diff --git a/JS/edgechains/examples/hydeSearch/package-lock.json b/JS/edgechains/examples/hydeSearch/package-lock.json
index 82d96cc66..30d8deaf5 100644
--- a/JS/edgechains/examples/hydeSearch/package-lock.json
+++ b/JS/edgechains/examples/hydeSearch/package-lock.json
@@ -18,7 +18,7 @@
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+                "@arakoodev/edgechains.js": "0.1.10",
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                 "@types/jest": "^29.5.8",
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-                "@babel/parser": "^7.23.5",
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-                "@babel/helper-validator-option": "^7.22.15",
-                "browserslist": "^4.21.9",
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-                "@babel/types": "^7.23.5"
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@@ -479,9 +479,9 @@
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-                "@babel/generator": "^7.23.5",
+                "@babel/generator": "^7.23.6",
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-                "@babel/types": "^7.23.5",
-                "debug": "^4.1.0",
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@@ -1142,10 +1130,32 @@
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@@ -1167,27 +1177,49 @@
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@@ -1688,6 +1816,16 @@
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         },
+        "node_modules/strip-ansi-cjs": {
+            "name": "strip-ansi",
+            "version": "6.0.1",
+            "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
+            "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+            "dev": true,
+            "dependencies": {
+                "ansi-regex": "^5.0.1"
+            },
+            "engines": {
+                "node": ">=8"
+            }
+        },
         "node_modules/strip-bom": {
             "version": "4.0.0",
             "resolved": "https://registry.npmjs.org/strip-bom/-/strip-bom-4.0.0.tgz",
@@ -7373,6 +7695,28 @@
                 "node": ">=8"
             }
         },
+        "node_modules/test-exclude/node_modules/brace-expansion": {
+            "version": "1.1.11",
+            "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz",
+            "integrity": "sha512-iCuPHDFgrHX7H2vEI/5xpz07zSHB00TpugqhmYtVmMO6518mCuRMoOYFldEBl0g187ufozdaHgWKcYFb61qGiA==",
+            "dev": true,
+            "dependencies": {
+                "balanced-match": "^1.0.0",
+                "concat-map": "0.0.1"
+            }
+        },
+        "node_modules/test-exclude/node_modules/minimatch": {
+            "version": "3.1.2",
+            "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-3.1.2.tgz",
+            "integrity": "sha512-J7p63hRiAjw1NDEww1W7i37+ByIrOWO5XQQAzZ3VOcL0PNybwpfmV/N05zFAzwQ9USyEcX6t3UO+K5aqBQOIHw==",
+            "dev": true,
+            "dependencies": {
+                "brace-expansion": "^1.1.7"
+            },
+            "engines": {
+                "node": "*"
+            }
+        },
         "node_modules/text-table": {
             "version": "0.2.0",
             "resolved": "https://registry.npmjs.org/text-table/-/text-table-0.2.0.tgz",
@@ -7503,9 +7847,9 @@
             }
         },
         "node_modules/tsconfig-paths": {
-            "version": "3.14.2",
-            "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.14.2.tgz",
-            "integrity": "sha512-o/9iXgCYc5L/JxCHPe3Hvh8Q/2xm5Z+p18PESBU6Ff33695QnCHBEjcytY2q19ua7Mbl/DavtBOLq+oG0RCL+g==",
+            "version": "3.15.0",
+            "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.15.0.tgz",
+            "integrity": "sha512-2Ac2RgzDe/cn48GvOe3M+o82pEFewD3UPbyoUHHdKasHwJKjds4fLXWf/Ux5kATBKN20oaFGu+jbElp1pos0mg==",
             "dev": true,
             "dependencies": {
                 "@types/json5": "^0.0.29",
@@ -7667,9 +8011,9 @@
             }
         },
         "node_modules/typeorm": {
-            "version": "0.3.17",
-            "resolved": "https://registry.npmjs.org/typeorm/-/typeorm-0.3.17.tgz",
-            "integrity": "sha512-UDjUEwIQalO9tWw9O2A4GU+sT3oyoUXheHJy4ft+RFdnRdQctdQ34L9SqE2p7LdwzafHx1maxT+bqXON+Qnmig==",
+            "version": "0.3.19",
+            "resolved": "https://registry.npmjs.org/typeorm/-/typeorm-0.3.19.tgz",
+            "integrity": "sha512-OGelrY5qEoAU80mR1iyvmUHiKCPUydL6xp6bebXzS7jyv/X70Gp/jBWRAfF4qGOfy2A7orMiGRfwsBUNbEL65g==",
             "dev": true,
             "dependencies": {
                 "@sqltools/formatter": "^1.2.5",
@@ -7677,10 +8021,10 @@
                 "buffer": "^6.0.3",
                 "chalk": "^4.1.2",
                 "cli-highlight": "^2.1.11",
-                "date-fns": "^2.29.3",
+                "dayjs": "^1.11.9",
                 "debug": "^4.3.4",
                 "dotenv": "^16.0.3",
-                "glob": "^8.1.0",
+                "glob": "^10.3.10",
                 "mkdirp": "^2.1.3",
                 "reflect-metadata": "^0.1.13",
                 "sha.js": "^2.4.11",
@@ -7702,13 +8046,13 @@
             "peerDependencies": {
                 "@google-cloud/spanner": "^5.18.0",
                 "@sap/hana-client": "^2.12.25",
-                "better-sqlite3": "^7.1.2 || ^8.0.0",
+                "better-sqlite3": "^7.1.2 || ^8.0.0 || ^9.0.0",
                 "hdb-pool": "^0.1.6",
                 "ioredis": "^5.0.4",
-                "mongodb": "^5.2.0",
-                "mssql": "^9.1.1",
+                "mongodb": "^5.8.0",
+                "mssql": "^9.1.1 || ^10.0.1",
                 "mysql2": "^2.2.5 || ^3.0.1",
-                "oracledb": "^5.1.0",
+                "oracledb": "^6.3.0",
                 "pg": "^8.5.1",
                 "pg-native": "^3.0.0",
                 "pg-query-stream": "^4.0.0",
@@ -7772,15 +8116,6 @@
                 }
             }
         },
-        "node_modules/typeorm/node_modules/brace-expansion": {
-            "version": "2.0.1",
-            "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-2.0.1.tgz",
-            "integrity": "sha512-XnAIvQ8eM+kC6aULx6wuQiwVsnzsi9d3WxzV3FpWTGA19F621kwdbsAcFKXgKUHZWsy+mY6iL1sHTxWEFCytDA==",
-            "dev": true,
-            "dependencies": {
-                "balanced-match": "^1.0.0"
-            }
-        },
         "node_modules/typeorm/node_modules/buffer": {
             "version": "6.0.3",
             "resolved": "https://registry.npmjs.org/buffer/-/buffer-6.0.3.tgz",
@@ -7806,36 +8141,27 @@
             }
         },
         "node_modules/typeorm/node_modules/glob": {
-            "version": "8.1.0",
-            "resolved": "https://registry.npmjs.org/glob/-/glob-8.1.0.tgz",
-            "integrity": "sha512-r8hpEjiQEYlF2QU0df3dS+nxxSIreXQS1qRhMJM0Q5NDdR386C7jb7Hwwod8Fgiuex+k0GFjgft18yvxm5XoCQ==",
+            "version": "10.3.10",
+            "resolved": "https://registry.npmjs.org/glob/-/glob-10.3.10.tgz",
+            "integrity": "sha512-fa46+tv1Ak0UPK1TOy/pZrIybNNt4HCv7SDzwyfiOZkvZLEbjsZkJBPtDHVshZjbecAoAGSC20MjLDG/qr679g==",
             "dev": true,
             "dependencies": {
-                "fs.realpath": "^1.0.0",
-                "inflight": "^1.0.4",
-                "inherits": "2",
-                "minimatch": "^5.0.1",
-                "once": "^1.3.0"
+                "foreground-child": "^3.1.0",
+                "jackspeak": "^2.3.5",
+                "minimatch": "^9.0.1",
+                "minipass": "^5.0.0 || ^6.0.2 || ^7.0.0",
+                "path-scurry": "^1.10.1"
+            },
+            "bin": {
+                "glob": "dist/esm/bin.mjs"
             },
             "engines": {
-                "node": ">=12"
+                "node": ">=16 || 14 >=14.17"
             },
             "funding": {
                 "url": "https://github.com/sponsors/isaacs"
             }
         },
-        "node_modules/typeorm/node_modules/minimatch": {
-            "version": "5.1.6",
-            "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-5.1.6.tgz",
-            "integrity": "sha512-lKwV/1brpG6mBUFHtb7NUmtABCb2WZZmm2wNiOA5hAb8VdCS4B3dtMWyvcoViccwAW/COERjXLt0zP1zXUN26g==",
-            "dev": true,
-            "dependencies": {
-                "brace-expansion": "^2.0.1"
-            },
-            "engines": {
-                "node": ">=10"
-            }
-        },
         "node_modules/typeorm/node_modules/mkdirp": {
             "version": "2.1.6",
             "resolved": "https://registry.npmjs.org/mkdirp/-/mkdirp-2.1.6.tgz",
@@ -7852,9 +8178,9 @@
             }
         },
         "node_modules/typescript": {
-            "version": "5.3.2",
-            "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.3.2.tgz",
-            "integrity": "sha512-6l+RyNy7oAHDfxC4FzSJcz9vnjTKxrLpDG5M2Vu4SHRVNg6xzqZp6LYSR9zjqQTu8DU/f5xwxUdADOkbrIX2gQ==",
+            "version": "5.3.3",
+            "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.3.3.tgz",
+            "integrity": "sha512-pXWcraxM0uxAS+tN0AG/BF2TyqmHO014Z070UsJ+pFvYuRSq8KH8DmWpnbXe0pEPDHXZV3FcAbJkijJ5oNEnWw==",
             "dev": true,
             "bin": {
                 "tsc": "bin/tsc",
@@ -8063,6 +8389,24 @@
                 "node": ">=8"
             }
         },
+        "node_modules/wrap-ansi-cjs": {
+            "name": "wrap-ansi",
+            "version": "7.0.0",
+            "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+            "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+            "dev": true,
+            "dependencies": {
+                "ansi-styles": "^4.0.0",
+                "string-width": "^4.1.0",
+                "strip-ansi": "^6.0.0"
+            },
+            "engines": {
+                "node": ">=10"
+            },
+            "funding": {
+                "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+            }
+        },
         "node_modules/wrappy": {
             "version": "1.0.2",
             "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
diff --git a/JS/edgechains/examples/hydeSearch/package.json b/JS/edgechains/examples/hydeSearch/package.json
index df620a3a2..ae8132296 100644
--- a/JS/edgechains/examples/hydeSearch/package.json
+++ b/JS/edgechains/examples/hydeSearch/package.json
@@ -23,7 +23,6 @@
         "typescript": "^5.3.2"
     },
     "devDependencies": {
-        "@arakoodev/edgechains.js": "^0.1.10",
         "@hanazuki/node-jsonnet": "^2.1.0",
         "@types/jest": "^29.5.8",
         "@types/node": "^20.9.4",
@@ -41,6 +40,7 @@
         "jest": "^29.7.0",
         "prettier": "^3.1.0",
         "react": "^18.2.0",
+        "@arakoodev/edgechains.js": "0.1.10",
         "ts-jest": "^29.1.1",
         "tsx": "^3.12.2",
         "typeorm": "^0.3.17",
diff --git a/JS/edgechains/examples/hydeSearch/src/HydeSearch.test.ts b/JS/edgechains/examples/hydeSearch/src/HydeSearch.test.ts
index 4215ebd41..8dc9b3726 100644
--- a/JS/edgechains/examples/hydeSearch/src/HydeSearch.test.ts
+++ b/JS/edgechains/examples/hydeSearch/src/HydeSearch.test.ts
@@ -2,7 +2,6 @@ import { ArkRequest } from "@arakoodev/edgechains.js";
 import dotenv from "dotenv";
 import { hydeSearchAdaEmbedding } from "./HydeSearch";
 
-
 dotenv.config({ path: ".env" });
 describe("Hyde Search", () => {
     it("should return a response", async () => {
diff --git a/JS/edgechains/examples/hydeSearch/src/HydeSearch.ts b/JS/edgechains/examples/hydeSearch/src/HydeSearch.ts
index 36ed28720..887fa046a 100644
--- a/JS/edgechains/examples/hydeSearch/src/HydeSearch.ts
+++ b/JS/edgechains/examples/hydeSearch/src/HydeSearch.ts
@@ -42,8 +42,8 @@ async function hydeSearchAdaEmbedding(arkRequest: ArkRequest, apiKey: string, or
         //
         const jsonnet = new Jsonnet();
 
-        const promptPath = path.join(__dirname, "../jsonnet/prompts.jsonnet");
-        const hydePath = path.join(__dirname, "../jsonnet/hyde.jsonnet");
+        const promptPath = path.join(__dirname, "../src/prompts.jsonnet");
+        const hydePath = path.join(__dirname, "../src/hyde.jsonnet");
         // Load Jsonnet to extract args..
         const promptLoader = await jsonnet.evaluateFile(promptPath);
 
diff --git a/JS/edgechains/examples/react-chain/README.md b/JS/edgechains/examples/react-chain/README.md
index 5cd72d778..24f58cf8c 100644
--- a/JS/edgechains/examples/react-chain/README.md
+++ b/JS/edgechains/examples/react-chain/README.md
@@ -1,4 +1,39 @@
-## How to run ReActChain:-
+
+
+```markdown
+# ReactChain
+
+## Introduction
+ReactChain is a library for integrating OpenAI's GPT-3 with a custom template for natural language processing tasks. It utilizes Node.js, Hono, and other dependencies for seamless integration.
+
+## Features
+- **GPT-3 Integration:** Easily make calls to OpenAI's GPT-3 endpoint using a custom template.
+- **Template Customization:** Define custom templates for various natural language processing scenarios.
+- **Web Server Integration:** Use Hono to handle incoming HTTP requests with ease.
+
+## Installation
+1. Clone the repository:
+   ```bash
+   git clone https://github.com/your-username/ReactChain.git
+   cd ReactChain
+   ```
+
+2. Install dependencies:
+   ```bash
+   npm install
+   ```
+
+3. Set up environment variables:
+   Create a `.env` file in the root directory and add the following:
+   ```env
+   OPENAI_API_KEY=your-openai-api-key
+   ```
+
+## Usage
+
+
+
+### How to run ReActChain:-
 
 -   Use the following command in the root directory to run this example:
 
