diff --git a/packages/amplify/amplify/backend.ts b/packages/amplify/amplify/backend.ts
index c9adfe9d..210e9830 100644
--- a/packages/amplify/amplify/backend.ts
+++ b/packages/amplify/amplify/backend.ts
@@ -52,6 +52,12 @@ const TelemetryBackendSecretsManagerMQTTCredentials = new secretsmanager.Secret(
   },
 );
 
+const MLCorrelationMatrixSecrets = secretsmanager.Secret.fromSecretNameV2(
+  TelemetryBackendStack,
+  "MLCorrelationMatrixSecrets",
+  "MLCorrelationMatrixSecrets",
+);
+
 const TimescaleConnectionString = secretsmanager.Secret.fromSecretNameV2(
   TelemetryBackendStack,
   "TimescaleConnectionString",
@@ -367,14 +373,24 @@ TelemetryECSTaskDefinition.addContainer("TheContainer", {
       TimescaleConnectionString,
       "DATABASE_USERNAME",
     ),
+
+    LAP_CORRELATION_MATRIX_FUNCTION_NAME: ecs.Secret.fromSecretsManager(
+      MLCorrelationMatrixSecrets,
+      "LAP_CORRELATION_MATRIX_FUNCTION_NAME",
+    ),
     MQTT_PASSWORD: ecs.Secret.fromSecretsManager(
       TelemetryBackendSecretsManagerMQTTCredentials,
       "password",
     ),
+
     MQTT_USERNAME: ecs.Secret.fromSecretsManager(
       TelemetryBackendSecretsManagerMQTTCredentials,
       "username",
     ),
+    PACKET_CORRELATION_MATRIX_FUNCTION_NAME: ecs.Secret.fromSecretsManager(
+      MLCorrelationMatrixSecrets,
+      "PACKET_CORRELATION_MATRIX_FUNCTION_NAME",
+    ),
     PRIVATE_KEY: ecs.Secret.fromSecretsManager(
       TelemetryBackendSecretsManagerPrivKey,
     ),
@@ -395,6 +411,7 @@ TelemetryBackendSecretsManagerMQTTCredentials.grantRead(
   TelemetryECSTaskDefinition.taskRole,
 );
 TimescaleConnectionString.grantRead(TelemetryECSTaskDefinition.taskRole);
+MLCorrelationMatrixSecrets.grantRead(TelemetryECSTaskDefinition.taskRole);
 
 const TelemetryBackendVPCSecurityGroup = ec2.SecurityGroup.fromSecurityGroupId(
   TelemetryBackendStack,
diff --git a/packages/client/.env.example b/packages/client/.env.example
index 133a736a..4991ae47 100644
--- a/packages/client/.env.example
+++ b/packages/client/.env.example
@@ -1 +1,2 @@
-NEXT_PUBLIC_MAPSAPIKEY=''
\ No newline at end of file
+NEXT_PUBLIC_MAPSAPIKEY=''
+SOCKET_URL=localhost:3001
diff --git a/packages/client/src/pages/api/getLapCorrelationMatrix.ts b/packages/client/src/pages/api/getLapCorrelationMatrix.ts
index d0ba2c09..22a15553 100644
--- a/packages/client/src/pages/api/getLapCorrelationMatrix.ts
+++ b/packages/client/src/pages/api/getLapCorrelationMatrix.ts
@@ -1,18 +1,28 @@
 import type { NextApiRequest, NextApiResponse } from "next";
 
-const API_ROUTE = process.env.GET_LAP_CORRELATION_MATRIX_URL;
-if (!API_ROUTE) {
-  throw new Error("GET_LAP_CORRELATION_MATRIX_URL is not defined");
-}
+import { prodURL } from "@shared/helios-types";
+
+const BACKEND_ROUTE = `${prodURL}/ml/correlation-matrix/lap`;
+
 export default async function handler(
-  req: NextApiRequest,
+  _req: NextApiRequest,
   res: NextApiResponse,
 ) {
   try {
-    const result = await fetch(API_ROUTE as string);
+    const result = await fetch(BACKEND_ROUTE);
+
+    if (!result.ok) {
+      const errorData = await result.json().catch(() => ({}));
+      return res.status(result.status).json({
+        error: errorData.error || "Failed to fetch correlation matrix data",
+      });
+    }
+
     const graph = await result.json();
     res.status(200).json(graph);
   } catch (err) {
-    res.status(500).json({ error: "failed to load data" + err });
+    res.status(500).json({
+      error: `Failed to load data: ${err instanceof Error ? err.message : String(err)}`,
+    });
   }
 }
diff --git a/packages/client/src/pages/api/getPacketCorrelationMatrix.ts b/packages/client/src/pages/api/getPacketCorrelationMatrix.ts
index 478f6410..ebf07fa5 100644
--- a/packages/client/src/pages/api/getPacketCorrelationMatrix.ts
+++ b/packages/client/src/pages/api/getPacketCorrelationMatrix.ts
@@ -1,18 +1,28 @@
 import type { NextApiRequest, NextApiResponse } from "next";
 
-const API_ROUTE = process.env.GET_PACKET_CORRELATION_MATRIX_URL;
-if (!API_ROUTE) {
-  throw new Error("GET_PACKET_CORRELATION_MATRIX_URL is not defined");
-}
+import { prodURL } from "@shared/helios-types";
+
+const BACKEND_ROUTE = `${prodURL}/ml/correlation-matrix/packet`;
+
 export default async function handler(
-  req: NextApiRequest,
+  _req: NextApiRequest,
   res: NextApiResponse,
 ) {
   try {
-    const result = await fetch(API_ROUTE as string);
