diff --git a/.gitignore b/.gitignore
index 1335152..6c750a7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -200,4 +200,5 @@ data/*
 app/llmops/*
 
 # ignore wandb files
-**/wandb/
\ No newline at end of file
+**/wandb/
+**/.config.py
\ No newline at end of file
diff --git a/app/llm-template/Pipfile b/app/llm-template/Pipfile
index 5f2258b..2eea0e0 100644
--- a/app/llm-template/Pipfile
+++ b/app/llm-template/Pipfile
@@ -10,6 +10,11 @@ chromadb = "*"
 SQLAlchemy = "*"
 wandb = "*"
 langchain-google-genai = "*"
+langchain-google-vertexai = "*"
+langchain-mongodb = "*"
+langgraph = "*"
+langchain-community = "*"
+beautifulsoup4 = "*"
 openai = "*"
 pydantic = "*"
 
diff --git a/app/llm-template/Pipfile.lock b/app/llm-template/Pipfile.lock
index fcf0287..2a4fa0a 100644
--- a/app/llm-template/Pipfile.lock
+++ b/app/llm-template/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "0d22364fb8cb9e477fcf3936c6715db85c8958b9efc3064490518f3edb15585e"
+            "sha256": "28be69b45a38197768a0d75d0a4aaf28f019b543b4c51469059041db57c2ef71"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -176,6 +176,15 @@
             "markers": "python_version >= '3.7'",
             "version": "==4.2.1"
         },
+        "beautifulsoup4": {
+            "hashes": [
+                "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b",
+                "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"
+            ],
+            "index": "pypi",
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==4.13.3"
+        },
         "build": {
             "hashes": [
                 "sha256:1d61c0887fa860c01971625baae8bdd338e517b836a2f70dd1f7aa3a6b2fc5b5",
@@ -268,6 +277,14 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==15.0.1"
         },
+        "dataclasses-json": {
+            "hashes": [
+                "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a",
+                "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"
+            ],
+            "markers": "python_version >= '3.7' and python_version < '4.0'",
+            "version": "==0.6.7"
+        },
         "deprecated": {
             "hashes": [
                 "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d",
@@ -284,6 +301,14 @@
             "markers": "python_version >= '3.6'",
             "version": "==1.9.0"
         },
+        "dnspython": {
+            "hashes": [
+                "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86",
+                "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==2.7.0"
+        },
         "docker-pycreds": {
             "hashes": [
                 "sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4",
@@ -291,6 +316,14 @@
             ],
             "version": "==0.4.0"
         },
+        "docstring-parser": {
+            "hashes": [
+                "sha256:538beabd0af1e2db0146b6bd3caa526c35a34d61af9fd2887f3a8a27a739aa6e",
+                "sha256:bf0a1387354d3691d102edef7ec124f219ef639982d096e26e3b60aeffa90637"
+            ],
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
+            "version": "==0.16"
+        },
         "durationpy": {
             "hashes": [
                 "sha256:e65359a7af5cedad07fb77a2dd3f390f8eb0b74cb845589fa6c057086834dd38",
@@ -508,6 +541,79 @@
             ],
             "version": "==0.2.0"
         },
+        "google-cloud-aiplatform": {
+            "hashes": [
+                "sha256:45d2a170f22431dae977551eccb740400bdb899807d0c8d4c16c53b2c1dbc6a5",
+                "sha256:bcaa4570a6fb56d3d29cb6b8f92588d4d1a1931de5f90cf07761853dab4c76fd"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.80.0"
+        },
+        "google-cloud-bigquery": {
+            "hashes": [
+                "sha256:5453a4eabe50118254eda9778f3d7dad413490de5f7046b5e66c98f5a1580308",
+                "sha256:fafc2b455ffce3bcc6ce0e884184ef50b6a11350a83b91e327fadda4d5566e72"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==3.29.0"
+        },
+        "google-cloud-core": {
+            "hashes": [
+                "sha256:9b7749272a812bde58fff28868d0c5e2f585b82f37e09a1f6ed2d4d10f134073",
+                "sha256:a9e6a4422b9ac5c29f79a0ede9485473338e2ce78d91f2370c01e730eab22e61"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.4.1"
+        },
+        "google-cloud-resource-manager": {
+            "hashes": [
+                "sha256:4860c3ea9ace760b317ea90d4e27f1b32e54ededdcc340a7cb70c8ef238d8f7c",
+                "sha256:daa70a3a4704759d31f812ed221e3b6f7b660af30c7862e4a0060ea91291db30"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.14.0"
+        },