@@ -8,6 +43,62 @@
 
     `npm start`
 
--   To use this example make a `POST` request call on `http://localhost:3000/react-chain`.
--   Request body:
-    `{"prompt": "Your Search Topic"}`
+-   To use this example make a `POST` request call on `http://localhost:3000`.
+-   import UserInput("") and invoked and pass a query as argument string:
+    `{"UserInput("")": "Your Search Topic"}`
+
+
+
+1. Customize Templates:
+   - Edit `react-chain.jsonnet` to customize GPT-3 prompts.
+   - Edit `intermediate.jsonnet` for specific use cases.
+
+
+## Scripts
+- **Build:** Remove the `dist` directory and build the project.
+   ```bash
+   npm run build
+   ```
+
+
+ 
+
+- **Test:** Run Jest tests.
+   ```bash
+   npm run test
+   ```
+
+
+2. Run the Development Server:
+   ```bash
+   npm run start
+   ```
+
+3. Make API Calls:
+   - Make HTTP requests to `http://localhost:3000/` with the desired query.
+
+## Dependencies
+- @hono/node-server
+- @types/dotenv
+- hono
+- pg
+- reflect-metadata
+- tsc
+- typescript
+
+## Contributing
+1. Fork the repository.
+2. Create a new branch: `git checkout -b feature/new-feature`.
+3. Make your changes and commit them: `git commit -m 'Add new feature'`.
+4. Push to the branch: `git push origin feature/new-feature`.
+5. Submit a pull request.
+
+## License
+This project is licensed under the ISC License - see the [LICENSE.md](LICENSE.md) file for details.
+
+```
+
+
+
+
+
diff --git a/JS/edgechains/examples/react-chain/jest.config.js b/JS/edgechains/examples/react-chain/jest.config.js
new file mode 100644
index 000000000..823a36f4e
--- /dev/null
+++ b/JS/edgechains/examples/react-chain/jest.config.js
@@ -0,0 +1,14 @@
+module.exports = {
+    preset: 'ts-jest',
+    testEnvironment: 'node',
+    transform: {
+      '^.+\\.tsx?$': 'ts-jest',
+    },
+    extensionsToTreatAsEsm: ['.ts'],
+    globals: {
+      'ts-jest': {
+        useESM: true,
+      },
+    },
+  };
+  
\ No newline at end of file
diff --git a/JS/edgechains/examples/react-chain/package-lock.json b/JS/edgechains/examples/react-chain/package-lock.json
index 2e8bcc04c..eb9b503a6 100644
--- a/JS/edgechains/examples/react-chain/package-lock.json
+++ b/JS/edgechains/examples/react-chain/package-lock.json
@@ -19,12 +19,15 @@
             },
             "devDependencies": {
                 "@arakoodev/edgechains.js": "0.1.10",
+                "@babel/preset-env": "^7.23.8",
+                "@babel/preset-typescript": "^7.23.3",
                 "@hanazuki/node-jsonnet": "^2.1.0",
                 "@types/jest": "^29.5.8",
                 "@types/node": "^20.9.4",
                 "@typescript-eslint/eslint-plugin": "^6.11.0",
                 "@typescript-eslint/parser": "^6.11.0",
                 "axios": "^1.6.2",
+                "babel-jest": "^29.7.0",
                 "dotenv": "^16.3.1",
                 "dts-bundle-generator": "^8.1.2",
                 "eslint": "^8.54.0",
@@ -36,7 +39,7 @@
                 "jest": "^29.7.0",
                 "prettier": "^3.1.0",
                 "react": "^18.2.0",
-                "ts-jest": "^29.1.1",
+                "ts-jest": "^29.1.2",
                 "tsx": "^3.12.2",
                 "typeorm": "^0.3.17",
                 "typescript": "^5.0.2"
@@ -229,6 +232,30 @@
                 "node": ">=6.9.0"
             }
         },
+        "node_modules/@babel/helper-annotate-as-pure": {
+            "version": "7.22.5",
+            "resolved": "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.22.5.tgz",
+            "integrity": "sha512-LvBTxu8bQSQkcyKOU+a1btnNFQ1dMAd0R6PyW3arXes06F6QLWLIrd681bxRPIXlrMGR3XYnW9JyML7dP3qgxg==",
+            "dev": true,
+            "dependencies": {
+                "@babel/types": "^7.22.5"
+            },
+            "engines": {
+                "node": ">=6.9.0"
+            }
+        },
+        "node_modules/@babel/helper-builder-binary-assignment-operator-visitor": {
+            "version": "7.22.15",
+            "resolved": "https://registry.npmjs.org/@babel/helper-builder-binary-assignment-operator-visitor/-/helper-builder-binary-assignment-operator-visitor-7.22.15.tgz",
+            "integrity": "sha512-QkBXwGgaoC2GtGZRoma6kv7Szfv06khvhFav67ZExau2RaXzy8MpHSMO2PNoP2XtmQphJQRHFfg77Bq731Yizw==",
+            "dev": true,
+            "dependencies": {
+                "@babel/types": "^7.22.15"
+            },
+            "engines": {
+                "node": ">=6.9.0"
+            }
+        },
         "node_modules/@babel/helper-compilation-targets": {
             "version": "7.23.6",
             "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.23.6.tgz",
@@ -254,6 +281,80 @@
                 "semver": "bin/semver.js"
             }
         },
+        "node_modules/@babel/helper-create-class-features-plugin": {
+            "version": "7.23.7",
+            "resolved": "https://registry.npmjs.org/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.23.7.tgz",
+            "integrity": "sha512-xCoqR/8+BoNnXOY7RVSgv6X+o7pmT5q1d+gGcRlXYkI+9B31glE4jeejhKVpA04O1AtzOt7OSQ6VYKP5FcRl9g==",
+            "dev": true,
+            "dependencies": {
+                "@babel/helper-annotate-as-pure": "^7.22.5",
+                "@babel/helper-environment-visitor": "^7.22.20",
+                "@babel/helper-function-name": "^7.23.0",
+                "@babel/helper-member-expression-to-functions": "^7.23.0",
+                "@babel/helper-optimise-call-expression": "^7.22.5",
+                "@babel/helper-replace-supers": "^7.22.20",
+                "@babel/helper-skip-transparent-expression-wrappers": "^7.22.5",
+                "@babel/helper-split-export-declaration": "^7.22.6",
+                "semver": "^6.3.1"
+            },
+            "engines": {
+                "node": ">=6.9.0"
+            },
+            "peerDependencies": {
+                "@babel/core": "^7.0.0"
+            }
+        },
+        "node_modules/@babel/helper-create-class-features-plugin/node_modules/semver": {
+            "version": "6.3.1",
+            "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
+            "integrity": "sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==",
+            "dev": true,
+            "bin": {
+                "semver": "bin/semver.js"
+            }
+        },
+        "node_modules/@babel/helper-create-regexp-features-plugin": {
+            "version": "7.22.15",
+            "resolved": "https://registry.npmjs.org/@babel/helper-create-regexp-features-plugin/-/helper-create-regexp-features-plugin-7.22.15.tgz",
+            "integrity": "sha512-29FkPLFjn4TPEa3RE7GpW+qbE8tlsu3jntNYNfcGsc49LphF1PQIiD+vMZ1z1xVOKt+93khA9tc2JBs3kBjA7w==",
+            "dev": true,
+            "dependencies": {
+                "@babel/helper-annotate-as-pure": "^7.22.5",
+                "regexpu-core": "^5.3.1",
+                "semver": "^6.3.1"
+            },
+            "engines": {
+                "node": ">=6.9.0"
+            },
+            "peerDependencies": {
+                "@babel/core": "^7.0.0"
+            }
+        },
+        "node_modules/@babel/helper-create-regexp-features-plugin/node_modules/semver": {
+            "version": "6.3.1",
+            "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
+            "integrity": "sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==",
+            "dev": true,
+            "bin": {
+                "semver": "bin/semver.js"
+            }
+        },
+        "node_modules/@babel/helper-define-polyfill-provider": {
+            "version": "0.5.0",
+            "resolved": "https://registry.npmjs.org/@babel/helper-define-polyfill-provider/-/helper-define-polyfill-provider-0.5.0.tgz",
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+                "unicode-match-property-value-ecmascript": "^2.1.0"
+            },
+            "engines": {
+                "node": ">=4"
+            }
+        },
+        "node_modules/regjsparser": {
+            "version": "0.9.1",
+            "resolved": "https://registry.npmjs.org/regjsparser/-/regjsparser-0.9.1.tgz",
+            "integrity": "sha512-dQUtn90WanSNl+7mQKcXAgZxvUe7Z0SqXlgzv0za4LwiUhyzBC58yQO3liFoUgu8GiJVInAhJjkj1N0EtQ5nkQ==",
+            "dev": true,
+            "dependencies": {
+                "jsesc": "~0.5.0"
+            },
+            "bin": {
+                "regjsparser": "bin/parser"
+            }
+        },
+        "node_modules/regjsparser/node_modules/jsesc": {
+            "version": "0.5.0",
+            "resolved": "https://registry.npmjs.org/jsesc/-/jsesc-0.5.0.tgz",
+            "integrity": "sha512-uZz5UnB7u4T9LvwmFqXii7pZSouaRPorGs5who1Ip7VO0wxanFvBL7GkM6dTHlgX+jhBApRetaWpnDabOeTcnA==",
+            "dev": true,
+            "bin": {
+                "jsesc": "bin/jsesc"
+            }
+        },
         "node_modules/require-directory": {
             "version": "2.1.1",
             "resolved": "https://registry.npmjs.org/require-directory/-/require-directory-2.1.1.tgz",
@@ -7452,9 +8886,9 @@
             }
         },
         "node_modules/ts-jest": {
-            "version": "29.1.1",
-            "resolved": "https://registry.npmjs.org/ts-jest/-/ts-jest-29.1.1.tgz",
-            "integrity": "sha512-D6xjnnbP17cC85nliwGiL+tpoKN0StpgE0TeOjXQTU6MVCfsB4v7aW05CgQ/1OywGb0x/oy9hHFnN+sczTiRaA==",
+            "version": "29.1.2",
+            "resolved": "https://registry.npmjs.org/ts-jest/-/ts-jest-29.1.2.tgz",
+            "integrity": "sha512-br6GJoH/WUX4pu7FbZXuWGKGNDuU7b8Uj77g/Sp7puZV6EXzuByl6JrECvm0MzVzSTkSHWTihsXt+5XYER5b+g==",
             "dev": true,
             "dependencies": {
                 "bs-logger": "0.x",
@@ -7470,7 +8904,7 @@
                 "ts-jest": "cli.js"
             },
             "engines": {
-                "node": "^14.15.0 || ^16.10.0 || >=18.0.0"
+                "node": "^16.10.0 || ^18.0.0 || >=20.0.0"
             },
             "peerDependencies": {
                 "@babel/core": ">=7.0.0-beta.0 <8",
@@ -7885,6 +9319,46 @@
             "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==",
             "dev": true
         },
+        "node_modules/unicode-canonical-property-names-ecmascript": {
+            "version": "2.0.0",
+            "resolved": "https://registry.npmjs.org/unicode-canonical-property-names-ecmascript/-/unicode-canonical-property-names-ecmascript-2.0.0.tgz",
+            "integrity": "sha512-yY5PpDlfVIU5+y/BSCxAJRBIS1Zc2dDG3Ujq+sR0U+JjUevW2JhocOF+soROYDSaAezOzOKuyyixhD6mBknSmQ==",
+            "dev": true,
+            "engines": {
+                "node": ">=4"
+            }
+        },
+        "node_modules/unicode-match-property-ecmascript": {
+            "version": "2.0.0",
+            "resolved": "https://registry.npmjs.org/unicode-match-property-ecmascript/-/unicode-match-property-ecmascript-2.0.0.tgz",
+            "integrity": "sha512-5kaZCrbp5mmbz5ulBkDkbY0SsPOjKqVS35VpL9ulMPfSl0J0Xsm+9Evphv9CoIZFwre7aJoa94AY6seMKGVN5Q==",
+            "dev": true,
+            "dependencies": {
+                "unicode-canonical-property-names-ecmascript": "^2.0.0",
+                "unicode-property-aliases-ecmascript": "^2.0.0"
+            },
+            "engines": {
+                "node": ">=4"
+            }
+        },
+        "node_modules/unicode-match-property-value-ecmascript": {
+            "version": "2.1.0",
+            "resolved": "https://registry.npmjs.org/unicode-match-property-value-ecmascript/-/unicode-match-property-value-ecmascript-2.1.0.tgz",
+            "integrity": "sha512-qxkjQt6qjg/mYscYMC0XKRn3Rh0wFPlfxB0xkt9CfyTvpX1Ra0+rAmdX2QyAobptSEvuy4RtpPRui6XkV+8wjA==",
+            "dev": true,
+            "engines": {
+                "node": ">=4"
+            }
+        },
+        "node_modules/unicode-property-aliases-ecmascript": {
+            "version": "2.1.0",
+            "resolved": "https://registry.npmjs.org/unicode-property-aliases-ecmascript/-/unicode-property-aliases-ecmascript-2.1.0.tgz",
+            "integrity": "sha512-6t3foTQI9qne+OZoVQB/8x8rk2k1eVy1gRXhV3oFQ5T6R1dqQ1xtin3XqSlx3+ATBkliTaR/hHyJBm+LVPNM8w==",
+            "dev": true,
+            "engines": {
+                "node": ">=4"
+            }
+        },
         "node_modules/universalify": {
             "version": "2.0.1",
             "resolved": "https://registry.npmjs.org/universalify/-/universalify-2.0.1.tgz",
diff --git a/JS/edgechains/examples/react-chain/package.json b/JS/edgechains/examples/react-chain/package.json
index 1133b4b54..e38b57437 100644
--- a/JS/edgechains/examples/react-chain/package.json
+++ b/JS/edgechains/examples/react-chain/package.json
@@ -3,6 +3,7 @@
     "version": "1.0.0",
     "description": "",
     "main": "dist/index.js",
+    
     "scripts": {
         "build": "rm -rf dist && node esbuild.build.js",
         "start": "node dist/index.js",
@@ -24,12 +25,15 @@
     },
     "devDependencies": {
         "@arakoodev/edgechains.js": "0.1.10",
+        "@babel/preset-env": "^7.23.8",
+        "@babel/preset-typescript": "^7.23.3",
         "@hanazuki/node-jsonnet": "^2.1.0",
         "@types/jest": "^29.5.8",
         "@types/node": "^20.9.4",
         "@typescript-eslint/eslint-plugin": "^6.11.0",
         "@typescript-eslint/parser": "^6.11.0",
         "axios": "^1.6.2",
+        "babel-jest": "^29.7.0",
         "dotenv": "^16.3.1",
         "dts-bundle-generator": "^8.1.2",
         "eslint": "^8.54.0",
@@ -41,7 +45,7 @@
         "jest": "^29.7.0",
         "prettier": "^3.1.0",
         "react": "^18.2.0",
-        "ts-jest": "^29.1.1",
+        "ts-jest": "^29.1.2",
         "tsx": "^3.12.2",
         "typeorm": "^0.3.17",
         "typescript": "^5.0.2"
diff --git a/JS/edgechains/examples/react-chain/src/ReactChain.test.ts b/JS/edgechains/examples/react-chain/src/ReactChain.test.ts
index 9d5f9f68a..73bc7b4ba 100644
--- a/JS/edgechains/examples/react-chain/src/ReactChain.test.ts
+++ b/JS/edgechains/examples/react-chain/src/ReactChain.test.ts
@@ -1,16 +1,13 @@
-// const reactChain = require("./ReactChain");
-
-import { reactChain } from "./ReactChain";
-
-
-
-
+import { reactChainCall} from "./ReactChain";
+// const { reactChainCall } = require('./ReactChain');
 describe("ReAct Chain", () => {
     it("should return a response", async () => {
-        expect(
-            await reactChain(
-                "Author David Chanoff has collaborated with a U.S. Navy admiral who served as the ambassador to the United Kingdom under which President?"
-            )
-        ).toContain("Bill Clinton");
-    }, 30000);
+        const response = await reactChainCall(
+            "Author David Chanoff has collaborated with a U.S. Navy admiral who served as the ambassador to the United Kingdom under which President?"
+        );
+
+        // Assuming the response is an object with a property 'answer'
+        expect(response).toContain("Bill Clinton");
+    }, 60000); // Increase the timeout to 60 seconds or as needed
 });
+
diff --git a/JS/edgechains/examples/react-chain/src/ReactChain.ts b/JS/edgechains/examples/react-chain/src/ReactChain.ts
index 9159e6cac..d6ce45972 100644
--- a/JS/edgechains/examples/react-chain/src/ReactChain.ts
+++ b/JS/edgechains/examples/react-chain/src/ReactChain.ts
@@ -1,122 +1,85 @@
+// Import necessary modules and libraries
 import { Jsonnet } from "@hanazuki/node-jsonnet";
 import { OpenAiEndpoint } from "@arakoodev/edgechains.js";
 import * as path from "path";
 import { Hono } from "hono";
-import axios from "axios";
-
-let OPENAI_API_KEY = process.env.OPENAI_API_KEY;
+import dotenv from "dotenv"
 
+// Load environment variables from a .env file
+dotenv.config();
 
+// Create instances of Jsonnet, Hono, and OpenAiEndpoint
 const jsonnet = new Jsonnet();
-
-jsonnet.nativeCallback(
-    "udf.fn",
-    async (prompt) => {
-        const wikiResponse = await axios
-            .post(
-                "https://en.wikipedia.org/w/api.php",
-                {},
-                {
-                    params: {
-                        action: "query",
-                        prop: "extracts",
-                        format: "json",
-                        titles: prompt,
-                        explaintext: "",
-                    },
-                    headers: {
-                        "content-type": "application/x-www-form-urlencoded",
-                        Accept: "application/json",
-                    },
-                }
-            )
-            .then(function (response) {
-                if (response.data.query == undefined) return "";
-                else return Object.values(response.data.query.pages);
-            })
-            .catch(function (error) {
-                if (error.response) {
-                    console.log("Server responded with status code:", error.response.status);
-                    console.log("Response data:", error.response.data);
-                } else if (error.request) {
-                    console.log("No response received:", error.request);
-                } else {
-                    console.log("Error creating request:", error.message);
-                }
-            });
-
-        if (wikiResponse == "") {
-            return "";
-        } else {
-            if (wikiResponse[0].extract == undefined) {
-                return "";
-            }
-            return wikiResponse[0].extract;
-        }
-    },
-    "prompt"
-);
-
 export const ReactChainRouter = new Hono();
-
 const gpt3Endpoint = new OpenAiEndpoint(
     "https://api.openai.com/v1/chat/completions",
-    OPENAI_API_KEY,
+    process.env.OPENAI_API_KEY!,
     "",
-    "gpt-3.5-turbo",
+    "gpt-4",
     "user",
     parseInt("0.7")
 );
 