+    const result = await fetch(BACKEND_ROUTE);
+
+    if (!result.ok) {
+      const errorData = await result.json().catch(() => ({}));
+      return res.status(result.status).json({
+        error: errorData.error || "Failed to fetch correlation matrix data",
+      });
+    }
+
     const graph = await result.json();
     res.status(200).json(graph);
   } catch (err) {
-    res.status(500).json({ error: "failed to load data" + err });
+    res.status(500).json({
+      error: `Failed to load data: ${err instanceof Error ? err.message : String(err)}`,
+    });
   }
 }
diff --git a/packages/server/.env.example b/packages/server/.env.example
index 641cc63a..e7e198c6 100644
--- a/packages/server/.env.example
+++ b/packages/server/.env.example
@@ -30,3 +30,6 @@ DATABASE_PORT=
 ########################
 LAP_POSITION_PASSWORD="changeme"
 
+
+GET_PACKET_CORRELATION_MATRIX_URL='https://myApiGatewayForPacketMatrix.lambda-url.region.on.aws/'
+GET_LAP_CORRELATION_MATRIX_URL='https://myApiGatewayForLapMatrix.lambda-url.region.on.aws/'
\ No newline at end of file
diff --git a/packages/server/package.json b/packages/server/package.json
index d242428e..88c76d9e 100644
--- a/packages/server/package.json
+++ b/packages/server/package.json
@@ -11,6 +11,7 @@
   },
   "dependencies": {
     "@aws-sdk/client-dynamodb": "^3.682.0",
+    "@aws-sdk/client-lambda": "^3.980.0",
     "@aws-sdk/lib-dynamodb": "^3.682.0",
     "@faker-js/faker": "^9.0.3",
     "@godaddy/terminus": "^4.12.1",
@@ -25,6 +26,7 @@
     "log4js": "^6.9.1",
     "module-alias": "^2.2.3",
     "mqtt": "^5.8.0",
+    "node-cache": "^5.1.2",
     "rimraf": "^5.0.5",
     "socket.io": "^4.7.5",
     "ts-node": "^10.9.2",
@@ -39,6 +41,7 @@
     "@types/eslint": "^9.6.0",
     "@types/express": "^4.17.21",
     "@types/node": "^20.14.10",
+    "@types/node-cache": "^4.1.3",
     "@types/prettier": "^3.0.0",
     "@types/sqlite3": "^3.1.11",
     "@typescript-eslint/eslint-plugin": "^7.4.0",
diff --git a/packages/server/src/controllers/routeControllers/machineLearning.controller.ts b/packages/server/src/controllers/routeControllers/machineLearning.controller.ts
new file mode 100644
index 00000000..4c48a2ec
--- /dev/null
+++ b/packages/server/src/controllers/routeControllers/machineLearning.controller.ts
@@ -0,0 +1,368 @@
+import { type Request, type Response } from "express";
+import https from "https";
+import NodeCache from "node-cache";
+
+import { createApplicationLogger } from "@/utils/logger";
+
+import { InvokeCommand, LambdaClient } from "@aws-sdk/client-lambda";
+import { NodeHttpHandler } from "@smithy/node-http-handler";
+
+const CACHE_KEY = {
+  LAP_CORRELATION_MATRIX: "lap_correlation_matrix",
+  PACKET_CORRELATION_MATRIX: "packet_correlation_matrix",
+} as const;
+
+// # AWS Credentials (choose one method - see AWS_LAMBDA_SDK_SETUP.md)
+// # Method 1: Environment variables (easiest for development)
+// # AWS_ACCESS_KEY_ID=your-access-key-id
+// # AWS_SECRET_ACCESS_KEY=your-secret-access-key
+
+// # Method 2: Use ~/.aws/credentials file (recommended for local dev)
+// # Method 3: IAM role (automatic on EC2/ECS/Lambda - best for production)
+
+// Extract Lambda function names or ARNs from environment variables
+// You can use either function names or full ARNs
+// Leave as undefined if not set (validation happens at request time)
+const PACKET_CORRELATION_MATRIX_FUNCTION =
+  process.env.PACKET_CORRELATION_MATRIX_FUNCTION_NAME;
+const LAP_CORRELATION_MATRIX_FUNCTION =
+  process.env.LAP_CORRELATION_MATRIX_FUNCTION_NAME;
+
+// AWS Region for Lambda functions
+const AWS_REGION = process.env.AWS_REGION ?? "ca-central-1";
+
+// Cache instance with 1-hour TTL
+const cache = new NodeCache({
+  checkperiod: 600, // Check for expired keys every 10 minutes
+  stdTTL: 3600, // 1 hour default TTL
+  useClones: false, // Don't clone objects for better performance
+});
+
+// Initialize AWS Lambda client
+// Credentials are automatically loaded from:
+// 1. Environment variables (AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY)
+// 2. IAM role (if running on EC2/ECS/Lambda)
+// 3. AWS credentials file (~/.aws/credentials)
+
+// ⚠️ WARNING: SSL certificate validation is disabled in development mode only
+// This fixes "unable to get local issuer certificate" errors on local machines
+// NEVER disable SSL validation in production - it's a security risk!