+        "google-cloud-storage": {
+            "hashes": [
+                "sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba",
+                "sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.19.0"
+        },
+        "google-crc32c": {
+            "hashes": [
+                "sha256:05e2d8c9a2f853ff116db9706b4a27350587f341eda835f46db3c0a8c8ce2f24",
+                "sha256:18e311c64008f1f1379158158bb3f0c8d72635b9eb4f9545f8cf990c5668e59d",
+                "sha256:236c87a46cdf06384f614e9092b82c05f81bd34b80248021f729396a78e55d7e",
+                "sha256:35834855408429cecf495cac67ccbab802de269e948e27478b1e47dfb6465e57",
+                "sha256:386122eeaaa76951a8196310432c5b0ef3b53590ef4c317ec7588ec554fec5d2",
+                "sha256:40b05ab32a5067525670880eb5d169529089a26fe35dce8891127aeddc1950e8",
+                "sha256:48abd62ca76a2cbe034542ed1b6aee851b6f28aaca4e6551b5599b6f3ef175cc",
+                "sha256:50cf2a96da226dcbff8671233ecf37bf6e95de98b2a2ebadbfdf455e6d05df42",
+                "sha256:51c4f54dd8c6dfeb58d1df5e4f7f97df8abf17a36626a217f169893d1d7f3e9f",
+                "sha256:5bcc90b34df28a4b38653c36bb5ada35671ad105c99cfe915fb5bed7ad6924aa",
+                "sha256:62f6d4a29fea082ac4a3c9be5e415218255cf11684ac6ef5488eea0c9132689b",
+                "sha256:6eceb6ad197656a1ff49ebfbbfa870678c75be4344feb35ac1edf694309413dc",
+                "sha256:7aec8e88a3583515f9e0957fe4f5f6d8d4997e36d0f61624e70469771584c760",
+                "sha256:91ca8145b060679ec9176e6de4f89b07363d6805bd4760631ef254905503598d",
+                "sha256:a184243544811e4a50d345838a883733461e67578959ac59964e43cca2c791e7",
+                "sha256:a9e4b426c3702f3cd23b933436487eb34e01e00327fac20c9aebb68ccf34117d",
+                "sha256:bb0966e1c50d0ef5bc743312cc730b533491d60585a9a08f897274e57c3f70e0",
+                "sha256:bb8b3c75bd157010459b15222c3fd30577042a7060e29d42dabce449c087f2b3",
+                "sha256:bd5e7d2445d1a958c266bfa5d04c39932dc54093fa391736dbfdb0f1929c1fb3",
+                "sha256:c87d98c7c4a69066fd31701c4e10d178a648c2cac3452e62c6b24dc51f9fcc00",
+                "sha256:d2952396dc604544ea7476b33fe87faedc24d666fb0c2d5ac971a2b9576ab871",
+                "sha256:d8797406499f28b5ef791f339594b0b5fdedf54e203b5066675c406ba69d705c",
+                "sha256:d9e9913f7bd69e093b81da4535ce27af842e7bf371cde42d1ae9e9bd382dc0e9",
+                "sha256:e2806553238cd076f0a55bddab37a532b53580e699ed8e5606d0de1f856b5205",
+                "sha256:ebab974b1687509e5c973b5c4b8b146683e101e102e17a86bd196ecaa4d099fc",
+                "sha256:ed767bf4ba90104c1216b68111613f0d5926fb3780660ea1198fc469af410e9d",
+                "sha256:f7a1fc29803712f80879b0806cb83ab24ce62fc8daf0569f2204a0cfd7f68ed4"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==1.6.0"
+        },
         "google-genai": {
             "hashes": [
                 "sha256:c48ac44612ad6aadc0bf96b12fa4314756baa16382c890fff793bcb53e9a9cc8"
@@ -523,7 +629,18 @@
             "markers": "python_version >= '3.9'",
             "version": "==0.8.4"
         },
+        "google-resumable-media": {
+            "hashes": [
+                "sha256:3ce7551e9fe6d99e9a126101d2536612bb73486721951e9562fee0f90c6ababa",
+                "sha256:5280aed4629f2b60b847b0d42f9857fd4935c11af266744df33d8074cae92fe0"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.7.2"
+        },
         "googleapis-common-protos": {
+            "extras": [
+                "grpc"
+            ],
             "hashes": [
                 "sha256:c3e7b33d15fdca5374cc0a7346dd92ffa847425cc4ea941d970f13680052ec8c",
                 "sha256:d7abcd75fabb2e0ec9f74466401f6c119a0b498e27370e9be4c94cb7e382b8ed"
@@ -531,6 +648,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==1.66.0"
         },
+        "grpc-google-iam-v1": {
+            "hashes": [
+                "sha256:c66e07aa642e39bb37950f9e7f491f70dad150ac9801263b42b2814307c2df99",
+                "sha256:fb4a084b30099ba3ab07d61d620a0d4429570b13ff53bd37bac75235f98b7da4"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.14.0"
+        },
         "grpcio": {
             "hashes": [
                 "sha256:0495c86a55a04a874c7627fd33e5beaee771917d92c0e6d9d797628ac40e7655",
@@ -679,6 +804,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.28.1"
         },
+        "httpx-sse": {
+            "hashes": [
+                "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721",
+                "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.4.0"
+        },
         "huggingface-hub": {
             "hashes": [