-const reactChainJsonnetPath = path.join(__dirname, "../src/react-chain.jsonnet");
-
-ReactChainRouter.post("/react-chain", async (c) => {
-    const query = await c.req.json();
-    const reactResponse = await reactChain(query.prompt);
-
-    return c.json({ answer: reactResponse }, 200);
-});
-
-export async function reactChain(query) {
-    console.log("test04:- ",query)
-    var reactJsonnet = await jsonnet
-        .extString("gptResponse", "")
-        .extString("context", "This is contenxt")
-        .evaluateFile(reactChainJsonnetPath);
-
-    var context = "";
-
-    var preset = JSON.parse(reactJsonnet).preset;
-
-    query = preset + "\nQuestion: " + query;
-
-    var gptResponse = await gpt3Endpoint.gptFn(query);
-
-    console.log(gptResponse);
+// Define file paths for Jsonnet templates
+const promptPath = path.join(__dirname, "../src/react-chain.jsonnet");
+const InterPath = path.join(__dirname, "../src/intermediate.jsonnet");
+
+// Function to make a GPT-3 call based on a given query
+export async function reactChainCall(query: string) {
+    try {
+        // Load and parse the custom template from react-chain.jsonnet
+        const promptLoader = await jsonnet.evaluateFile(promptPath);
+        const promptTemplate = JSON.parse(promptLoader).custom_template;
+
+        // Load and parse the intermediate template, injecting the prompt template and query
+        let InterLoader = await jsonnet.extString("promptTemplate", promptTemplate)
+            .extString("query", query)
+            .evaluateFile(InterPath);
+
+        const prompt = JSON.parse(InterLoader).prompt;
+
+        // Make a GPT-3 call using the OpenAiEndpoint
+        const gptResponse = await gpt3Endpoint.gptFn(prompt);
+
+        // Replace escaped newline characters with actual newlines
+        const formattedResponse = gptResponse.replace(/\\n/g, '\n');
+        
+        // Return the formatted response
+        return formattedResponse;
+
+    } catch (error) {
+        // Log and rethrow any errors that occur during the process
+        console.error(error);
+        throw error;
+    }
+}
 
-    context = context + query;
+// Function to handle incoming HTTP requests with the given query
+export function UserInput(query: string) {
+    ReactChainRouter.get("/", async (res) => {
+        res.json({ loading: true }); // Respond with a loading status
 
-    jsonnet.extString("context", context).extString("gptResponse", gptResponse);
-    console.log("test05 :-",gptResponse)
+        try {
+            // Call the reactChainCall function with the provided query
+            const ReactChainCall = await reactChainCall(query);
 
-    while (!checkIfFinished(gptResponse)) {
-        reactJsonnet = await jsonnet.evaluateFile(reactChainJsonnetPath);
-        query = JSON.parse(reactJsonnet).prompt;
+            // Replace escaped newline characters with actual newlines in the response
+            const formattedResponse = ReactChainCall.replace(/\\n/g, '\n');
 
-        gptResponse = await gpt3Endpoint.gptFn(query);
+            // Respond with the formatted answer
+            return res.json({ answer: formattedResponse });
 
-        console.log(gptResponse);
+        } catch (error) {
+            // If an error occurs, respond with an error status and message
+            return res.json({ error: "An error occurred" }, 500);
+        }
+    });
+}
 
-        context += "\n" + query;
-        jsonnet.extString("context", context).extString("gptResponse", gptResponse);
-    }
+// Example usage: Make a UserInput call with a specific query
+UserInput("what is AI");
 
-    console.log(gptResponse);
 
-    var res = gptResponse.substring(gptResponse.indexOf("Finish["));
-    return res.substring(res.indexOf("[") + 1, res.indexOf("]"));
-}
+// let query="Author David Chanoff has collaborated with a U.S. Navy admiral who served as the ambassador to the United Kingdom under which President?"
 
-function checkIfFinished(response: string) {
-    return response.includes("Finish");
-}
+// "saif"
\ No newline at end of file
diff --git a/JS/edgechains/examples/react-chain/src/index.ts b/JS/edgechains/examples/react-chain/src/index.ts
index 48060dbce..86422283b 100644
--- a/JS/edgechains/examples/react-chain/src/index.ts
+++ b/JS/edgechains/examples/react-chain/src/index.ts
@@ -3,10 +3,15 @@ import { serve } from "@hono/node-server";
 import { Hono } from "hono";
 import { ReactChainRouter } from "./ReactChain.js";
 
+
 const app = new Hono();
 
+
+
 app.route("/", ReactChainRouter);
 
+
+
 serve(app, () => {
     console.log("server running on port 3000");
 });
diff --git a/JS/edgechains/examples/react-chain/src/intermediate.jsonnet b/JS/edgechains/examples/react-chain/src/intermediate.jsonnet
new file mode 100644
index 000000000..b6aeda9a9
--- /dev/null
+++ b/JS/edgechains/examples/react-chain/src/intermediate.jsonnet
@@ -0,0 +1,10 @@
+local updateQueryPrompt(promptTemplate, query) =
+    local updatedPrompt = std.strReplace(promptTemplate,'{}',query + "\n");
+    updatedPrompt;
+
+local promptTemplate = std.extVar("promptTemplate");
+local query = std.extVar("query");
+local updatedQueryPrompt = updateQueryPrompt(promptTemplate, query);
+{
+    "prompt": updatedQueryPrompt
+}
diff --git a/JS/edgechains/examples/react-chain/src/react-chain.jsonnet b/JS/edgechains/examples/react-chain/src/react-chain.jsonnet
index d7e29208a..1a601266d 100644
--- a/JS/edgechains/examples/react-chain/src/react-chain.jsonnet
+++ b/JS/edgechains/examples/react-chain/src/react-chain.jsonnet
@@ -1,89 +1,123 @@
-//ReAct-Chain example is taken from https://tsmatz.wordpress.com/2023/03/07/react-with-openai-gpt-and-langchain
 
-local config = {
-  "edgechains.config": {
-    "mapper": {
-      "search": std.native("udf.fn"),
-    },
-  },
-};
 
-local callFunction(funcName) =
-    local mapper = config["edgechains.config"].mapper;
-    mapper[funcName];
-local preset = |||
-                 You are a Reasoning + Acting (React) Chain Bot. You have to be interactive so ask the queries one by one from the user to reach to the final answer. Please provide a single Thought and single Action to the user so that the user can search the query of the action and provide you with the observation. When you have found the answer to the original prompt then the final response should be Action: Finish[Answer to the original prompt].
-                  For example the chain would be like this:
 
-                    Question: Which magazine was started first Arthur's Magazine or First for Women?
-                    Thought 1: I need to search Arthur's Magazine and First for Women, and find which was
-                    started first.
-                    Action 1: Search[Arthur's Magazine]
-                    Observation 1: Arthur's Magazine (1844-1846) was an American literary periodical published
-                    in Philadelphia in the 19th century.
-                    Thought 2: Arthur's Magazine was started in 1844. I need to search First for Women
-                    next.
-                    Action 2: Search[First for Women]
-                    Observation 2: First for Women is a woman’s magazine published by Bauer Media Group in the
-                    USA.[1] The magazine was started in 1989.
-                    Thought 3: First for Women was started in 1989. 1844 (Arthur's Magazine) < 1989 (First
-                    for Women), so Arthur's Magazine was started first.
-                    Action 3: Finish[Arthur's Magazine]
 
-                    Question: Were Pavel Urysohn and Leonid Levin known for the same type of work?
-                    Thought 1: I need to search Pavel Urysohn and Leonid Levin, find their types of work,
-                    then find if they are the same.
-                    Action 1: Search[Pavel Urysohn]
-                    Observation 1: Pavel Samuilovich Urysohn (February 3, 1898 - August 17, 1924) was a Soviet
-                    mathematician who is best known for his contributions in dimension theory.
-                    Thought 2: Pavel Urysohn is a mathematician. I need to search Leonid Levin next and
-                    find its type of work.
-                    Action 2: Search[Leonid Levin]
-                    Observation 2: Leonid Anatolievich Levin is a Soviet-American mathematician and computer
-                    scientist.
-                    Thought 3: Leonid Levin is a mathematician and computer scientist. So Pavel Urysohn
-                    and Leonid Levin have the same type of work.
-                    Action 3: Finish[yes]
+local CUSTOM_TEMPLATE = |||
+                            Question: What is the elevation range for the area that the eastern sector of the
+                            Colorado orogeny extends into?
+                            Thought 1: I need to search Colorado orogeny, find the area that the eastern sector
+                            of the Colorado orogeny extends into, then find the elevation range of the
+                            area.
+                            Action 1: Search[Colorado orogeny]
+                            Observation 1: The Colorado orogeny was an episode of mountain building (an orogeny) in
+                            Colorado and surrounding areas.
+                            Thought 2: It does not mention the eastern sector. So I need to look up eastern
+                            sector.
+                            Action 2: Lookup[eastern sector]
+                            Observation 2: (Result 1 / 1) The eastern sector extends into the High Plains and is called
+                            the Central Plains orogeny.
+                            Thought 3: The eastern sector of Colorado orogeny extends into the High Plains. So I
+                            need to search High Plains and find its elevation range.
+                            Action 3: Search[High Plains]
+                            Observation 3: High Plains refers to one of two distinct land regions
+                            Thought 4: I need to instead search High Plains (United States).
+                            Action 4: Search[High Plains (United States)]
+                            Observation 4: The High Plains are a subregion of the Great Plains. From east to west, the
+                            High Plains rise in elevation from around 1,800 to 7,000 ft (550 to 2,130
+                            m).[3]
+                            Thought 5: High Plains rise in elevation from around 1,800 to 7,000 ft, so the answer
+                            is 1,800 to 7,000 ft.
+                            Action 5: Finish[1,800 to 7,000 ft]
+                            
+                            Question: Musician and satirist Allie Goertz wrote a song about the "The Simpsons"
+                            character Milhouse, who Matt Groening named after who?
+                            Thought 1: The question simplifies to "The Simpsons" character Milhouse is named after
+                            who. I only need to search Milhouse and find who it is named after.
+                            Action 1: Search[Milhouse]
+                            Observation 1: Milhouse Mussolini Van Houten is a recurring character in the Fox animated
+                            television series The Simpsons voiced by Pamela Hayden and created by Matt
+                            Groening.
+                            Thought 2: The paragraph does not tell who Milhouse is named after, maybe I can look up
+                            "named after".
+                            Action 2: Lookup[named after]
+                            Observation 2: (Result 1 / 1) Milhouse was named after U.S. president Richard Nixon, whose
+                            middle name was Milhous.
+                            Thought 3: Milhouse was named after U.S. president Richard Nixon, so the answer is
+                            Richard Nixon.
+                            Action 3: Finish[Richard Nixon]
+                            
+                            Question: Which documentary is about Finnish rock groups, Adam Clayton Powell or The
+                            Saimaa Gesture?
+                            Thought 1: I need to search Adam Clayton Powell and The Saimaa Gesture, and find which
+                            documentary is about Finnish rock groups.
+                            Action 1: Search[Adam Clayton Powell]
+                            Observation 1 Could not find [Adam Clayton Powell]. Similar: [’Adam Clayton Powell
+                            III’, ’Seventh Avenue (Manhattan)’, ’Adam Clayton Powell Jr. State Office
+                            Building’, ’Isabel Washington Powell’, ’Adam Powell’, ’Adam Clayton Powell
+                            (film)’, ’Giancarlo Esposito’].
+                            Thought 2: To find the documentary, I can search Adam Clayton Powell (film).
+                            Action 2: Search[Adam Clayton Powell (film)]
+                            Observation 2: Adam Clayton Powell is a 1989 American documentary film directed by
+                            Richard Kilberg. The film is about the rise and fall of influential
+                            African-American politician Adam Clayton Powell Jr.[3][4] It was later aired
+                            as part of the PBS series The American Experience.
+                            Thought 3: Adam Clayton Powell (film) is a documentary about an African-American
+                            politician, not Finnish rock groups. So the documentary about Finnish rock
+                            groups must instead be The Saimaa Gesture.
+                            Action 3: Finish[The Saimaa Gesture]
+                            
+                            Question: What profession does Nicholas Ray and Elia Kazan have in common?
+                            Thought 1: I need to search Nicholas Ray and Elia Kazan, find their professions, then
+                            find the profession they have in common.
+                            Action 1: Search[Nicholas Ray]
+                            Observation 1: Nicholas Ray (born Raymond Nicholas Kienzle Jr., August 7, 1911 - June 16,
+                            1979) was an American film director, screenwriter, and actor best known for
+                            the 1955 film Rebel Without a Cause.
+                            Thought 2: Professions of Nicholas Ray are director, screenwriter, and actor. I need
+                            to search Elia Kazan next and find his professions.
+                            Action 2: Search[Elia Kazan]
+                            Observation 2: Elia Kazan was an American film and theatre director, producer, screenwriter
+                            and actor.
+                            Thought 3: Professions of Elia Kazan are director, producer, screenwriter, and actor.
+                            So profession Nicholas Ray and Elia Kazan have in common is director,
+                            screenwriter, and actor.
+                            Action 3: Finish[director, screenwriter, actor]
+                            
+                            Question: Which magazine was started first Arthur’s Magazine or First for Women?
+                            Thought 1: I need to search Arthur’s Magazine and First for Women, and find which was
+                            started first.
+                            Action 1: Search[Arthur’s Magazine]
+                            Observation 1: Arthur’s Magazine (1844-1846) was an American literary periodical published
+                            in Philadelphia in the 19th century.
+                            Thought 2: Arthur’s Magazine was started in 1844. I need to search First for Women
+                            next.
+                            Action 2: Search[First for Women]
+                            Observation 2: First for Women is a woman’s magazine published by Bauer Media Group in the
+                            USA.[1] The magazine was started in 1989.
+                            Thought 3: First for Women was started in 1989. 1844 (Arthur’s Magazine) < 1989 (First
+                            for Women), so Arthur’s Magazine was started first.
+                            Action 3: Finish[Arthur’s Magazine]
+                            
+                            Question: Were Pavel Urysohn and Leonid Levin known for the same type of work?
+                            Thought 1: I need to search Pavel Urysohn and Leonid Levin, find their types of work,
+                            then find if they are the same.
+                            Action 1: Search[Pavel Urysohn]
+                            Observation 1: Pavel Samuilovich Urysohn (February 3, 1898 - August 17, 1924) was a Soviet
+                            mathematician who is best known for his contributions in dimension theory.
+                            Thought 2: Pavel Urysohn is a mathematician. I need to search Leonid Levin next and
+                            find its type of work.
+                            Action 2: Search[Leonid Levin]
+                            Observation 2: Leonid Anatolievich Levin is a Soviet-American mathematician and computer
+                            scientist.
+                            Thought 3: Leonid Levin is a mathematician and computer scientist. So Pavel Urysohn
+                            and Leonid Levin have the same type of work.
+                            Action 3: Finish[yes]
+                            
+                            Based upon the above prompt format, answer the user question in this format only. Doesn't stop in halfway.Give Full Response and give complete text 
+                            Question: {}
+                            
+                        |||;
 