+const lambdaClient = new LambdaClient({
+  maxAttempts: 3, // Automatic retries
+  region: AWS_REGION,
+  requestHandler: new NodeHttpHandler({
+    httpsAgent: new https.Agent({
+      // Disable SSL certificate validation ONLY in development
+      // In production, this will be true (SSL validation enabled)
+      rejectUnauthorized: process.env.NODE_ENV === "production",
+    }),
+  }),
+});
+
+/**
+ * Invoke Lambda function with error handling using AWS SDK
+ * @param functionName - Lambda function name or ARN
+ * @param logger - Logger instance
+ * @returns Parsed JSON response from Lambda
+ */
+async function invokeLambdaFunction(
+  functionName: string,
+  logger: ReturnType<typeof createApplicationLogger>,
+): Promise<unknown> {
+  const startTime = Date.now();
+  logger.info(`Invoking Lambda function: ${functionName}`);
+
+  try {
+    const command = new InvokeCommand({
+      FunctionName: functionName,
+      InvocationType: "RequestResponse", // Synchronous invocation
+      LogType: "Tail", // Include execution logs in response
+    });
+
+    const response = await lambdaClient.send(command);
+    const duration = Date.now() - startTime;
+
+    // Check for Lambda function errors
+    if (response.FunctionError) {
+      const errorPayload = response.Payload
+        ? new TextDecoder().decode(response.Payload)
+        : "Unknown error";
+      throw new Error(
+        `Lambda function error: ${response.FunctionError}. Payload: ${errorPayload}`,
+      );
+    }
+
+    // Parse the response payload
+    if (!response.Payload) {
+      throw new Error("Lambda function returned empty payload");
+    }
+
+    const payloadString = new TextDecoder().decode(response.Payload);
+    const lambdaResponse = JSON.parse(payloadString);
+
+    // Lambda functions with Function URLs return a response with statusCode and body
+    // The body is a JSON string that needs to be parsed again
+    let data: unknown;
+    if (lambdaResponse.body) {
+      // Parse the body string to get the actual data
+      data = JSON.parse(lambdaResponse.body);
+    } else {
+      // Direct invocation without Function URL wrapper
+      data = lambdaResponse;
+    }
+
+    logger.info(
+      `Lambda invocation successful, duration: ${duration}ms, status: ${response.StatusCode}`,
+    );
+
+    // Log execution details if available
+    if (response.LogResult) {
+      const logs = Buffer.from(response.LogResult, "base64").toString("utf-8");
+      logger.debug(`Lambda execution logs: ${logs}`);
+    }
+
+    return data;
+  } catch (error) {
+    const duration = Date.now() - startTime;
+    logger.error(
+      `Lambda invocation failed after ${duration}ms: ${error instanceof Error ? error.message : String(error)}`,
+    );
+    throw error;
+  }
+}
+
+/**
+ * GET /ml/correlation-matrix/packet
+ * Returns packet correlation matrix data (cached or from Lambda)
+ */
+export const getPacketCorrelationMatrix = async (
+  request: Request,
+  response: Response,
+) => {
+  const logger = createApplicationLogger(
+    "machineLearning.controller.ts",
+    request,
+    response,
+  );
+
+  logger.info(`ENTRY - ${request.method} ${request.url}`);
+
+  try {
+    // Check cache first
+    const cachedData = cache.get<unknown>(CACHE_KEY.PACKET_CORRELATION_MATRIX);
+
+    if (cachedData !== undefined) {
+      const stats = cache.getStats();
+      logger.info(
+        `Cache HIT for key: ${CACHE_KEY.PACKET_CORRELATION_MATRIX} (Total hits: ${stats.hits}, Total misses: ${stats.misses})`,
+      );
+      logger.info(`EXIT - ${request.method} ${request.url} - ${200} (cached)`);
+      return response.status(200).json(cachedData);
+    }
+
+    // Cache miss
+    const stats = cache.getStats();
+    logger.info(
+      `Cache MISS for key: ${CACHE_KEY.PACKET_CORRELATION_MATRIX} (Total hits: ${stats.hits}, Total misses: ${stats.misses})`,
+    );
+
+    // Validate Lambda function is configured
+    if (!PACKET_CORRELATION_MATRIX_FUNCTION) {
+      logger.error(
+        "PACKET_CORRELATION_MATRIX_FUNCTION_NAME environment variable is not configured",
+      );
+      return response.status(503).json({
+        error:
+          "Lambda function not configured. Please set PACKET_CORRELATION_MATRIX_FUNCTION_NAME environment variable.",
