post/verify-reddit-post-graph.ts:verifyRedditPostGraph",
     "verify_tweet": "./src/agents/verify-tweet/verify-tweet-graph.ts:verifyTweetGraph",
     "supervisor": "./src/agents/supervisor/supervisor-graph.ts:supervisorGraph",
-    "generate_report": "./src/agents/generate-report/index.ts:generateReportGraph",
-    "memory": "./memory-v2/memory_v2/graph.py:graph"
+    "generate_report": "./src/agents/generate-report/index.ts:generateReportGraph"
   },
   "env": ".env",
-  "dependencies": [".", "./memory-v2"],
+  "dependencies": ["."],
   "dockerfile_lines": ["RUN npx -y playwright@1.49.1 install --with-deps"]
 }
diff --git a/src/agents/generate-post/nodes/rewrite-post.ts b/src/agents/generate-post/nodes/rewrite-post.ts
index cd75884..2fd6ec5 100644
--- a/src/agents/generate-post/nodes/rewrite-post.ts
+++ b/src/agents/generate-post/nodes/rewrite-post.ts
@@ -21,6 +21,7 @@ Listen to your boss closely, and make the necessary changes to the post. You sho
 
 interface RunReflectionsArgs {
   originalPost: string;
+  newPost: string;
   userResponse: string;
 }
 
@@ -30,6 +31,7 @@ interface RunReflectionsArgs {
  */
 async function runReflections({
   originalPost,
+  newPost,
   userResponse,
 }: RunReflectionsArgs) {
   const client = new Client({
@@ -37,10 +39,13 @@ async function runReflections({
   });
 
   const thread = await client.threads.create();
-  await client.runs.create(thread.thread_id, "memory", {
+  await client.runs.create(thread.thread_id, "reflection", {
     input: {
-      original_post: originalPost,
-      user_response: userResponse,
+      // original_post: originalPost,
+      // user_response: userResponse,
+      originalPost,
+      newPost,
+      userResponse,
     },
   });
 }
@@ -85,6 +90,7 @@ export async function rewritePost(
 
   await runReflections({
     originalPost: state.post,
+    newPost: revisePostResponse.content as string,
     userResponse: state.userResponse,
   });
 
diff --git a/src/agents/reflection/index.ts b/src/agents/reflection/index.ts
index 8c7adf0..af64f13 100644
--- a/src/agents/reflection/index.ts
+++ b/src/agents/reflection/index.ts
@@ -8,9 +8,8 @@ import {
 import { z } from "zod";
 import { ChatAnthropic } from "@langchain/anthropic";
 import {
-  getReflections,
-  putReflections,
-  RULESET_KEY,
+  getReflectionsPrompt,
+  putReflectionsPrompt,
 } from "../../utils/reflections.js";
 import { REFLECTION_PROMPT, UPDATE_RULES_PROMPT } from "./prompts.js";
 
@@ -20,7 +19,7 @@ const newRuleSchema = z.object({
 
 const updateRulesetSchema = z
   .object({
-    updatedRuleset: z.array(z.string()).describe("The updated ruleset."),
+    updatedRuleset: z.string().describe("The full updated ruleset."),
   })
   .describe("The updated ruleset.");
 
@@ -86,11 +85,11 @@ async function reflection(
     return {};
   }
 
-  const existingRules = await getReflections(config);
+  const existingRules = await getReflectionsPrompt(config);
 
-  if (!existingRules?.value?.[RULESET_KEY]?.length) {
+  if (!existingRules?.length) {
     // No rules exist yet. Create and return early.
-    await putReflections(config, [newRule]);
+    await putReflectionsPrompt(config, newRule);
     return {};
   }
 
@@ -99,7 +98,7 @@ async function reflection(
   });
   const updateRulesetPrompt = UPDATE_RULES_PROMPT.replace(
     "{EXISTING_RULES}",
-    existingRules?.value[RULESET_KEY].join("\n") || "",
+    existingRules,
   ).replace("{NEW_RULE}", newRule);
   const updateRulesetResult = await updateRulesetModel.invoke([
     {
@@ -108,7 +107,7 @@ async function reflection(
     },
   ]);
 
-  await putReflections(config, updateRulesetResult.updatedRuleset);
+  await putReflectionsPrompt(config, updateRulesetResult.updatedRuleset);
 
   return {};
 }
diff --git a/src/utils/reflections.ts b/src/utils/reflections.ts
index e9829a5..96a7b1d 100644
--- a/src/utils/reflections.ts
+++ b/src/utils/reflections.ts
@@ -22,6 +22,26 @@ export async function getReflectionsPrompt(
   return reflections?.value?.[PROMPT_KEY] || "";
 }
 
+/**
+ * Stores reflection rules in the store
+ * @param {LangGraphRunnableConfig} config - Configuration object containing the store
+ * @param {string} reflections - The reflection rules to store
+ * @throws {Error} When no store is provided in the config
+ * @returns {Promise<void>}
+ */
+export async function putReflectionsPrompt(
+  config: LangGraphRunnableConfig,
+  reflections: string,
+): Promise<void> {
+  const { store } = config;
+  if (!store) {
+    throw new Error("No store provided");
+  }
+  await store.put(NAMESPACE, KEY, {
+    [PROMPT_KEY]: reflections,
+  });
+}
+
 /**
  * Retrieves reflection rules from the store
  * @param {LangGraphRunnableConfig} config - Configuration object containing the store