-                    **ALL THE OBSERVATIONS WILL BE PROVIDED BY THE USER, YOU DON'T HAVE TO PROVIDE ANY OBSERVATION**
-               |||;
-
-local subStringBefore(str,c) = 
-    local substr = std.split(str,c);
-    if std.length(substr) == 0 then "" else substr[0];
-
-local subStringAfter(str,c) =
-    local substr = std.split(str,c);
-    if std.length(substr) == 2 then substr[1] else substr[0];
-
-//To extract action from the response
-local extractAction(str) =
-    local action = subStringBefore(subStringAfter(str, "["), "]");
-    action;
-
-//To extract thought from the response
-local extractThought(str) =
-    local thought = subStringAfter(subStringBefore(str, "Action"), ":");
-    thought;
-
-local appendIfMissing(str, c) = 
-    local arr = std.findSubstr(c,str);
-    if std.length(arr) == 0 then str+c else str;
-
-local gptResponse = std.extVar("gptResponse"); //this will be populated from the java code after the prompt is submitted to gpt
-local action = extractAction(gptResponse);
-local thought = extractThought(gptResponse);
-local searchResponse = std.substr(callFunction("search")(action), 0, 400); //extract action from response and insert here
-local observation = std.join('',["Observation:", searchResponse]);
-local context = std.extVar("context") + "\n" + gptResponse + "\n" + observation;
-local prompt = appendIfMissing(context, "\n" + observation);
 {
-    observation: observation,
-    thought: thought,
-    action: action,
-    preset: preset,
-    prompt: prompt,
-    context: context,
-    searchResponse: searchResponse,
-    gptResponse: gptResponse
-}
+    "custom_template": CUSTOM_TEMPLATE,
+}
\ No newline at end of file
diff --git a/JS/edgechains/examples/react-chain/test.config.js b/JS/edgechains/examples/react-chain/test.config.js
deleted file mode 100644
index 280dd35d6..000000000
--- a/JS/edgechains/examples/react-chain/test.config.js
+++ /dev/null
@@ -1,11 +0,0 @@
-
-export default {
-    preset: 'ts-jest',
-    testEnvironment: 'node',
-    extensionsToTreatAsEsm: ['.ts'],
-    transform: {
-      '^.+\\.ts$': 'ts-jest',
-    },
-    moduleFileExtensions: ['ts', 'js', 'json', 'node'],
-  };
-  
\ No newline at end of file
diff --git a/JS/edgechains/examples/react-chain/tsconfig.json b/JS/edgechains/examples/react-chain/tsconfig.json
index 0cf53cec3..65497ce6f 100644
--- a/JS/edgechains/examples/react-chain/tsconfig.json
+++ b/JS/edgechains/examples/react-chain/tsconfig.json
@@ -1,7 +1,6 @@
 {
     "compilerOptions": {
-        "types": [ "jest", "node"],
-        // "dotenv/config",
+        "types": ["dotenv/config", "jest", "node"],
         "target": "ES2022",
         "module": "NodeNext",
         "esModuleInterop": true,
@@ -14,5 +13,5 @@
         "moduleResolution": "NodeNext",
         "declaration": true
     },
-    "include": ["src/**/*.ts", "dist/**/*.d.ts"]
+    "include": ["src/**/*.ts", "dist/**/*.d.ts", "src/jest.config.js"]
 }
diff --git a/JS/edgechains/lib/Test03/package.json b/JS/edgechains/lib/Test03/package.json
deleted file mode 100644
index f6d1517eb..000000000
--- a/JS/edgechains/lib/Test03/package.json
+++ /dev/null
@@ -1,12 +0,0 @@
-{
-  "name": "test03",
-  "version": "1.0.0",
-  "description": "",
-  "main": "index.js",
-  "scripts": {
-    "test": "echo \"Error: no test specified\" && exit 1"
-  },
-  "keywords": [],
-  "author": "",
-  "license": "ISC"
-}
diff --git a/JS/edgechains/lib/create-edgechains/__common/htmljs.d.ts b/JS/edgechains/lib/create-edgechains/__common/htmljs.d.ts
deleted file mode 100644
index 6ea96c3fd..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/htmljs.d.ts
+++ /dev/null
@@ -1,4 +0,0 @@
-export declare const view: (viewToRender: any) => (c: any) => Promise<any>;
-export declare const rootLayout: (layoutToApply: any) => (c: any, next: any) => Promise<void>;
-export declare const layout: (layoutToApply: any) => (c: any, next: any) => Promise<void>;
-export declare const Link: any;
diff --git a/JS/edgechains/lib/create-edgechains/__common/htmljs.js b/JS/edgechains/lib/create-edgechains/__common/htmljs.js
deleted file mode 100644
index d0e507a24..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/htmljs.js
+++ /dev/null
@@ -1,52 +0,0 @@
-import { html } from "hono/html";
-// These functions form the basis of the html.js framework and will be moved to a separate lib
-export const view = (viewToRender) => {
-    return async (c) => {
-        const newBody = await viewToRender({ context: c });
-        return c.html(newBody);
-    };
-};
-export const rootLayout = (layoutToApply) => {
-    return async (c, next) => {
-        await next();
-        if (c.req.header("HX-Request") !== "true") {
-            // Req is a normal request, so we render the whole page which means adding the root layout
-            const curBody = await c.res.text();
-            c.res = undefined; // To overwrite res, set it to undefined before setting new value https://github.com/honojs/hono/pull/970 released in https://github.com/honojs/hono/releases/tag/v3.1.0
-            const newBody = await layoutToApply({ context: c, children: html(curBody) });
-            c.res = c.html(newBody);
-        }
-        // Else do nothing and let the original response be sent
-    };
-};
-export const layout = (layoutToApply) => {
-    return async (c, next) => {
-        await next();
-        if ((c.req.header("HX-Request") === "true" &&
-            (c.req.header("HX-Boosted") === "true" || !c.req.header("HX-Target"))) ||
-            c.req.header("HX-Request") !== "true") {
-            // Req is regular req or boosted link, so we apply layouts
-            const curBody = await c.res.text();
-            c.res = undefined; // To overwrite res, set it to undefined before setting new value https://github.com/honojs/hono/pull/970 released in https://github.com/honojs/hono/releases/tag/v3.1.0
-            const newBody = await layoutToApply({ context: c, children: html(curBody) });
-            c.res = c.html(newBody);
-        }
-        // Else do nothing and let the original response be sent, which will be a partial update applied to the page with hx-target
-    };
-};
-export const Link = ({ to, "hx-target": hxTarget, class: className, children }) => {
-    if (hxTarget) {
-        return html `<a
-            href="${to}"
-            class="${className}"
-            hx-get="${to}"
-            hx-target="${hxTarget}"
-            hx-push-url="true"
-            hx-swap="morph"
-            >${children}</a
-        >`;
-    }
-    else {
-        return html `<a href="${to}" class="${className}" hx-boost="true">${children}</a>`;
-    }
-};
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/index.d.ts b/JS/edgechains/lib/create-edgechains/__common/src/index.d.ts
deleted file mode 100644
index 3d0d62ecd..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/index.d.ts
+++ /dev/null
@@ -1 +0,0 @@
-import "dotenv/config";
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/index.js b/JS/edgechains/lib/create-edgechains/__common/src/index.js
deleted file mode 100644
index 717d49148..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/index.js
+++ /dev/null
@@ -1,12 +0,0 @@
-import "dotenv/config";
-import { serve } from "@hono/node-server";
-import { Hono } from "hono";
-import { HydeSearchRouter } from "./routes/hydeSearch.route.js";
-import { view } from "../htmljs.js";
-import ExampleLayout from "./layouts/ExampleLayout.js";
-const app = new Hono();
-app.route("/", HydeSearchRouter);
-app.get("/", view(ExampleLayout));
-serve(app, () => {
-    console.log("server running on port 3000");
-});
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/layouts/ExampleLayout.d.ts b/JS/edgechains/lib/create-edgechains/__common/src/layouts/ExampleLayout.d.ts
deleted file mode 100644
index bc18f3b4a..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/layouts/ExampleLayout.d.ts
+++ /dev/null
@@ -1,3 +0,0 @@
-import { FC } from "hono/jsx";
-declare const ExampleLayout: FC;
-export default ExampleLayout;
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/layouts/ExampleLayout.js b/JS/edgechains/lib/create-edgechains/__common/src/layouts/ExampleLayout.js
deleted file mode 100644
index a12b5ce8b..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/layouts/ExampleLayout.js
+++ /dev/null
@@ -1,279 +0,0 @@
-import { html } from "hono/html";
-const ExampleLayout = (props) => html `
-<!DOCTYPE html>
-    <html xmlns="http://www.w3.org/1999/xhtml"
-          xmlns:th="http://www.thymeleaf.org"
-          lang="en">
-    <head>
-        <meta charset="UTF-8">
-        <meta name="viewport" content="width=device-width, initial-scale=1.0">
-        <title>Document</title>
-        <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@tabler/core@1.0.0-beta17/dist/css/tabler.min.css">
-        <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@tabler/core@1.0.0-beta17/dist/css/tabler-flags.min.css">
-        <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@tabler/core@1.0.0-beta17/dist/css/tabler-payments.min.css">
-        <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@tabler/core@1.0.0-beta17/dist/css/tabler-vendors.min.css">
-        <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@tabler/core@1.0.0-beta17/dist/css/demo.min.css">
-        <style>
-            #rrfFields{
-                display: none;
-            }
-            #main--card{
-                height: 7rem;
-            }
-        </style>
-    </head>
-    <body>
-    <div class="page">
-        <header class="navbar navbar-expand-sm navbar-light d-print-none">
-            <div class="container-xl">
-                <h1 class="navbar-brand navbar-brand-autodark d-none-navbar-horizontal pe-0 pe-md-3">
-                
-                </h1>
-    
-                <div class="nav-item dropdown">
-                    <a href="#" class="nav-link d-flex lh-1 text-reset p-0" data-bs-toggle="dropdown" aria-label="Open user menu">
-                      <span class="avatar avatar-sm rounded-circle">
-                        <svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-user" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
-                            <path stroke="none" d="M0 0h24v24H0z" fill="none"></path>
-                            <path d="M8 7a4 4 0 1 0 8 0a4 4 0 0 0 -8 0"></path>
-                            <path d="M6 21v-2a4 4 0 0 1 4 -4h4a4 4 0 0 1 4 4v2"></path>
-                         </svg>
-                      </span>
-                        <div class="d-none d-xl-block ps-2">
-                            <div>User</div>
-                        </div>
-                    </a>
-                    <div class="dropdown-menu dropdown-menu-end dropdown-menu-arrow">
-                        <a href="./settings.html" class="dropdown-item">Settings</a>
-                        <a href="/logout" class="dropdown-item">Logout</a>
-                    </div>
-                </div>
-        </header>
-        <div class="page-wrapper">
-            <div class="page-body">
-                <div class="container-xl">
-                    <div class="row row-deck row-cards">
-                        <div class="col-12">
-                            <div class="card">
-                                <div class="card-body" id="main--card">
-                                    <div class="mb-3">
-                                        <form hx-get="/search"
-                                              hx-target="#response"
-                                              hx-swap="innerHTML"
-                                              hx-trigger="submit"
-                                              class="row g-2">
-                                            <div class="dropdown">
-                                                <select class="btn dropdown-toggle" id="embeddings" name="embeddings">
-                                                    <option value="ad002_rrf" name="embeddings">AdA002 RRF</option>
-                                                </select>
-                                            </div>
-                                            <div class="col">
-                                                <input type="text" class="form-control" placeholder="Search for…"
-                                                       name="query" id="query" required/>
-    
-                                                <div id="rrfFields">
-                                                    <h4 class="mt-2">Enter these details for RRF search:</h4>
-                                                    Metadata Table Name: <input type="text" class="form-control mb-2"
-                                                                                placeholder="Metadata Table Name"
-                                                                                name="metadataTable" id="metadataTable"/>
-                                                    OrderRRF:
-                                                    <div class="dropdown mb-2">
-                                                        <select class="btn dropdown-toggle" name="orderRRF" id="orderRRF">
-                                                            <option value="DEFAULT">DEFAULT</option>
-                                                            <option value="TEXT_RANK">TEXT_RANK</option>
-                                                            <option value="SIMILARITY">SIMILARITY</option>
-                                                            <option value="DATE_RANK">DATE_RANK</option>
-                                                        </select>
-                                                    </div>
-                                                    <span>
-                                                        Text-BaseWeight:
-                                                        <div class="dropdown mb-2">
-                                                            <select class="btn dropdown-toggle" name="textBaseWeight"
-                                                                    id="textBaseWeight">
-                                                                <option value="1.0">1.0</option>
-                                                                <option value="1.25">1.25</option>
-                                                                <option value="1.5">1.5</option>
-                                                                <option value="1.75">1.75</option>
-                                                                <option value="2.0">2.0</option>
-                                                                <option value="2.25">2.25</option>
-                                                                <option value="2.5">2.5</option>
-                                                                <option value="2.75">2.75</option>
-                                                                <option value="3.0">3.0</option>
-                                                            </select>
-                                                        </div>
-                                                        </span>
-                                                    <div class="mb-4">
-                                                        Text-FineTuneWeight:<input type="range" class="form-control-range"
-                                                                                   id="textFineTuneWeight"
-                                                                                   name="textFineTuneWeight" min="0" max="1"
-                                                                                   step="0.01">
-                                                        <span id="textFineTuneWeightValue">0.35</span>
-                                                    </div>
-                                                        Similarity-BaseWeight:
-                                                        <div class="dropdown">
-                                                            <select class="btn dropdown-toggle mb-2"
-                                                                    name="similarityBaseWeight" id="similarityBaseWeight">
-                                                                <option value="1.0">1.0</option>
-                                                                <option value="1.25">1.25</option>
-                                                                <option value="1.5">1.5</option>
-                                                                <option value="1.75">1.75</option>
-                                                                <option value="2.0">2.0</option>
-                                                                <option value="2.25">2.25</option>
-                                                                <option value="2.5">2.5</option>
-                                                                <option value="2.75">2.75</option>
-                                                                <option value="3.0">3.0</option>
-                                                            </select>
-                                                        </div>
-                                                    <div class="mb-4">
-                                                        Similarity-FineTuneWeight:<input type="range"
-                                                                                         class="form-control-range"
-                                                                                         id="similarityFineTuneWeight"
-                                                                                         name="similarityFineTuneWeight"
-                                                                                         min="0" max="1" step="0.01">
-                                                        <span id="similarityFineTuneWeightValue">0.4</span>
-                                                    </div>
-                                                        Date-BaseWeight:
-                                                        <div class="dropdown">
-                                                            <select class="btn dropdown-toggle mb-2" name="dateBaseWeight"
-                                                                    id="dateBaseWeight">
-                                                                <option value="1.0">1.0</option>
-                                                                <option value="1.25">1.25</option>
-                                                                <option value="1.5">1.5</option>
-                                                                <option value="1.75">1.75</option>
-                                                                <option value="2.0">2.0</option>
-                                                                <option value="2.25">2.25</option>
-                                                                <option value="2.5">2.5</option>
-                                                                <option value="2.75">2.75</option>
-                                                                <option value="3.0">3.0</option>
-                                                            </select>
-                                                        </div>
-                                                    <div class="mb-4">
-                                                        Date-FineTuneWeight:<input type="range" class="form-control-range"
-                                                                                   id="dateFineTuneWeight"
-                                                                                   name="dateFineTuneWeight" min="0" max="1"
-                                                                                   step="0.01">
-                                                        <span id="dateFineTuneWeightValue">0.75</span>
-                                                    </div>
-                                                </div>
-                                            </div>
-                                                <div class="col-auto">
-                                                    <button onclick="load()" class="btn btn-icon" aria-label="Button"
-                                                            type="submit">
-                                                        <svg xmlns="http://www.w3.org/2000/svg" class="icon" width="24"