+      });
+    }
+
+    // Invoke Lambda function
+    const data = await invokeLambdaFunction(
+      PACKET_CORRELATION_MATRIX_FUNCTION,
+      logger,
+    );
+
+    // Store in cache
+    cache.set(CACHE_KEY.PACKET_CORRELATION_MATRIX, data);
+
+    logger.info(
+      `EXIT - ${request.method} ${request.url} - ${200} (from Lambda)`,
+    );
+    return response.status(200).json(data);
+  } catch (error) {
+    logger.error(
+      `ERROR - ${request.method} ${request.url} - ${error instanceof Error ? error.message : String(error)}`,
+    );
+    return response.status(503).json({
+      error:
+        "Service temporarily unavailable. Unable to fetch correlation matrix data.",
+    });
+  }
+};
+
+/**
+ * GET /ml/correlation-matrix/lap
+ * Returns lap correlation matrix data (cached or from Lambda)
+ */
+export const getLapCorrelationMatrix = async (
+  request: Request,
+  response: Response,
+) => {
+  const logger = createApplicationLogger(
+    "machineLearning.controller.ts",
+    request,
+    response,
+  );
+
+  logger.info(`ENTRY - ${request.method} ${request.url}`);
+
+  try {
+    // Check cache first
+    const cachedData = cache.get<unknown>(CACHE_KEY.LAP_CORRELATION_MATRIX);
+
+    if (cachedData !== undefined) {
+      const stats = cache.getStats();
+      logger.info(
+        `Cache HIT for key: ${CACHE_KEY.LAP_CORRELATION_MATRIX} (Total hits: ${stats.hits}, Total misses: ${stats.misses})`,
+      );
+      logger.info(`EXIT - ${request.method} ${request.url} - ${200} (cached)`);
+      return response.status(200).json(cachedData);
+    }
+
+    // Cache miss
+    const stats = cache.getStats();
+    logger.info(
+      `Cache MISS for key: ${CACHE_KEY.LAP_CORRELATION_MATRIX} (Total hits: ${stats.hits}, Total misses: ${stats.misses})`,
+    );
+
+    // Validate Lambda function is configured
+    if (!LAP_CORRELATION_MATRIX_FUNCTION) {
+      logger.error(
+        "LAP_CORRELATION_MATRIX_FUNCTION_NAME environment variable is not configured",
+      );
+      return response.status(503).json({
+        error:
+          "Lambda function not configured. Please set LAP_CORRELATION_MATRIX_FUNCTION_NAME environment variable.",
+      });
+    }
+
+    // Invoke Lambda function
+    const data = await invokeLambdaFunction(
+      LAP_CORRELATION_MATRIX_FUNCTION,
+      logger,
+    );
+
+    // Store in cache
+    cache.set(CACHE_KEY.LAP_CORRELATION_MATRIX, data);
+
+    logger.info(
+      `EXIT - ${request.method} ${request.url} - ${200} (from Lambda)`,
+    );
+    return response.status(200).json(data);
+  } catch (error) {
+    logger.error(
+      `ERROR - ${request.method} ${request.url} - ${error instanceof Error ? error.message : String(error)}`,
+    );
+    return response.status(503).json({
+      error:
+        "Service temporarily unavailable. Unable to fetch correlation matrix data.",
+    });
+  }
+};
+
+/**
+ * POST /ml/invalidate
+ * Manually invalidate cache for correlation matrices
+ */
+export const invalidateCache = async (request: Request, response: Response) => {
+  const logger = createApplicationLogger(
+    "machineLearning.controller.ts",
+    request,
+    response,
+  );
+
+  logger.info(`ENTRY - ${request.method} ${request.url}`);
+
+  try {
+    const { key } = request.body;
+
+    if (key && key !== "all") {
+      // Invalidate specific key
+      if (!Object.values(CACHE_KEY).includes(key)) {
+        logger.warn(`Invalid cache key provided: ${key}`);
+        return response.status(400).json({
+          error: `Invalid cache key. Valid keys: ${Object.values(CACHE_KEY).join(", ")}, or "all"`,
+        });
+      }
+
+      const deleted = cache.del(key);
+      logger.info(`Cache INVALIDATE for key: ${key}, existed: ${deleted > 0}`);
+      logger.info(`EXIT - ${request.method} ${request.url} - ${200}`);
+      return response.status(200).json({
+        invalidated: deleted > 0,
+        key,
+        message:
+          deleted > 0
+            ? `Cache for ${key} invalidated successfully`
+            : `No cache found for ${key}`,
+      });
+    } else {
+      // Invalidate all caches
+      const keys = cache.keys();
+      cache.flushAll();
+      logger.info(`Cache INVALIDATE ALL, cleared ${keys.length} entries`);