-                                                             height="24" viewBox="0 0 24 24" stroke-width="2"
-                                                             stroke="currentColor" fill="none" stroke-linecap="round"
-                                                             stroke-linejoin="round">
-                                                            <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
-                                                            <circle cx="10" cy="10" r="7"/>
-                                                            <line x1="21" y1="21" x2="15" y2="15"/>
-                                                        </svg>
-                                                    </button>
-                                                </div>
-                                        </form>
-                                    </div>
-                                </div>
-                            </div>
-                        </div>
-                        <div class="col-12">
-                            <div class="card">
-                                <div class="card-body border overflow-auto placeholder-glow" style="height: 40rem; padding: 0">
-                                    <div id="response">
-                                    </div>
-                                </div>
-                            </div>
-                        </div>
-                    </div>
-                </div>
-            </div>
-        </div>
-    </div>
-    <script src="https://cdn.jsdelivr.net/npm/@tabler/core@1.0.0-beta17/dist/js/tabler.min.js"></script>
-    <script src="https://cdn.jsdelivr.net/npm/@tabler/core@1.0.0-beta17/dist/js/demo.min.js"></script>
-    <script src="https://unpkg.com/htmx.org@1.9.2" integrity="sha384-L6OqL9pRWyyFU3+/bjdSri+iIphTN/bvYyM37tICVyOJkWZLpP2vGn6VUEXgzg6h" crossorigin="anonymous"></script>
-    <script>
-        function load() {
-            if(document.getElementById("query").value === "") return;
-            var html = '<div class="text-center">'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '</div>'
-                    + '<br>'
-                    + '<div class="text-center">'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '</div>'
-                    +  '<br>'
-                    + '<div class="text-center">'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '</div>'
-                    +  '<br>'
-                    + '<div class="text-center">'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '</div>'
-                    +  '<br>'
-                    + '<div class="text-center">'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '<div class="placeholder col-10"></div>'
-                    + '</div>';
-            document.getElementById("response").innerHTML=html;
-        };
-    
-        var embeddingSelect = document.getElementById('embeddings');
-        function setDefaultValues() {
-            var rrfFields = document.getElementById('rrfFields');
-            var mainCard = document.getElementById('main--card');
-            var fieldIds = ['metadataTable', 'orderRRF', 'textBaseWeight', 'textFineTuneWeight', 'similarityBaseWeight', 'similarityFineTuneWeight', 'dateBaseWeight', 'dateFineTuneWeight'];
-            if (embeddingSelect.value === 'ad002_rrf' || embeddingSelect.value === 'bgeSmall_rrf') {
-                mainCard.style.height = '38rem';
-                rrfFields.style.display = 'block';
-    
-                if (embeddingSelect.value === 'ad002_rrf') {
-                    // default values for AdA002 RRF
-                    var defaultValues = ['title_metadata', 'DEFAULT', '1.0', '0.35', '1.5', '0.40', '1.25', '0.75'];
-                } else if (embeddingSelect.value === 'bgeSmall_rrf') {
-                    // default values for BGE Small RRF
-                    var defaultValues = ['title_metadata', 'DEFAULT', '1.0', '0.35', '1.5', '0.40', '1.25', '0.75'];
-                }
-                for (var i = 0; i < fieldIds.length; i++) {
-                    document.getElementById(fieldIds[i]).value = defaultValues[i];
-                }
-    
-            } else {
-                mainCard.style.height = '7rem';
-                rrfFields.style.display = 'none';
-            }
-        }
-        embeddingSelect.addEventListener('change', setDefaultValues);
-    
-        setDefaultValues();
-    
-        //Update the slider
-        document.getElementById('textFineTuneWeight').oninput = function() {
-            document.getElementById('textFineTuneWeightValue').innerHTML = this.value;
-        }
-    
-        document.getElementById('similarityFineTuneWeight').oninput = function() {
-            document.getElementById('similarityFineTuneWeightValue').innerHTML = this.value;
-        }
-    
-        document.getElementById('dateFineTuneWeight').oninput = function() {
-            document.getElementById('dateFineTuneWeightValue').innerHTML = this.value;
-        }
-    </script>
-    </script>
-    </body>
-    </html>
-`;
-export default ExampleLayout;
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/routes/hydeSearch.route.d.ts b/JS/edgechains/lib/create-edgechains/__common/src/routes/hydeSearch.route.d.ts
deleted file mode 100644
index c72856b8f..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/routes/hydeSearch.route.d.ts
+++ /dev/null
@@ -1,3 +0,0 @@
-import { Hono } from "hono";
-declare const HydeSearchRouter: Hono<import("hono").Env, {}, "/">;
-export { HydeSearchRouter };
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/routes/hydeSearch.route.js b/JS/edgechains/lib/create-edgechains/__common/src/routes/hydeSearch.route.js
deleted file mode 100644
index 7f98ed304..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/routes/hydeSearch.route.js
+++ /dev/null
@@ -1,59 +0,0 @@
-import { Hono } from "hono";
-import { hydeSearchAdaEmbedding } from "../service/HydeSearchService.js";
-const HydeSearchRouter = new Hono();
-HydeSearchRouter.get("/search", async (c) => {
-    const query = await c.req.query();
-    const arkRequest = {
-        topK: parseInt(query.topK ?? "5"),
-        metadataTable: query.metadataTable,
-        query: query.query,
-        textWeight: {
-            baseWeight: query.textBaseWeight,
-            fineTuneWeight: query.textFineTuneWeight,
-        },
-        similarityWeight: {
-            baseWeight: query.similarityBaseWeight,
-            fineTuneWeight: query.similarityFineTuneWeight,
-        },
-        dateWeight: {
-            baseWeight: query.dateBaseWeight,
-            fineTuneWeight: query.dateFineTuneWeight,
-        },
-        orderRRF: query.orderRRF,
-    };
-    const answer = await hydeSearchAdaEmbedding(arkRequest, process.env.OPENAI_API_KEY, process.env.OPENAI_ORG_ID);
-    const final_answer = answer.finalAnswer;
-    const responses = answer.wordEmbeddings;
-    const data = { responses, final_answer };
-    return c.html(`
-    <html lang="en">
-    <div>
-        <div class="card card-active">
-            <div class="card-body">${data.final_answer}</div>
-        </div>
-            <ul class="list-unstyled mb-0">
-              ${data.responses.map((item) => `
-                  <li>
-                    <div class="card">
-                      <div class="card-body">
-                        ${item.rawText != null
-        ? `<div class="card card-body">${item.rawText}</div>`
-        : `<div class="card card-body">${item.metadata}</div>`}
-                        ${item.filename != null
-        ? `<div class="card card-body" style="color: blue;">${item.filename}</div>`
-        : ""}
-                        ${item.titleMetadata != null
-        ? `<div class="card card-body" style="color: blue;">${item.titleMetadata}</div>`
-        : ""}
-                        ${item.documentDate != null
-        ? `<div class="card card-body" style="color: blue;">${item.documentDate}</div>`
-        : ""}
-                      </div>
-                    </div>
-                  </li>
-                `)}
-            </ul>
-  </html>
-    `);
-});
-export { HydeSearchRouter };
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.d.ts b/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.d.ts
deleted file mode 100644
index bf348124f..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.d.ts
+++ /dev/null
@@ -1,6 +0,0 @@
-import type { ArkRequest } from "@arakoodev/edgechains.js";
-declare function hydeSearchAdaEmbedding(arkRequest: ArkRequest, apiKey: string, orgId: string): Promise<{
-    wordEmbeddings: any;
-    finalAnswer: any;
-}>;
-export { hydeSearchAdaEmbedding };
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.js b/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.js
deleted file mode 100644
index ff3dad44b..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.js
+++ /dev/null
@@ -1,92 +0,0 @@
-
-import { Jsonnet } from "@hanazuki/node-jsonnet/lib/index.js";
-import { OpenAiEndpoint } from "@arakoodev/edgechains.js";
-import { PostgresClient } from "@arakoodev/edgechains.js";
-import * as path from "path";
-var PostgresDistanceMetric;
-(function (PostgresDistanceMetric) {
-    PostgresDistanceMetric["COSINE"] = "COSINE";
-    PostgresDistanceMetric["IP"] = "IP";
-    PostgresDistanceMetric["L2"] = "L2";
-})(PostgresDistanceMetric || (PostgresDistanceMetric = {}));
-async function hydeSearchAdaEmbedding(arkRequest, apiKey, orgId) {
-    try {
-        const gpt3endpoint = new OpenAiEndpoint("https://api.openai.com/v1/chat/completions", apiKey, orgId, "gpt-3.5-turbo", "user", parseInt("0.7"));
-        // Get required params from API...
-        const table = "ada_hyde_prod";
-        const namespace = "360_docs";
-        const query = arkRequest.query;
-        const topK = Number(arkRequest.topK);
-        //
-        const jsonnet = new Jsonnet();
-        // const promptPath = path.join(__dirname, "../src/jsonnet/prompts.jsonnet");
-        const promptPath = path.join(__dirname, "../jsonnet/prompts.jsonnet");
-        const hydePath = path.join(__dirname, "../jsonnet/hyde.jsonnet");
-        // const hydePath = path.join(__dirname, "../src/jsonnet/hyde.jsonnet");
-        // Load Jsonnet to extract args..
-        const promptLoader = await jsonnet.evaluateFile(promptPath);
-        // Getting ${summary} basePrompt
-        const promptTemplate = JSON.parse(promptLoader).summary;
-        // Getting the updated promptTemplate with query
-        let hydeLoader = await jsonnet
-            .extString("promptTemplate", promptTemplate)
-            .extString("time", "")
-            .extString("query", query)
-            .evaluateFile(hydePath);
-        // Get concatenated prompt
-        const prompt = JSON.parse(hydeLoader).prompt;
-        // Block and get the response from GPT3
-        const gptResponse = await gpt3endpoint.gptFn(prompt);
-        // Chain 1 ==> Get Gpt3Response & split
-        const gpt3Responses = gptResponse.split("\n");
-        // Chain 2 ==> Get Embeddings from OpenAI using Each Response
-        const embeddingsListChain = Promise.all(gpt3Responses.map(async (resp) => {
-            const embedding = await gpt3endpoint.embeddings(resp);
-            return embedding;
-        }));
-        // Chain 5 ==> Query via EmbeddingChain
-        const dbClient = new PostgresClient(await embeddingsListChain, PostgresDistanceMetric.IP, topK, 20, table, namespace, arkRequest, 15);
-        const queryResult = await dbClient.dbQuery();
-        // Chain 6 ==> Create Prompt using Embeddings
-        const retrievedDocs = [];
-        for (const embeddings of queryResult) {
-            retrievedDocs.push(`${embeddings.raw_text}\n score:${embeddings.score}\n filename:${embeddings.filename}\n`);
-        }
-        if (retrievedDocs.join("").length > 4096) {
-            retrievedDocs.length = 4096;
-        }
-        const currentTime = new Date().toLocaleString();
-        const formattedTime = currentTime;
-        // System prompt
-        const ansPromptSystem = JSON.parse(promptLoader).ans_prompt_system;
-        hydeLoader = await jsonnet
-            .extString(promptTemplate, ansPromptSystem)
-            .extString("time", formattedTime)
-            .extString("qeury", retrievedDocs.join(""))
-            .evaluateFile(hydePath);
-        const finalPromptSystem = JSON.parse(hydeLoader).prompt;
-        // User prompt
-        const ansPromptUser = JSON.parse(promptLoader).ans_prompt_user;
-        hydeLoader = await jsonnet
-            .extString(promptTemplate, ansPromptUser)
-            .extString("qeury", query)
-            .evaluateFile(hydePath);
-        const finalPromptUser = JSON.parse(hydeLoader).prompt;
-        const chatMessages = [
-            { role: "system", content: finalPromptSystem },
-            { role: "user", content: finalPromptUser },
-        ];
-        const finalAnswer = await gpt3endpoint.gptFnChat(chatMessages);
-        const response = {
-            wordEmbeddings: queryResult,
-            finalAnswer: finalAnswer,
-        };
-        return response;
-    }
-    catch (error) {
-        // Handle errors here
-        console.error(error);
-        throw error;
-    }
-}
-export { hydeSearchAdaEmbedding };
\ No newline at end of file
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.test.d.ts b/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.test.d.ts
deleted file mode 100644
index cb0ff5c3b..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.test.d.ts
+++ /dev/null
@@ -1 +0,0 @@
-export {};
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.test.js b/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.test.js
deleted file mode 100644
index 7df016327..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/service/HydeSearchService.test.js
+++ /dev/null
@@ -1,26 +0,0 @@
-import { hydeSearchAdaEmbedding } from "./HydeSearchService.js";
-import dotenv from "dotenv";
-dotenv.config({ path: ".env" });
-describe("Hyde Search", () => {
-    it("should return a response", async () => {
-        const arkRequest = {
-            topK: 5,
-            metadataTable: "title_metadata",
-            query: "tell me the top 5 programming languages currently",
-            textWeight: {
-                baseWeight: "1.0",
-                fineTuneWeight: "0.35",
-            },
-            similarityWeight: {
-                baseWeight: "1.5",
-                fineTuneWeight: "0.40",
-            },
-            dateWeight: {
-                baseWeight: "1.25",
-                fineTuneWeight: "0.75",
-            },
-            orderRRF: "default",
-        };
-        expect((await hydeSearchAdaEmbedding(arkRequest, process.env.OPENAI_API_KEY, process.env.OPENAI_ORG_ID)).finalAnswer).toContain("Java");
-    }, 30000);
-});
\ No newline at end of file
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/testGeneration/TestGenerator.d.ts b/JS/edgechains/lib/create-edgechains/__common/src/testGeneration/TestGenerator.d.ts
deleted file mode 100644
index 6ebacb353..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/testGeneration/TestGenerator.d.ts
+++ /dev/null
@@ -1 +0,0 @@
-export declare function getContent(): Promise<string | undefined>;
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/testGeneration/TestGenerator.js b/JS/edgechains/lib/create-edgechains/__common/src/testGeneration/TestGenerator.js
deleted file mode 100644
index 8c6b02fd2..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/testGeneration/TestGenerator.js
+++ /dev/null
@@ -1,49 +0,0 @@
-import { Jsonnet } from "../../../../../examples/hydeSearch/node_modules/@hanazuki/node-jsonnet/lib/index.js";
-import * as path from "path";
-import { OpenAiEndpoint } from "@arakoodev/edgechains.js";
-const jsonnet = new Jsonnet();
-const promptPath = path.join(process.cwd(), "./src/testGeneration/prompts.jsonnet");
-const testGeneratorPath = path.join(process.cwd(), "./src/testGeneration/testGenerator.jsonnet");
-const gpt3endpoint = new OpenAiEndpoint("https://api.openai.com/v1/chat/completions", "", "", "gpt-3.5-turbo", "user", 0.7);
-const classText = "public class ChatMessage {\n" +
-    "  String role;\n" +
-    "  String content;\n\n" +
-    "  public ChatMessage(String role, String content) {\n" +
-    "    this.role = role;\n" +
-    "    this.content = content;\n" +
-    "  }\n\n" +
-    "  public ChatMessage() {}\n\n" +
-    "  public String getRole() {\n" +
-    "    return role;\n" +
-    "  }\n\n" +
-    "  public String getContent() {\n" +
-    "    return content;\n" +
-    "  }\n\n" +
-    "  public void setContent(String content) {\n" +
-    "    this.content = content;\n" +
-    "  }\n\n" +
-    "  @Override\n" +
-    "  public String toString() {\n" +
-    '    return "ChatMessage{" + "role=\'" + role + "\', content=\'" + content + "\'}";\n' +
-    "  }\n" +
-    "}";
-export async function getContent() {
-    try {
-        var prompt = await jsonnet.evaluateFile(promptPath);
-        const testPrompt = await jsonnet
-            .extString("promptTemplate", JSON.parse(prompt).prompt)
-            .extString("test_class", classText)
-            .extString("test_package", "JUnit")
-            .evaluateFile(testGeneratorPath);
-        var responce = await gpt3endpoint.gptFnTestGenerator(JSON.parse(testPrompt).prompt);
-        console.log("First Response.......\n \n" + responce);
-        var finalResponse = responce;
-        responce += JSON.parse(prompt).promptPlan;
-        finalResponse += await gpt3endpoint.gptFnTestGenerator(responce);
-        console.log("Final Response.......\n\n");
-        return finalResponse;
-    }
-    catch (error) {
-        console.log(error);
-    }
-}
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/types/HydeFragmentData.d.ts b/JS/edgechains/lib/create-edgechains/__common/src/types/HydeFragmentData.d.ts
deleted file mode 100644
index e807409b3..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/types/HydeFragmentData.d.ts
+++ /dev/null
@@ -1,10 +0,0 @@
-export interface HydeFragmentData {
-    responses: Array<{
-        rawText?: string;
-        metadata?: string;
-        filename?: string;
-        titleMetadata?: string;
-        documentDate?: string;
-    }>;
-    final_answer?: string;
-}
diff --git a/JS/edgechains/lib/create-edgechains/__common/src/types/HydeFragmentData.js b/JS/edgechains/lib/create-edgechains/__common/src/types/HydeFragmentData.js
deleted file mode 100644
index cb0ff5c3b..000000000
--- a/JS/edgechains/lib/create-edgechains/__common/src/types/HydeFragmentData.js
+++ /dev/null
@@ -1 +0,0 @@
-export {};
diff --git a/JS/edgechains/lib/create-edgechains/index.d.ts b/JS/edgechains/lib/create-edgechains/index.d.ts
deleted file mode 100644
index aca639e3d..000000000
--- a/JS/edgechains/lib/create-edgechains/index.d.ts
+++ /dev/null
@@ -1,6 +0,0 @@
-type Options = {
-    project_name: string;
-    lang_preference: "typescript";
-    deployment_target: "node";
-};
-export type { Options };
diff --git a/JS/edgechains/lib/create-edgechains/index.js b/JS/edgechains/lib/create-edgechains/index.js
deleted file mode 100644
index 0e5018ff1..000000000
--- a/JS/edgechains/lib/create-edgechains/index.js
+++ /dev/null
@@ -1,175 +0,0 @@
-import * as path from "node:path";
-import * as fs from "node:fs";
-import inquirer from "inquirer";
-import { format } from "prettier";
-import { get_ts_config } from "./src/get-tsconfig.js";
-import { get_package_json } from "./src/get-package-json.js";
-import { fileURLToPath } from "node:url";
-import { get_gitignore } from "./src/get-gitignore.js";
-import { get_env } from "./src/get-env.js";
-function dirname_from_import_meta(import_meta_url) {
-    return path.dirname(fileURLToPath(import_meta_url));
-}
-const prompts = [
-    {
-        type: "number",
-        name: "new_dir_name",
-        message: `Enter a name for your project's new directory:`,
-        prefix: "\n",
-        validate: (dirname) => {
-            const invalidCharacters = /[<>:"\/\\|?*\x00-\x1F ]/;
-            return !!dirname && !invalidCharacters.test(dirname);
-        },
-    },
-];
-async function ask_questions() {
-    try {
-        const answers = await inquirer.prompt(prompts);
-        return {
-            name: answers.name,
-            new_dir_name: answers.new_dir_name,
-        };
-        // return await inquirer.prompt(prompts);
-    }
-    catch (error) {
-        console.error("\nError:", error);
-    }
-}
-function get_options(choices) {
-    const options = {
-        project_name: choices.new_dir_name,
-        lang_preference: "typescript",
-        deployment_target: "node",
-    };
-    return options;
-}
-async function main() {
-    const choices = await ask_questions();
-    if (!choices) {