+      logger.info(`EXIT - ${request.method} ${request.url} - ${200}`);
+      return response.status(200).json({
+        message: "All caches invalidated successfully",
+      });
+    }
+  } catch (error) {
+    logger.error(
+      `ERROR - ${request.method} ${request.url} - ${error instanceof Error ? error.message : String(error)}`,
+    );
+    return response.status(500).json({
+      error: "Failed to invalidate cache",
+    });
+  }
+};
+
+/**
+ * GET /ml/health
+ * Health check endpoint with cache statistics
+ */
+export const getHealthCorrelationMatrix = (
+  request: Request,
+  response: Response,
+) => {
+  const logger = createApplicationLogger(
+    "machineLearning.controller.ts",
+    request,
+    response,
+  );
+
+  logger.info(`ENTRY - ${request.method} ${request.url}`);
+
+  const stats = cache.getStats();
+  const hitRate =
+    stats.hits + stats.misses > 0
+      ? (stats.hits / (stats.hits + stats.misses)) * 100
+      : 0;
+
+  const data = {
+    cacheStats: {
+      hitRate,
+      hits: stats.hits,
+      keys: stats.keys,
+      ksize: stats.ksize,
+      misses: stats.misses,
+      vsize: stats.vsize,
+    },
+    date: new Date(),
+    message: "OK",
+    uptime: process.uptime() + " seconds",
+  };
+
+  logger.info(`EXIT - ${request.method} ${request.url} - ${200}`);
+  return response.status(200).json(data);
+};
diff --git a/packages/server/src/index.ts b/packages/server/src/index.ts
index a4376554..68954ebe 100644
--- a/packages/server/src/index.ts
+++ b/packages/server/src/index.ts
@@ -12,6 +12,7 @@ import "module-alias";
 
 import driverRouter from "@/routes/driver.route";
 import healthRouter from "@/routes/health.route";
+import machineLearningRouter from "@/routes/machineLearning.route";
 import playbackRouter from "@/routes/playback.route";
 
 import {
@@ -45,6 +46,7 @@ app.use("/", healthRouter);
 app.use("/", playbackRouter);
 app.use("/", lapRouter);
 app.use("/", driverRouter);
+app.use("/", machineLearningRouter);
 
 export const logger = createLightweightApplicationLogger("index.ts");
 axiosRetry(axios, {
diff --git a/packages/server/src/routes/machineLearning.route.ts b/packages/server/src/routes/machineLearning.route.ts
new file mode 100644
index 00000000..edf1264e
--- /dev/null
+++ b/packages/server/src/routes/machineLearning.route.ts
@@ -0,0 +1,18 @@
+import express from "express";
+
+import * as controllers from "@/controllers/routeControllers/machineLearning.controller";
+
+const machineLearningRouter = express.Router();
+
+machineLearningRouter.get(
+  "/ml/correlation-matrix/packet",
+  controllers.getPacketCorrelationMatrix,
+);
+machineLearningRouter.get(
+  "/ml/correlation-matrix/lap",
+  controllers.getLapCorrelationMatrix,
+);
+machineLearningRouter.post("/ml/invalidate", controllers.invalidateCache);
+machineLearningRouter.get("/ml/health", controllers.getHealthCorrelationMatrix);
+
+export default machineLearningRouter;
diff --git a/yarn.lock b/yarn.lock
index 20936431..d7ce4532 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -51,75 +51,75 @@ __metadata:
   linkType: hard
 
 "@aws-amplify/ai-constructs@npm:^1.5.3":
-  version: 1.5.4
-  resolution: "@aws-amplify/ai-constructs@npm:1.5.4"
+  version: 1.6.0
+  resolution: "@aws-amplify/ai-constructs@npm:1.6.0"
   dependencies:
-    "@aws-amplify/backend-output-schemas": "npm:^1.7.1"
-    "@aws-amplify/plugin-types": "npm:^1.11.1"
+    "@aws-amplify/backend-output-schemas": "npm:^1.8.0"
+    "@aws-amplify/plugin-types": "npm:^1.11.2"
     "@aws-sdk/client-bedrock-runtime": "npm:3.622.0"
-    "@smithy/types": "npm:^4.1.0"
+    "@smithy/types": "npm:^4.9.0"
     json-schema-to-ts: "npm:^3.1.1"
   peerDependencies:
-    aws-cdk-lib: ^2.189.1
+    aws-cdk-lib: ^2.234.1
     constructs: ^10.0.0
-  checksum: 10c0/4bea420f72173c60114c7effb0e101adb753b320999b810ec3127ae334f3165fce8b322dcb55a215c3a69cd6ec5bb266797788db4ce43a4012c44b8f6bb6ec21
+  checksum: 10c0/cbf55ff4b30263c84332b71ea4b1109f639ada004f01a01245a877744d27fdac674d232d0375a4e09ff8460f88d236f8abc1d99a591b99b9e1431e45234b1a6d
   languageName: node
   linkType: hard
 
-"@aws-amplify/analytics@npm:7.0.89":
-  version: 7.0.89
-  resolution: "@aws-amplify/analytics@npm:7.0.89"
+"@aws-amplify/analytics@npm:7.0.92":
+  version: 7.0.92
+  resolution: "@aws-amplify/analytics@npm:7.0.92"
   dependencies:
-    "@aws-sdk/client-firehose": "npm:3.621.0"
-    "@aws-sdk/client-kinesis": "npm:3.621.0"
-    "@aws-sdk/client-personalize-events": "npm:3.621.0"
+    "@aws-sdk/client-firehose": "npm:3.723.0"
+    "@aws-sdk/client-kinesis": "npm:3.723.0"
+    "@aws-sdk/client-personalize-events": "npm:3.723.0"
     "@smithy/util-utf8": "npm:2.0.0"
     tslib: "npm:^2.5.0"
   peerDependencies:
     "@aws-amplify/core": ^6.1.0
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-  resolution: "@aws-amplify/backend-secret@npm:1.4.1"
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-    "@aws-amplify/backend-storage": "npm:^1.4.2"
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-    "@aws-amplify/plugin-types": "npm:^1.11.1"
-    "@aws-sdk/client-amplify": "npm:^3.750.0"
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+    "@aws-amplify/plugin-types": "npm:^1.11.2"
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-  resolution: "@aws-amplify/client-config@npm:1.9.0"
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-  resolution: "@aws-amplify/core@npm:6.14.0"
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   linkType: hard
 
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-  resolution: "@aws-sdk/client-sso@npm:3.621.0"
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-    "@smithy/util-utf8": "npm:^3.0.0"
-    tslib: "npm:^2.6.2"
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-  languageName: node
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 "@aws-sdk/client-sso@npm:3.622.0":
   version: 3.622.0
   resolution: "@aws-sdk/client-sso@npm:3.622.0"
@@ -3479,49 +3458,95 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@aws-sdk/client-sso@npm:3.940.0":
-  version: 3.940.0
-  resolution: "@aws-sdk/client-sso@npm:3.940.0"
+"@aws-sdk/client-sso@npm:3.723.0":
+  version: 3.723.0
+  resolution: "@aws-sdk/client-sso@npm:3.723.0"
   dependencies:
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     "@aws-crypto/sha256-js": "npm:5.2.0"
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-    "@aws-sdk/middleware-logger": "npm:3.936.0"
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-    "@smithy/types": "npm:^4.9.0"
-    "@smithy/url-parser": "npm:^4.2.5"
+    "@aws-sdk/core": "npm:3.723.0"
+    "@aws-sdk/middleware-host-header": "npm:3.723.0"
+    "@aws-sdk/middleware-logger": "npm:3.723.0"
+    "@aws-sdk/middleware-recursion-detection": "npm:3.723.0"
+    "@aws-sdk/middleware-user-agent": "npm:3.723.0"
+    "@aws-sdk/region-config-resolver": "npm:3.723.0"
+    "@aws-sdk/types": "npm:3.723.0"
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+    "@aws-sdk/util-user-agent-browser": "npm:3.723.0"
+    "@aws-sdk/util-user-agent-node": "npm:3.723.0"
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+    "@smithy/middleware-endpoint": "npm:^4.0.0"
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+    "@smithy/node-http-handler": "npm:^4.0.0"
+    "@smithy/protocol-http": "npm:^5.0.0"
+    "@smithy/smithy-client": "npm:^4.0.0"
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+    "@smithy/url-parser": "npm:^4.0.0"
+    "@smithy/util-base64": "npm:^4.0.0"
+    "@smithy/util-body-length-browser": "npm:^4.0.0"
+    "@smithy/util-body-length-node": "npm:^4.0.0"
+    "@smithy/util-defaults-mode-browser": "npm:^4.0.0"
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+    "@smithy/util-retry": "npm:^4.0.0"
+    "@smithy/util-utf8": "npm:^4.0.0"
+    tslib: "npm:^2.6.2"
+  checksum: 10c0/456c08e48723bdaeda383d72055c24265fad2e6cbd60a37a872d2dc5a3c9cbb7bfb2f2d585010ddc933bb5a046d8708d12cf15d34317d141f9440cb83687a87a
+  languageName: node
+  linkType: hard
+
+"@aws-sdk/client-sso@npm:3.980.0":
+  version: 3.980.0
+  resolution: "@aws-sdk/client-sso@npm:3.980.0"
+  dependencies:
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+    "@aws-sdk/middleware-logger": "npm:^3.972.3"
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+    "@aws-sdk/region-config-resolver": "npm:^3.972.3"
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+    "@smithy/node-http-handler": "npm:^4.4.8"
+    "@smithy/protocol-http": "npm:^5.3.8"