-        console.log("\nSomething went wrong! Please file an issue.\n");
-        return;
-    }
-    const options = get_options(choices);
-    console.log("\nWorking...");
-    try {
-        const new_dir_path = path.join(process.cwd(), choices.new_dir_name);
-        const dir_already_exists = fs.existsSync(new_dir_path) && fs.statSync(new_dir_path).isDirectory();
-        if (dir_already_exists) {
-            throw new Error(`Directory ${new_dir_path} already exists.`);
-        }
-        function handle_file_copy({ code, destination_without_extension, extension, }) {
-            return handle_file_copy_low_level({
-                code,
-                destination_without_extension,
-                new_dir_path,
-                extension,
-            });
-        }
-        // create all the folders we need
-        fs.mkdirSync(new_dir_path, { recursive: true });
-        fs.mkdirSync(path.join(new_dir_path, "src"), { recursive: true });
-        fs.mkdirSync(path.join(new_dir_path, "src/jsonnet"), { recursive: true });
-        fs.mkdirSync(path.join(new_dir_path, "src/routes"), { recursive: true });
-        fs.mkdirSync(path.join(new_dir_path, "src/service"), { recursive: true });
-        fs.mkdirSync(path.join(new_dir_path, "src/types"), { recursive: true });
-        fs.mkdirSync(path.join(new_dir_path, "src/layouts"), { recursive: true });
-        fs.mkdirSync(path.join(new_dir_path, "src/testGeneration"), {
-            recursive: true,
-        });
-        // tsconfig
-        fs.writeFileSync(path.join(new_dir_path, "tsconfig.json"), await format(get_ts_config(), {
-            parser: "json",
-        }), "utf8");
-        // package.json
-        fs.writeFileSync(path.join(new_dir_path, "package.json"), await format(get_package_json(options), {
-            parser: "json",
-        }), "utf8");
-        //gitignore
-        fs.writeFileSync(path.join(new_dir_path, ".gitignore"), get_gitignore(), "utf8");
-        //.env
-        fs.writeFileSync(path.join(new_dir_path, ".env"), get_env(), "utf8");
-        const root_dir_path = path.join(dirname_from_import_meta(import.meta.url), `../`);
-        const layout_file = "ExampleLayout";
-        handle_file_copy({
-            code: fs.readFileSync(path.join(root_dir_path, "__common/src/layouts/" + layout_file + ".ts"), "utf8"),
-            destination_without_extension: "src/layouts/" + layout_file,
-            extension: ".ts",
-        });
-        const route_file = "hydeSearch.route";
-        handle_file_copy({
-            code: fs.readFileSync(path.join(root_dir_path, "__common/src/routes/" + route_file + ".ts"), "utf8"),
-            destination_without_extension: "src/routes/" + route_file,
-            extension: ".ts",
-        });
-        const service_files = ["HydeSearchService", "HydeSearchService.test"];
-        await Promise.all(service_files.map(async (file) => {
-            return handle_file_copy({
-                code: fs.readFileSync(path.join(root_dir_path, "__common/src/service/" + file + ".ts"), "utf8"),
-                destination_without_extension: "src/service/" + file,
-                extension: ".ts",
-            });
-        }));
-        const type_file = "HydeFragmentData";
-        handle_file_copy({
-            code: fs.readFileSync(path.join(root_dir_path, "__common/src/types/" + type_file + ".ts"), "utf8"),
-            destination_without_extension: "src/types/" + type_file,
-            extension: ".ts",
-        });
-        const test_file = "TestGenerator";
-        handle_file_copy({
-            code: fs.readFileSync(path.join(root_dir_path, "__common/src/testGeneration/" + test_file + ".ts"), "utf8"),
-            destination_without_extension: "src/testGeneration/" + test_file,
-            extension: ".ts",
-        });
-        const index_file = "index";
-        handle_file_copy({
-            code: fs.readFileSync(path.join(root_dir_path, "__common/src/" + index_file + ".ts"), "utf8"),
-            destination_without_extension: "src/" + index_file,
-            extension: ".ts",
-        });
-        const jsonnet_files = ["hyde", "prompts"];
-        await Promise.all(jsonnet_files.map(async (file) => {
-            return handle_file_copy({
-                code: fs.readFileSync(path.join(root_dir_path, "__common/src/jsonnet/" + file + ".jsonnet"), "utf8"),
-                destination_without_extension: "src/jsonnet/" + file,
-                extension: ".jsonnet",
-            });
-        }));
-        await Promise.all(jsonnet_files.map(async (file) => {
-            return handle_file_copy({
-                code: fs.readFileSync(path.join(root_dir_path, "__common/src/jsonnet/" + file + ".jsonnet"), "utf8"),
-                destination_without_extension: "src/testGeneration/" + file,
-                extension: ".jsonnet",
-            });
-        }));
-        const build_file = "esbuild.build";
-        handle_file_copy({
-            code: fs.readFileSync(path.join(root_dir_path, "__common/" + build_file + ".js"), "utf8"),
-            destination_without_extension: "/" + build_file,
-            extension: ".js",
-        });
-        const html_js_file = "htmljs";
-        handle_file_copy({
-            code: fs.readFileSync(path.join(root_dir_path, "__common/" + html_js_file + ".ts"), "utf8"),
-            destination_without_extension: "/" + html_js_file,
-            extension: ".ts",
-        });
-        const orm_file = "ormconfig";
-        handle_file_copy({
-            code: fs.readFileSync(path.join(root_dir_path, "__common/" + orm_file + ".json"), "utf8"),
-            destination_without_extension: "/" + orm_file,
-            extension: ".json",
-        });
-        console.log("\nFinished...");
-    }
-    catch (e) {
-        return e;
-    }
-}
-async function runMain() {
-    await main();
-}
-runMain();
-async function handle_file_copy_low_level({ code, destination_without_extension, new_dir_path, extension, }) {
-    fs.writeFileSync(path.join(new_dir_path, destination_without_extension + extension), code, "utf8");
-}
diff --git a/JS/edgechains/lib/create-edgechains/src/get-env.d.ts b/JS/edgechains/lib/create-edgechains/src/get-env.d.ts
deleted file mode 100644
index e2ed6a0f7..000000000
--- a/JS/edgechains/lib/create-edgechains/src/get-env.d.ts
+++ /dev/null
@@ -1,2 +0,0 @@
-declare function get_env(): string;
-export { get_env };
diff --git a/JS/edgechains/lib/create-edgechains/src/get-env.js b/JS/edgechains/lib/create-edgechains/src/get-env.js
deleted file mode 100644
index b6ea77cf6..000000000
--- a/JS/edgechains/lib/create-edgechains/src/get-env.js
+++ /dev/null
@@ -1,8 +0,0 @@
-function get_env() {
-    let text = `
-    OPENAI_API_KEY=
-    OPENAI_ORG_ID=
-  `.trim();
-    return text.trim() + "\n";
-}
-export { get_env };
diff --git a/JS/edgechains/lib/create-edgechains/src/get-gitignore.d.ts b/JS/edgechains/lib/create-edgechains/src/get-gitignore.d.ts
deleted file mode 100644
index 0ed4ac16e..000000000
--- a/JS/edgechains/lib/create-edgechains/src/get-gitignore.d.ts
+++ /dev/null
@@ -1,2 +0,0 @@
-declare function get_gitignore(): string;
-export { get_gitignore };
diff --git a/JS/edgechains/lib/create-edgechains/src/get-gitignore.js b/JS/edgechains/lib/create-edgechains/src/get-gitignore.js
deleted file mode 100644
index f98ffd28e..000000000
--- a/JS/edgechains/lib/create-edgechains/src/get-gitignore.js
+++ /dev/null
@@ -1,14 +0,0 @@
-function get_gitignore() {
-    let text = `
-  # standard exclusions
-  node_modules
-  
-  # build artifacts
-  dist
-  
-  # environment files
-  .env
-  `.trim();
-    return text.trim() + "\n";
-}
-export { get_gitignore };
diff --git a/JS/edgechains/lib/create-edgechains/src/get-package-json.d.ts b/JS/edgechains/lib/create-edgechains/src/get-package-json.d.ts
deleted file mode 100644
index f15b81931..000000000
--- a/JS/edgechains/lib/create-edgechains/src/get-package-json.d.ts
+++ /dev/null
@@ -1,3 +0,0 @@
-import type { Options } from "../index.js";
-declare function get_package_json(options: Options): string;
-export { get_package_json };
diff --git a/JS/edgechains/lib/create-edgechains/src/get-package-json.js b/JS/edgechains/lib/create-edgechains/src/get-package-json.js
deleted file mode 100644
index 8fcbca137..000000000
--- a/JS/edgechains/lib/create-edgechains/src/get-package-json.js
+++ /dev/null
@@ -1,52 +0,0 @@
-function get_package_json(options) {
-    return (JSON.stringify({
-        name: "example",
-        version: "1.0.0",
-        description: "",
-        main: "dist/index.js",
-        scripts: {
-            build: "rm -rf dist && node esbuild.build.js",
-            start: "node dist/index.js",
-            lint: "eslint --ignore-path .eslintignore --ext .js,.ts",
-            format: 'prettier --ignore-path .gitignore --write "**/*.+(js|ts|json)"',
-            test: "npx jest",
-        },
-        keywords: [],
-        author: "",
-        license: "ISC",
-        dependencies: {
-            "@hono/node-server": "^1.2.0",
-            "@types/dotenv": "^8.2.0",
-            hono: "^3.9.2",
-            pg: "^8.11.3",
-            "reflect-metadata": "^0.1.13",
-            tsc: "^2.0.4",
-            typescript: "^5.3.2",
-        },
-        devDependencies: {
-            "@hanazuki/node-jsonnet": "^2.1.0",
-            "@types/jest": "^29.5.8",
-            "@types/node": "^20.9.4",
-            "@typescript-eslint/eslint-plugin": "^6.11.0",
-            "@typescript-eslint/parser": "^6.11.0",
-            axios: "^1.6.2",
-            dotenv: "^16.3.1",
-            "dts-bundle-generator": "^8.1.2",
-            eslint: "^8.54.0",
-            "eslint-config-prettier": "^9.0.0",
-            "eslint-config-standard-with-typescript": "^40.0.0",
-            "eslint-plugin-import": "^2.29.0",
-            "eslint-plugin-n": "^16.3.1",
-            "eslint-plugin-promise": "^6.1.1",
-            jest: "^29.7.0",
-            prettier: "^3.1.0",
-            react: "^18.2.0",
-            "@arakoodev/edgechains.js": "0.1.10",
-            "ts-jest": "^29.1.1",
-            tsx: "^3.12.2",
-            typeorm: "^0.3.17",
-            typescript: "^5.0.2",
-        },
-    }, null, 2) + "\n");
-}
-export { get_package_json };
diff --git a/JS/edgechains/lib/create-edgechains/src/get-tsconfig.d.ts b/JS/edgechains/lib/create-edgechains/src/get-tsconfig.d.ts
deleted file mode 100644
index 83b213c33..000000000
--- a/JS/edgechains/lib/create-edgechains/src/get-tsconfig.d.ts
+++ /dev/null
@@ -1 +0,0 @@
-export declare function get_ts_config(): string;
diff --git a/JS/edgechains/lib/create-edgechains/src/get-tsconfig.js b/JS/edgechains/lib/create-edgechains/src/get-tsconfig.js
deleted file mode 100644
index f1fa1093d..000000000
--- a/JS/edgechains/lib/create-edgechains/src/get-tsconfig.js
+++ /dev/null
@@ -1,23 +0,0 @@
-const ts_config = {
-    compilerOptions: {
-        types: ["dotenv/config", "jest", "node"],
-        target: "ES2022",
-        module: "NodeNext",
-        esModuleInterop: true,
-        forceConsistentCasingInFileNames: true,
-        strict: true,
-        skipLibCheck: true,
-        jsx: "react-jsx",
-        jsxImportSource: "hono/jsx",
-        noImplicitAny: false,
-        moduleResolution: "NodeNext",
-        declaration: true,
-    },
-    include: [
-        "src/**/*.ts",
-        "dist/**/*.d.ts", // include the generated declaration file
-    ],
-};
-export function get_ts_config() {
-    return JSON.stringify(ts_config).trim() + "\n";
-}
diff --git a/JS/edgechains/lib/create-edgechains/tsconfig.json b/JS/edgechains/lib/create-edgechains/tsconfig.json
index 1fa64fa01..028ea7bca 100644
--- a/JS/edgechains/lib/create-edgechains/tsconfig.json
+++ b/JS/edgechains/lib/create-edgechains/tsconfig.json
@@ -1,7 +1,7 @@
 {
     "compilerOptions": {
         "target": "ESNext",
-        "module": "NodeNext",
+        "module": "ESNext",
         "moduleResolution": "NodeNext",
         "forceConsistentCasingInFileNames": true,
         "strict": true,
diff --git a/JS/edgechains/lib/index.d.ts b/JS/edgechains/lib/index.d.ts
deleted file mode 100644
index 2c92ad024..000000000
--- a/JS/edgechains/lib/index.d.ts
+++ /dev/null
@@ -1,4 +0,0 @@
-import "dotenv/config";
-export { OpenAiEndpoint } from "./src/lib/endpoints/OpenAiEndpoint.js";
-export { PostgresClient } from "./src/lib/clients/PostgresClient.js";
-export type { ArkRequest } from "./src/types/ArkRequest.js";
diff --git a/JS/edgechains/lib/index.js b/JS/edgechains/lib/index.js
deleted file mode 100644
index 645c4a658..000000000
--- a/JS/edgechains/lib/index.js
+++ /dev/null
@@ -1,3 +0,0 @@
-import "dotenv/config";
-export { OpenAiEndpoint } from "./src/lib/endpoints/OpenAiEndpoint.js";
-export { PostgresClient } from "./src/lib/clients/PostgresClient.js";
diff --git a/JS/edgechains/lib/package-lock.json b/JS/edgechains/lib/package-lock.json
index e734668bc..bfb20eeea 100644
--- a/JS/edgechains/lib/package-lock.json
+++ b/JS/edgechains/lib/package-lock.json
@@ -8,13 +8,13 @@
             "name": "@arakoodev/edgechains.js",
             "version": "0.1.10",
             "dependencies": {
-                "@arakoodev/edgechains.js": "^0.1.17",
                 "@hono/node-server": "^1.2.0",
                 "@types/dotenv": "^8.2.0",
                 "axios": "^1.6.2",
                 "dotenv": "^16.3.1",
                 "hono": "^3.9.2",
                 "inquirer": "^9.2.12",
+                "openai": "^4.24.7",
                 "prettier": "^3.1.0",
                 "typeorm": "^0.3.17"
             },
@@ -47,24 +47,6 @@
                 "node": ">=6.0.0"
             }
         },
-        "node_modules/@arakoodev/edgechains.js": {
-            "version": "0.1.17",
-            "resolved": "https://registry.npmjs.org/@arakoodev/edgechains.js/-/edgechains.js-0.1.17.tgz",
-            "integrity": "sha512-rH2Syz1CE6PCYWTx+VVMep4+mvu77+HU4K4XgdnjHh2vMrXPDeeEZOdhSpGQHWZQ8JZVKtLBgJlqkQxEMl6nWA==",
-            "dependencies": {
-                "@hono/node-server": "^1.2.0",
-                "@types/dotenv": "^8.2.0",
-                "axios": "^1.6.2",
-                "dotenv": "^16.3.1",
-                "hono": "^3.9.2",
-                "inquirer": "^9.2.12",
-                "prettier": "^3.1.0",
-                "typeorm": "^0.3.17"
-            },
-            "bin": {
-                "create-edgechains": "create-edgechains/scripts/create-edgechains.js"
-            }
-        },
         "node_modules/@babel/code-frame": {
             "version": "7.22.13",
             "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.22.13.tgz",
@@ -1785,11 +1767,19 @@
             "version": "20.9.4",
             "resolved": "https://registry.npmjs.org/@types/node/-/node-20.9.4.tgz",
             "integrity": "sha512-wmyg8HUhcn6ACjsn8oKYjkN/zUzQeNtMy44weTJSM6p4MMzEOuKbA3OjJ267uPCOW7Xex9dyrNTful8XTQYoDA==",
-            "dev": true,
             "dependencies": {
                 "undici-types": "~5.26.4"
             }
         },
+        "node_modules/@types/node-fetch": {
+            "version": "2.6.11",
+            "resolved": "https://registry.npmjs.org/@types/node-fetch/-/node-fetch-2.6.11.tgz",
+            "integrity": "sha512-24xFj9R5+rfQJLRyM56qh+wnVSYhyXC2tkoBndtY0U+vubqNsYXGjufB2nn8Q6gt0LrARwL6UBtMCSVCwl4B1g==",
+            "dependencies": {
+                "@types/node": "*",
+                "form-data": "^4.0.0"
+            }
+        },
         "node_modules/@types/stack-utils": {
             "version": "2.0.3",
             "resolved": "https://registry.npmjs.org/@types/stack-utils/-/stack-utils-2.0.3.tgz",
@@ -1820,6 +1810,28 @@
             "integrity": "sha512-I4q9QU9MQv4oEOz4tAHJtNz1cwuLxn2F3xcc2iV5WdqLPpUnj30aUuxt1mAxYTG+oe8CZMV/+6rU4S4gRDzqtQ==",
             "dev": true
         },
+        "node_modules/abort-controller": {
+            "version": "3.0.0",
+            "resolved": "https://registry.npmjs.org/abort-controller/-/abort-controller-3.0.0.tgz",
+            "integrity": "sha512-h8lQ8tacZYnR3vNQTgibj+tODHI5/+l06Au2Pcriv/Gmet0eaj4TwWH41sO9wnHDiQsEj19q0drzdWdeAHtweg==",
+            "dependencies": {
+                "event-target-shim": "^5.0.0"
+            },
+            "engines": {
+                "node": ">=6.5"
+            }
+        },
+        "node_modules/agentkeepalive": {
+            "version": "4.5.0",
+            "resolved": "https://registry.npmjs.org/agentkeepalive/-/agentkeepalive-4.5.0.tgz",
+            "integrity": "sha512-5GG/5IbQQpC9FpkRGsSvZI5QYeSCzlJHdpBQntCsuTOxhKD8lqKhrleg2Yi7yvMIf82Ycmmqln9U8V9qwEiJew==",
+            "dependencies": {
+                "humanize-ms": "^1.2.1"
+            },
+            "engines": {
+                "node": ">= 8.0.0"
+            }
+        },
         "node_modules/ansi-escapes": {
             "version": "4.3.2",
             "resolved": "https://registry.npmjs.org/ansi-escapes/-/ansi-escapes-4.3.2.tgz",
@@ -2057,6 +2069,11 @@
             "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz",
             "integrity": "sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw=="
         },
+        "node_modules/base-64": {
+            "version": "0.1.0",
+            "resolved": "https://registry.npmjs.org/base-64/-/base-64-0.1.0.tgz",
+            "integrity": "sha512-Y5gU45svrR5tI2Vt/X9GPd3L0HNIKzGu202EjxrXMpuc2V2CiKgemAbUUsqYmZJvPtCXoUKjNZwBJzsNScUbXA=="
+        },
         "node_modules/base64-js": {
             "version": "1.5.1",
             "resolved": "https://registry.npmjs.org/base64-js/-/base64-js-1.5.1.tgz",
@@ -2333,6 +2350,14 @@
             "resolved": "https://registry.npmjs.org/chardet/-/chardet-0.7.0.tgz",
             "integrity": "sha512-mT8iDcrh03qDGRRmoA2hmBJnxpllMR+0/0qlzjqZES6NdiWDcZkCNAk4rPFZ9Q85r27unkiNNg8ZOiwZXBHwcA=="
         },
+        "node_modules/charenc": {
+            "version": "0.0.2",
+            "resolved": "https://registry.npmjs.org/charenc/-/charenc-0.0.2.tgz",
+            "integrity": "sha512-yrLQ/yVUFXkzg7EDQsPieE/53+0RlaWTs+wBrvW36cyilJ2SaDWfl4Yj7MtLTXleV9uEKefbAGUPv2/iWSooRA==",
+            "engines": {
+                "node": "*"
+            }
+        },
         "node_modules/chokidar": {
             "version": "3.5.3",
             "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-3.5.3.tgz",
@@ -2649,6 +2674,14 @@
                 "node": ">= 8"
             }
         },
+        "node_modules/crypt": {
+            "version": "0.0.2",
+            "resolved": "https://registry.npmjs.org/crypt/-/crypt-0.0.2.tgz",
+            "integrity": "sha512-mCxBlsHFYh9C+HVpiEacem8FEBnMXgU9gy4zmNC+SXAZNB/1idgp/aulFJ4FgCi7GPEVbfyng092GqL2k2rmow==",
+            "engines": {
+                "node": "*"
+            }
+        },
         "node_modules/date-fns": {
             "version": "2.30.0",
             "resolved": "https://registry.npmjs.org/date-fns/-/date-fns-2.30.0.tgz",
@@ -2768,6 +2801,15 @@
                 "node": "^14.15.0 || ^16.10.0 || >=18.0.0"
             }
         },
+        "node_modules/digest-fetch": {
+            "version": "1.3.0",
+            "resolved": "https://registry.npmjs.org/digest-fetch/-/digest-fetch-1.3.0.tgz",
+            "integrity": "sha512-CGJuv6iKNM7QyZlM2T3sPAdZWd/p9zQiRNS9G+9COUCwzWFTs0Xp8NF5iePx7wtvhDykReiRRrSeNb4oMmB8lA==",
+            "dependencies": {
+                "base-64": "^0.1.0",
+                "md5": "^2.3.0"
+            }
+        },
         "node_modules/dir-glob": {
             "version": "3.0.1",
             "resolved": "https://registry.npmjs.org/dir-glob/-/dir-glob-3.0.1.tgz",
@@ -2897,6 +2939,14 @@
                 "node": ">=4"
             }
         },
+        "node_modules/event-target-shim": {
+            "version": "5.0.1",
+            "resolved": "https://registry.npmjs.org/event-target-shim/-/event-target-shim-5.0.1.tgz",
+            "integrity": "sha512-i/2XbnSz/uxRCU6+NdVJgKWDTM427+MqYbkQzD321DuCQJUqOuJKIA0IM2+W2xtYHdKOmZ4dR6fExsd4SXL+WQ==",
+            "engines": {
+                "node": ">=6"
+            }
+        },
         "node_modules/execa": {
             "version": "5.1.1",
             "resolved": "https://registry.npmjs.org/execa/-/execa-5.1.1.tgz",
@@ -3086,6 +3136,31 @@
                 "node": ">= 6"
             }
         },
+        "node_modules/form-data-encoder": {
+            "version": "1.7.2",
+            "resolved": "https://registry.npmjs.org/form-data-encoder/-/form-data-encoder-1.7.2.tgz",
+            "integrity": "sha512-qfqtYan3rxrnCk1VYaA4H+Ms9xdpPqvLZa6xmMgFvhO32x7/3J/ExcTd6qpxM0vH2GdMI+poehyBZvqfMTto8A=="
+        },
+        "node_modules/formdata-node": {
+            "version": "4.4.1",
+            "resolved": "https://registry.npmjs.org/formdata-node/-/formdata-node-4.4.1.tgz",
+            "integrity": "sha512-0iirZp3uVDjVGt9p49aTaqjk84TrglENEDuqfdlZQ1roC9CWlPk6Avf8EEnZNcAqPonwkG35x4n3ww/1THYAeQ==",
+            "dependencies": {
+                "node-domexception": "1.0.0",
+                "web-streams-polyfill": "4.0.0-beta.3"
+            },
+            "engines": {
+                "node": ">= 12.20"
+            }
+        },
+        "node_modules/formdata-node/node_modules/web-streams-polyfill": {
+            "version": "4.0.0-beta.3",
+            "resolved": "https://registry.npmjs.org/web-streams-polyfill/-/web-streams-polyfill-4.0.0-beta.3.tgz",
+            "integrity": "sha512-QW95TCTaHmsYfHDybGMwO5IJIM93I/6vTRk+daHTWFPhwh+C8Cg7j7XyKrwrj8Ib6vYXe0ocYNrmzY4xAAN6ug==",
+            "engines": {
+                "node": ">= 14"
+            }
+        },
         "node_modules/fs-extra": {
             "version": "10.1.0",
             "resolved": "https://registry.npmjs.org/fs-extra/-/fs-extra-10.1.0.tgz",
@@ -3366,6 +3441,14 @@
                 "node": ">=10.17.0"
             }
         },
+        "node_modules/humanize-ms": {
+            "version": "1.2.1",
+            "resolved": "https://registry.npmjs.org/humanize-ms/-/humanize-ms-1.2.1.tgz",
+            "integrity": "sha512-Fl70vYtsAFb/C06PTS9dZBo7ihau+Tu/DNCk/OyHhea07S+aeMWpFFkUaXRa8fI+ScZbEI8dfSxwY7gxZ9SAVQ==",
+            "dependencies": {
+                "ms": "^2.0.0"
+            }
+        },
         "node_modules/iconv-lite": {
             "version": "0.4.24",
             "resolved": "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.4.24.tgz",
@@ -3520,6 +3603,11 @@
                 "node": ">=8"
             }
         },
+        "node_modules/is-buffer": {
+            "version": "1.1.6",
+            "resolved": "https://registry.npmjs.org/is-buffer/-/is-buffer-1.1.6.tgz",
+            "integrity": "sha512-NcdALwpXkTm5Zvvbk7owOUSvVvBKDgKP5/ewfXEznmQFfs4ZRmanOeKBTjRVjka3QFoN6XJ+9F3USqfHqTaU5w=="
+        },
         "node_modules/is-core-module": {
             "version": "2.13.1",
             "resolved": "https://registry.npmjs.org/is-core-module/-/is-core-module-2.13.1.tgz",
@@ -4542,6 +4630,16 @@
                 "tmpl": "1.0.5"
             }
         },
+        "node_modules/md5": {
+            "version": "2.3.0",
+            "resolved": "https://registry.npmjs.org/md5/-/md5-2.3.0.tgz",
+            "integrity": "sha512-T1GITYmFaKuO91vxyoQMFETst+O71VUPEU3ze5GNzDm0OWdP8v1ziTaAEPUr/3kLsY3Sftgz242A1SetQiDL7g==",
+            "dependencies": {
+                "charenc": "0.0.2",
+                "crypt": "0.0.2",
+                "is-buffer": "~1.1.6"
+            }
+        },
         "node_modules/memory-stream": {
             "version": "1.0.0",
             "resolved": "https://registry.npmjs.org/memory-stream/-/memory-stream-1.0.0.tgz",
@@ -4715,6 +4813,62 @@
             "integrity": "sha512-YsjmaKGPDkmhoNKIpkChtCsPVaRE0a274IdERKnuc/E8K1UJdBZ4/mvI006OijlQZHCfpRNOH3dfHQs92se8gg==",
             "dev": true
         },
+        "node_modules/node-domexception": {
+            "version": "1.0.0",
+            "resolved": "https://registry.npmjs.org/node-domexception/-/node-domexception-1.0.0.tgz",
+            "integrity": "sha512-/jKZoMpw0F8GRwl4/eLROPA3cfcXtLApP0QzLmUT/HuPCZWyB7IY9ZrMeKw2O/nFIqPQB3PVM9aYm0F312AXDQ==",
+            "funding": [
+                {
+                    "type": "github",
+                    "url": "https://github.com/sponsors/jimmywarting"
+                },
+                {
+                    "type": "github",
+                    "url": "https://paypal.me/jimmywarting"
+                }
+            ],
+            "engines": {
+                "node": ">=10.5.0"
+            }
+        },
+        "node_modules/node-fetch": {
+            "version": "2.7.0",
+            "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.7.0.tgz",
+            "integrity": "sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A==",
+            "dependencies": {
+                "whatwg-url": "^5.0.0"
+            },
+            "engines": {
+                "node": "4.x || >=6.0.0"
+            },
+            "peerDependencies": {
+                "encoding": "^0.1.0"
+            },
+            "peerDependenciesMeta": {
+                "encoding": {
+                    "optional": true
+                }
+            }
+        },
+        "node_modules/node-fetch/node_modules/tr46": {
+            "version": "0.0.3",
+            "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
+            "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw=="
+        },
+        "node_modules/node-fetch/node_modules/webidl-conversions": {
+            "version": "3.0.1",
+            "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+            "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ=="
+        },
+        "node_modules/node-fetch/node_modules/whatwg-url": {
+            "version": "5.0.0",
+            "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+            "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+            "dependencies": {
+                "tr46": "~0.0.3",
+                "webidl-conversions": "^3.0.0"
+            }
+        },
         "node_modules/node-int64": {
             "version": "0.4.0",
             "resolved": "https://registry.npmjs.org/node-int64/-/node-int64-0.4.0.tgz",
@@ -4793,6 +4947,33 @@
                 "url": "https://github.com/sponsors/sindresorhus"
             }
         },
+        "node_modules/openai": {
+            "version": "4.24.7",
+            "resolved": "https://registry.npmjs.org/openai/-/openai-4.24.7.tgz",
+            "integrity": "sha512-JUesECWPtsDHO0TlZGb6q73hnAmXUdzj9NrwgZeL4lqlRt/kR1sWrXoy8LocxN/6uOtitywvcJqe0O1PLkG45g==",
+            "dependencies": {
+                "@types/node": "^18.11.18",
+                "@types/node-fetch": "^2.6.4",
+                "abort-controller": "^3.0.0",
+                "agentkeepalive": "^4.2.1",
+                "digest-fetch": "^1.3.0",
+                "form-data-encoder": "1.7.2",
+                "formdata-node": "^4.3.2",
+                "node-fetch": "^2.6.7",
+                "web-streams-polyfill": "^3.2.1"
+            },
+            "bin": {
+                "openai": "bin/cli"
+            }
+        },
+        "node_modules/openai/node_modules/@types/node": {
+            "version": "18.19.8",
+            "resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.8.tgz",
+            "integrity": "sha512-g1pZtPhsvGVTwmeVoexWZLTQaOvXwoSq//pTL0DHeNzUDrFnir4fgETdhjhIxjVnN+hKOuh98+E1eMLnUXstFg==",
+            "dependencies": {
+                "undici-types": "~5.26.4"
+            }
+        },
         "node_modules/ora": {
             "version": "5.4.1",
             "resolved": "https://registry.npmjs.org/ora/-/ora-5.4.1.tgz",
@@ -6085,8 +6266,7 @@
         "node_modules/undici-types": {
             "version": "5.26.5",
             "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz",
-            "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==",
-            "dev": true
+            "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA=="
         },
         "node_modules/universalify": {
             "version": "2.0.1",
@@ -6181,6 +6361,14 @@
                 "defaults": "^1.0.3"
             }
         },
+        "node_modules/web-streams-polyfill": {
+            "version": "3.3.2",
+            "resolved": "https://registry.npmjs.org/web-streams-polyfill/-/web-streams-polyfill-3.3.2.tgz",
+            "integrity": "sha512-3pRGuxRF5gpuZc0W+EpwQRmCD7gRqcDOMt688KmdlDAgAyaB1XlN0zq2njfDNm44XVdIouE7pZ6GzbdyH47uIQ==",
+            "engines": {
+                "node": ">= 8"
+            }
+        },
         "node_modules/webidl-conversions": {
             "version": "4.0.2",
             "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-4.0.2.tgz",
diff --git a/JS/edgechains/lib/package.json b/JS/edgechains/lib/package.json
index d4f9262a9..5463594d2 100644
--- a/JS/edgechains/lib/package.json
+++ b/JS/edgechains/lib/package.json
@@ -1,6 +1,6 @@
 {
     "name": "@arakoodev/edgechains.js",
-    "version": "0.1.17",
+    "version": "0.1.10",
     "main": "dist/index.js",
     "files": [
         "dist",
@@ -26,6 +26,7 @@
         "dotenv": "^16.3.1",
         "hono": "^3.9.2",
         "inquirer": "^9.2.12",
+        "openai": "^4.24.7",
         "prettier": "^3.1.0",
         "typeorm": "^0.3.17"
     },
diff --git a/JS/edgechains/lib/src/lib/clients/PostgresClient.d.ts b/JS/edgechains/lib/src/lib/clients/PostgresClient.d.ts
deleted file mode 100644
index 067292203..000000000
--- a/JS/edgechains/lib/src/lib/clients/PostgresClient.d.ts
+++ /dev/null
@@ -1,18 +0,0 @@
-export declare class PostgresClient {
-    wordEmbeddings: number[][];
-    metric: PostgresDistanceMetric;
-    topK: number;
-    probes: number;
-    tableName: string;
-    namespace: string;
-    arkRequest: any;
-    upperLimit: number;
-    constructor(wordEmbeddings: number[][], metric: PostgresDistanceMetric, topK: number, probes: number, tableName: string, namespace: string, arkRequest: any, upperLimit: number);
-    dbQuery(): Promise<any>;
-}
-declare enum PostgresDistanceMetric {
-    COSINE = "COSINE",
-    IP = "IP",
-    L2 = "L2"
-}
-export {};
diff --git a/JS/edgechains/lib/src/lib/clients/PostgresClient.js b/JS/edgechains/lib/src/lib/clients/PostgresClient.js
deleted file mode 100644
index 32df94ce2..000000000
--- a/JS/edgechains/lib/src/lib/clients/PostgresClient.js
+++ /dev/null
@@ -1,87 +0,0 @@
-import { createConnection, getManager } from "typeorm";
-export class PostgresClient {
-    wordEmbeddings;
-    metric;
-    topK;
-    probes;
-    tableName;
-    namespace;
-    arkRequest;
-    upperLimit;
-    constructor(wordEmbeddings, metric, topK, probes, tableName, namespace, arkRequest, upperLimit) {
-        this.wordEmbeddings = wordEmbeddings;
-        this.metric = metric;
-        this.topK = topK;
-        this.probes = probes;
-        this.tableName = tableName;
-        this.namespace = namespace;
-        this.arkRequest = arkRequest;
-        this.upperLimit = upperLimit;
-    }
-    async dbQuery() {
-        const connection = await createConnection();
-        const entityManager = await getManager();
-        try {
-            const query1 = `SET LOCAL ivfflat.probes = ${this.probes};`;
-            await entityManager.query(query1);
-            let query = "";
-            for (let i = 0; i < this.wordEmbeddings.length; i++) {
-                const embedding = JSON.stringify(this.wordEmbeddings[i]);
-                query += `( SELECT id, raw_text, document_date, metadata, namespace, filename, timestamp, 
-                ${this.arkRequest.textWeight.baseWeight} / (ROW_NUMBER() OVER (ORDER BY text_rank DESC) + ${this.arkRequest.textWeight.fineTuneWeight}) +
-                ${this.arkRequest.similarityWeight.baseWeight} / (ROW_NUMBER() OVER (ORDER BY similarity DESC) + ${this.arkRequest.similarityWeight.fineTuneWeight}) +
-                ${this.arkRequest.dateWeight.baseWeight} / (ROW_NUMBER() OVER (ORDER BY date_rank DESC) + ${this.arkRequest.dateWeight.fineTuneWeight}) AS rrf_score
-                FROM ( SELECT sv.id, sv.raw_text, sv.namespace, sv.filename, sv.timestamp, svtm.document_date, svtm.metadata, ts_rank_cd(sv.tsv, plainto_tsquery('${"english"}', '${this.arkRequest.query}')) AS text_rank, `;
-                if (this.metric === PostgresDistanceMetric.COSINE)
-                    query += `1 - (sv.embedding <=> '${embedding}') AS similarity, `;
-                if (this.metric === PostgresDistanceMetric.IP)
-                    query += `(sv.embedding <#> '${embedding}') * -1 AS similarity, `;
-                if (this.metric === PostgresDistanceMetric.L2)
-                    query += `sv.embedding <-> '${embedding}' AS similarity, `;
-                query += `CASE WHEN svtm.document_date IS NULL THEN 0 ELSE EXTRACT(YEAR FROM svtm.document_date) * 365 + EXTRACT(DOY FROM svtm.document_date) END AS date_rank FROM (SELECT id, raw_text, embedding, tsv, namespace, filename, timestamp from ${this.tableName} WHERE namespace = '${this.namespace}'`;
-                if (this.metric === PostgresDistanceMetric.COSINE)
-                    query += ` ORDER BY embedding <=> '${embedding}'  LIMIT ${this.topK}`;
-                if (this.metric === PostgresDistanceMetric.IP)
-                    query += ` ORDER BY embedding <#> '${embedding}'  LIMIT ${this.topK}`;
-                if (this.metric === PostgresDistanceMetric.L2)
-                    query += ` ORDER BY embedding <-> '${embedding}'  LIMIT ${this.topK}`;
-                query += `) sv JOIN ${this.tableName}_join_${this.arkRequest.metadataTable} jtm ON sv.id = jtm.id JOIN ${this.tableName}_${this.arkRequest.metadataTable} svtm ON jtm.metadata_id = svtm.metadata_id) subquery `;
-                switch (this.arkRequest.orderRRF) {
-                    case "text_rank":
-                        query += `ORDER BY text_rank DESC, rrf_score DESC`;
-                        break;
-                    case "similarity":
-                        query += `ORDER BY similarity DESC, rrf_score DESC`;
-                        break;
-                    case "date_rank":
-                        query += `ORDER BY date_rank DESC, rrf_score DESC`;
-                        break;
-                    case "default":
-                        query += `ORDER BY rrf_score DESC`;
-                        break;
-                }
-                query += ` LIMIT ${this.topK})`;
-                if (i < this.wordEmbeddings.length - 1) {
-                    query += " UNION ALL \n";
-                }
-            }
-            if (this.wordEmbeddings.length > 1) {
-                query = `SELECT * FROM (SELECT DISTINCT ON (result.id) * FROM ( ${query} ) result) subquery ORDER BY rrf_score DESC LIMIT ${this.upperLimit};`;
-            }
-            else {
-                query += ` ORDER BY rrf_score DESC LIMIT ${this.topK};`;
-            }
-            const results = await entityManager.query(query);
-            return results;
-        }
-        finally {
-            await connection.close();
-        }
-    }
-}
-var PostgresDistanceMetric;
-(function (PostgresDistanceMetric) {
-    PostgresDistanceMetric["COSINE"] = "COSINE";
-    PostgresDistanceMetric["IP"] = "IP";
-    PostgresDistanceMetric["L2"] = "L2";
-})(PostgresDistanceMetric || (PostgresDistanceMetric = {}));
diff --git a/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.d.ts b/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.d.ts
deleted file mode 100644
index 73bb47d78..000000000
--- a/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.d.ts
+++ /dev/null
@@ -1,13 +0,0 @@
-export declare class OpenAiEndpoint {
-    url: string;
-    apiKey: string;
-    orgId: string;
-    model: string;
-    role: string;
-    temprature: number;
-    constructor(url: string, apiKey: string, orgId: string, model: string, role: string, temprature: number);
-    gptFn(prompt: string): Promise<string>;
-    embeddings(resp: string): Promise<number[]>;
-    gptFnChat(chatMessages: any): Promise<any>;
-    gptFnTestGenerator(prompt: string): Promise<string>;
-}
diff --git a/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.js b/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.js
deleted file mode 100644
index 92f70633b..000000000
--- a/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.js
+++ /dev/null
@@ -1,142 +0,0 @@
-import axios from "axios";
-export class OpenAiEndpoint {
-    url;
-    apiKey;
-    orgId;
-    model;
-    role;
-    temprature;
-    constructor(url, apiKey, orgId, model, role, temprature) {
-        this.url = url;
-        this.apiKey = apiKey;
-        this.orgId = orgId;
-        this.model = model;
-        this.role = role;
-        this.temprature = temprature;
-    }
-    async gptFn(prompt) {
-        const responce = await axios
-            .post("https://api.openai.com/v1/chat/completions", {
-            model: this.model,
-            messages: [
-                {
-                    role: this.role,
-                    content: prompt,
-                },
-            ],
-            temperature: this.temprature,
-        }, {
-            headers: {
-                Authorization: "Bearer " + this.apiKey,
-                "content-type": "application/json",
-            },
-        })
-            .then(function (response) {
-            return response.data.choices;
-        })
-            .catch(function (error) {
-            if (error.response) {
-                console.log("Server responded with status code:", error.response.status);
-                console.log("Response data:", error.response.data);
-            }
-            else if (error.request) {
-                console.log("No response received:", error.request);
-            }
-            else {
-                console.log("Error creating request:", error.message);
-            }
-        });
-        return responce[0].message.content;
-    }
-    async embeddings(resp) {
-        const responce = await axios
-            .post("https://api.openai.com/v1/embeddings", {
-            model: "text-embedding-ada-002",
-            input: resp,
-        }, {
-            headers: {
-                Authorization: "Bearer " + this.apiKey,
-                "content-type": "application/json",
-            },
-        })
-            .then(function (response) {
-            return response.data.data[0].embedding;
-        })
-            .catch(function (error) {
-            if (error.response) {
-                console.log("Server responded with status code:", error.response.status);
-                console.log("Response data:", error.response.data);
-            }
-            else if (error.request) {
-                console.log("No response received:", error.request);
-            }
-            else {
-                console.log("Error creating request:", error.message);
-            }
-        });
-        return responce;
-    }
-    async gptFnChat(chatMessages) {
-        const responce = await axios
-            .post("https://api.openai.com/v1/chat/completions", {
-            model: this.model,
-            messages: chatMessages,
-            temperature: this.temprature,
-        }, {
-            headers: {
-                Authorization: "Bearer " + this.apiKey,
-                "content-type": "application/json",
-            },
-        })
-            .then(function (response) {
-            return response.data.choices;
-        })
-            .catch(function (error) {
-            if (error.response) {
-                console.log("Server responded with status code:", error.response.status);
-                console.log("Response data:", error.response.data);
-            }
-            else if (error.request) {
-                console.log("No response received:", error.request);
-            }
-            else {
-                console.log("Error creating request:", error.message);
-            }
-        });
-        return responce[0].message.content;
-    }
-    async gptFnTestGenerator(prompt) {
-        const responce = await axios
-            .post("https://api.openai.com/v1/chat/completions", {
-            model: this.model,
-            messages: [
-                {
-                    role: this.role,
-                    content: prompt,
-                },
-            ],
-            temperature: this.temprature,
-        }, {
-            headers: {
-                Authorization: "Bearer " + this.apiKey,
-                "content-type": "application/json",
-            },
-        })
-            .then(function (response) {
-            return response.data.choices;
-        })
-            .catch(function (error) {
-            if (error.response) {
-                console.log("Server responded with status code:", error.response.status);
-                console.log("Response data:", error.response.data);
-            }
-            else if (error.request) {
-                console.log("No response received:", error.request);
-            }
-            else {
-                console.log("Error creating request:", error.message);
-            }
-        });
-        return responce[0].message.content;
-    }
-}
diff --git a/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.ts b/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.ts
index 4126c2b03..c2390596e 100644
--- a/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.ts
+++ b/JS/edgechains/lib/src/lib/endpoints/OpenAiEndpoint.ts
@@ -1,4 +1,8 @@
 import axios from "axios";
+import Openai from "openai"
+
+const openai = new Openai();
+
 