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     "@smithy/util-body-length-browser": "npm:^4.2.0"
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-    "@smithy/util-retry": "npm:^4.2.5"
+    "@smithy/util-defaults-mode-browser": "npm:^4.3.28"
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+    "@smithy/util-endpoints": "npm:^3.2.8"
+    "@smithy/util-middleware": "npm:^4.2.8"
+    "@smithy/util-retry": "npm:^4.2.8"
     "@smithy/util-utf8": "npm:^4.2.0"
     tslib: "npm:^2.6.2"
-  checksum: 10c0/c0f6c8bc4ad55f2b573fbc40f472b974679c11c6e2bc224b1b9a4f4a9134895b37127eaaa588d56cb2e32522de4921dd813ae7229f5db4fedeeea1d06500e74c
+  checksum: 10c0/870a684d7772971d482361e9ed94d2cd86ffa0d47f572e2f01ba44e7f5954cd91b1e832961deadcb5afaf1fee6f26cce755a3cc5299f3336e1f26b1d652aa2c1
   languageName: node
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@@ -3573,54 +3598,6 @@ __metadata:
   languageName: node
   linkType: hard
 
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-  version: 3.621.0
-  resolution: "@aws-sdk/client-sts@npm:3.621.0"
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-    "@aws-sdk/client-sso-oidc": "npm:3.621.0"
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-    "@aws-sdk/credential-provider-node": "npm:3.621.0"
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-    "@aws-sdk/util-user-agent-browser": "npm:3.609.0"
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-    "@smithy/util-retry": "npm:^3.0.3"
-    "@smithy/util-utf8": "npm:^3.0.0"
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-  languageName: node
-  linkType: hard
-
 "@aws-sdk/client-sts@npm:3.622.0":
   version: 3.622.0
   resolution: "@aws-sdk/client-sts@npm:3.622.0"
@@ -3669,50 +3646,98 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@aws-sdk/client-sts@npm:^3, @aws-sdk/client-sts@npm:^3.465.0, @aws-sdk/client-sts@npm:^3.624.0, @aws-sdk/client-sts@npm:^3.750.0":
-  version: 3.940.0
-  resolution: "@aws-sdk/client-sts@npm:3.940.0"
+"@aws-sdk/client-sts@npm:3.723.0":
+  version: 3.723.0
+  resolution: "@aws-sdk/client-sts@npm:3.723.0"
   dependencies:
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     "@aws-crypto/sha256-js": "npm:5.2.0"
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-    "@smithy/types": "npm:^4.9.0"
-    "@smithy/url-parser": "npm:^4.2.5"
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+    "@aws-sdk/credential-provider-node": "npm:3.723.0"
+    "@aws-sdk/middleware-host-header": "npm:3.723.0"
+    "@aws-sdk/middleware-logger": "npm:3.723.0"
+    "@aws-sdk/middleware-recursion-detection": "npm:3.723.0"
+    "@aws-sdk/middleware-user-agent": "npm:3.723.0"
+    "@aws-sdk/region-config-resolver": "npm:3.723.0"
+    "@aws-sdk/types": "npm:3.723.0"
+    "@aws-sdk/util-endpoints": "npm:3.723.0"
+    "@aws-sdk/util-user-agent-browser": "npm:3.723.0"
+    "@aws-sdk/util-user-agent-node": "npm:3.723.0"
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+    "@smithy/hash-node": "npm:^4.0.0"
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+    "@smithy/middleware-content-length": "npm:^4.0.0"
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+    "@smithy/middleware-serde": "npm:^4.0.0"
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+    "@smithy/protocol-http": "npm:^5.0.0"
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+    "@smithy/url-parser": "npm:^4.0.0"
+    "@smithy/util-base64": "npm:^4.0.0"
+    "@smithy/util-body-length-browser": "npm:^4.0.0"
+    "@smithy/util-body-length-node": "npm:^4.0.0"
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+    "@smithy/util-retry": "npm:^4.0.0"
+    "@smithy/util-utf8": "npm:^4.0.0"
+    tslib: "npm:^2.6.2"
+  checksum: 10c0/eb18bb3e43803d95f2eeb47aa6de904df17ca8568c98b9e46874afd45003358229b2f3ca2f3e2f0afdb340d00610142d4b2b474925046bd4617769a4bd8ca3a3
+  languageName: node
+  linkType: hard
+
+"@aws-sdk/client-sts@npm:^3, @aws-sdk/client-sts@npm:^3.465.0, @aws-sdk/client-sts@npm:^3.624.0, @aws-sdk/client-sts@npm:^3.936.0":
+  version: 3.980.0
+  resolution: "@aws-sdk/client-sts@npm:3.980.0"
+  dependencies:
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+    "@aws-crypto/sha256-js": "npm:5.2.0"
+    "@aws-sdk/core": "npm:^3.973.5"
+    "@aws-sdk/credential-provider-node": "npm:^3.972.4"