 export class OpenAiEndpoint {
     url: string;
@@ -6,7 +10,6 @@ export class OpenAiEndpoint {
     orgId: string;
     model: string;
     role: string;
-    temprature: number;
 
     constructor(
         url: string,
@@ -14,14 +17,14 @@ export class OpenAiEndpoint {
         orgId: string,
         model: string,
         role: string,
-        temprature: number
+        
     ) {
         this.url = url;
         this.apiKey = apiKey;
         this.orgId = orgId;
         this.model = model;
         this.role = role;
-        this.temprature = temprature;
+        
     }
 
     async gptFn(prompt: string): Promise<string> {
@@ -36,7 +39,7 @@ export class OpenAiEndpoint {
                             content: prompt,
                         },
                     ],
-                    temperature: this.temprature,
+                   
                 },
                 {
                     headers: {
@@ -77,6 +80,7 @@ export class OpenAiEndpoint {
                 }
             )
             .then(function (response) {
+                console.log("response", response );
                 return response.data.data[0].embedding;
             })
             .catch(function (error) {
@@ -100,7 +104,7 @@ export class OpenAiEndpoint {
                 {
                     model: this.model,
                     messages: chatMessages,
-                    temperature: this.temprature,
+                   
                 },
                 {
                     headers: {
@@ -138,7 +142,7 @@ export class OpenAiEndpoint {
                             content: prompt,
                         },
                     ],
-                    temperature: this.temprature,
+                   
                 },
                 {
                     headers: {
diff --git a/JS/edgechains/lib/src/setupTests.d.ts b/JS/edgechains/lib/src/setupTests.d.ts
deleted file mode 100644
index cb0ff5c3b..000000000
--- a/JS/edgechains/lib/src/setupTests.d.ts
+++ /dev/null
@@ -1 +0,0 @@
-export {};
diff --git a/JS/edgechains/lib/src/setupTests.js b/JS/edgechains/lib/src/setupTests.js
deleted file mode 100644
index c0472c6f8..000000000
--- a/JS/edgechains/lib/src/setupTests.js
+++ /dev/null
@@ -1,2 +0,0 @@
-import dotenv from "dotenv";
-dotenv.config({ path: ".env" });
diff --git a/JS/edgechains/lib/src/types/ArkRequest.d.ts b/JS/edgechains/lib/src/types/ArkRequest.d.ts
deleted file mode 100644
index 629a78b7e..000000000
--- a/JS/edgechains/lib/src/types/ArkRequest.d.ts
+++ /dev/null
@@ -1,18 +0,0 @@
-export interface ArkRequest {
-    topK: number;
-    metadataTable: string;
-    query: string;
-    textWeight: {
-        baseWeight: string;
-        fineTuneWeight: string;
-    };
-    similarityWeight: {
-        baseWeight: string;
-        fineTuneWeight: string;
-    };
-    dateWeight: {
-        baseWeight: string;
-        fineTuneWeight: string;
-    };
-    orderRRF: string;
-}
diff --git a/JS/edgechains/lib/src/types/ArkRequest.js b/JS/edgechains/lib/src/types/ArkRequest.js
deleted file mode 100644
index cb0ff5c3b..000000000
--- a/JS/edgechains/lib/src/types/ArkRequest.js
+++ /dev/null
@@ -1 +0,0 @@
-export {};