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+    "@aws-sdk/middleware-user-agent": "npm:^3.972.5"
+    "@aws-sdk/region-config-resolver": "npm:^3.972.3"
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-  resolution: "@emnapi/runtime@npm:1.7.1"
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-  resolution: "@esbuild/openbsd-x64@npm:0.25.12"
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   conditions: os=win32 & cpu=ia32
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-  resolution: "eslint-config-turbo@npm:2.6.1"
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-  resolution: "eslint-plugin-prettier@npm:5.5.4"
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+  resolution: "eslint-plugin-prettier@npm:5.5.5"
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-    synckit: "npm:^0.11.7"
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+    synckit: "npm:^0.11.12"
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-  resolution: "esquery@npm:1.6.0"
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-  resolution: "execa@npm:9.6.0"
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     cross-spawn: "npm:^7.0.6"
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-  resolution: "express@npm:4.21.2"
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     array-flatten: "npm:1.1.1"
-    body-parser: "npm:1.20.3"
-    content-disposition: "npm:0.5.4"
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     content-type: "npm:~1.0.4"
-    cookie: "npm:0.7.1"
-    cookie-signature: "npm:1.0.6"
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-    finalhandler: "npm:1.3.1"
-    fresh: "npm:0.5.2"
-    http-errors: "npm:2.0.0"
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     merge-descriptors: "npm:1.0.3"
     methods: "npm:~1.1.2"
-    on-finished: "npm:2.4.1"
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     safe-buffer: "npm:5.2.1"
-    send: "npm:0.19.0"
-    serve-static: "npm:1.16.2"
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+    serve-static: "npm:~1.16.2"
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     vary: "npm:~1.1.2"
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-  resolution: "fast-unique-numbers@npm:9.0.24"
+"fast-unique-numbers@npm:^9.0.26":
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-  resolution: "fastq@npm:1.19.1"
+  version: 1.20.1
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-"finalhandler@npm:1.3.1":
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-  resolution: "finalhandler@npm:1.3.1"
+"finalhandler@npm:~1.3.1":
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     encodeurl: "npm:~2.0.0"
     escape-html: "npm:~1.0.3"
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-  resolution: "fs-extra@npm:11.3.2"
+"fs-extra@npm:^11.2.0, fs-extra@npm:^11.3.0, fs-extra@npm:^11.3.3":
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     jsonfile: "npm:^6.0.1"
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-"fsevents@patch:fsevents@npm%3A2.3.2#optional!builtin<compat/fsevents>":
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-  resolution: "get-tsconfig@npm:4.13.0"
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-  resolution: "http-errors@npm:2.0.0"
+"http-errors@npm:~2.0.0, http-errors@npm:~2.0.1":
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 "iconv-lite@npm:^0.7.0":
-  version: 0.7.0
-  resolution: "iconv-lite@npm:0.7.0"
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-  resolution: "tsx@npm:4.20.6"
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+    esbuild: "npm:~0.27.0"
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-  resolution: "typeorm@npm:0.3.27"
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-    dedent: "npm:^1.6.0"
-    dotenv: "npm:^16.4.7"
-    glob: "npm:^10.4.5"
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-    mssql: ^9.1.1 || ^10.0.1 || ^11.0.1
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-  resolution: "watchpack@npm:2.4.4"
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-  resolution: "yaml@npm:2.8.1"
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-  resolution: "zustand@npm:5.0.8"
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