                 "sha256:893471090c98e3b6efbdfdacafe4052b20b84d59866fb6f54c33d9af18c303ae",
@@ -834,6 +967,15 @@
             "markers": "python_version >= '3.9' and python_version < '4.0'",
             "version": "==0.3.18"
         },
+        "langchain-community": {
+            "hashes": [
+                "sha256:13bbd87d681b0df67bafa294321613b13ac524f173c92f11048d40c74e585f0b",
+                "sha256:d8547a3d4f8307950be88ca638cd6ab1abe2440d0012e401a172ba4a39aa8044"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.9' and python_version < '4.0'",
+            "version": "==0.3.17"
+        },
         "langchain-core": {
             "hashes": [
                 "sha256:26504cf1e8e6c310adad907b890d4e3c147581cfa7434114f6dc1134fe4bc6d3",
@@ -851,6 +993,24 @@
             "markers": "python_version >= '3.9' and python_version < '4.0'",
             "version": "==2.0.9"
         },
+        "langchain-google-vertexai": {
+            "hashes": [
+                "sha256:7edc4de0ef7e8caf6cf075f31ebe29f17d99c6c739ac43ed5b9df4f8c1c4c1fb",
+                "sha256:eba80d6a2e2e1cbc1973843822df584e5d39a007851d5d5aebd28093a4ea7bdc"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.9' and python_version < '4.0'",
+            "version": "==2.0.13"
+        },
+        "langchain-mongodb": {
+            "hashes": [
+                "sha256:9a9d0cefe7e2b32d50d2941121fd098baccbaf65e1848aca2d0593a3480b04b6",
+                "sha256:ab9000ff87b3c8c8f9e6f2c34f1324e0e333d949ac985f4b9b18c3b5bd32393e"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.9'",
+            "version": "==0.4.0"
+        },
         "langchain-text-splitters": {
             "hashes": [
                 "sha256:c537972f4b7c07451df431353a538019ad9dadff7a1073ea363946cea97e1bee",
@@ -859,6 +1019,31 @@
             "markers": "python_version >= '3.9' and python_version < '4.0'",
             "version": "==0.3.6"
         },
+        "langgraph": {
+            "hashes": [
+                "sha256:6cdcf23b37f6580ba93e75f909d1eaefbbf42cd0e0a98be5db17d2377a711362",
+                "sha256:8cdce67f8b011d2d9df5996553fdcb450b4caa756e6940480617e16f1d7a67f3"
+            ],
+            "index": "pypi",
+            "markers": "python_version < '4.0' and python_full_version >= '3.9.0'",
+            "version": "==0.2.71"
+        },
+        "langgraph-checkpoint": {
+            "hashes": [
+                "sha256:1b7e4967b784e2b66dc38ff6840e929c658c47ee00c28cf0e354b95062060e89",
+                "sha256:37e45a9b06ee37b9fe705c1f96f72a4ca1730195ca9553f1c1f49a152dbf21ff"
+            ],
+            "markers": "python_full_version >= '3.9.0' and python_full_version < '4.0.0'",
+            "version": "==2.0.12"
+        },
+        "langgraph-sdk": {
+            "hashes": [
+                "sha256:ce2b58466d1700d06149782ed113157a8694a6d7932c801f316cd13fab315fe4",
+                "sha256:dea1363e72562cb1e82a2d156be8d5b1a69ff3fe8815eee0e1e7a2f423242ec1"
+            ],
+            "markers": "python_full_version >= '3.9.0' and python_full_version < '4.0.0'",
+            "version": "==0.1.51"
+        },
         "langsmith": {
             "hashes": [
                 "sha256:97f9bebe0b7cb0a4f278e6ff30ae7d5ededff3883b014442ec6d7d575b02a0f1",
@@ -875,6 +1060,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.0.0"
         },
+        "marshmallow": {
+            "hashes": [
+                "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c",
+                "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==3.26.1"
+        },
         "mdurl": {
             "hashes": [
                 "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8",
@@ -984,6 +1177,76 @@
             ],
             "version": "==1.3.0"
         },
+        "msgpack": {
+            "hashes": [
+                "sha256:06f5fd2f6bb2a7914922d935d3b8bb4a7fff3a9a91cfce6d06c13bc42bec975b",
+                "sha256:071603e2f0771c45ad9bc65719291c568d4edf120b44eb36324dcb02a13bfddf",
+                "sha256:0907e1a7119b337971a689153665764adc34e89175f9a34793307d9def08e6ca",
+                "sha256:0f92a83b84e7c0749e3f12821949d79485971f087604178026085f60ce109330",
+                "sha256:115a7af8ee9e8cddc10f87636767857e7e3717b7a2e97379dc2054712693e90f",
+                "sha256:13599f8829cfbe0158f6456374e9eea9f44eee08076291771d8ae93eda56607f",
+                "sha256:17fb65dd0bec285907f68b15734a993ad3fc94332b5bb21b0435846228de1f39",
+                "sha256:2137773500afa5494a61b1208619e3871f75f27b03bcfca7b3a7023284140247",
+                "sha256:3180065ec2abbe13a4ad37688b61b99d7f9e012a535b930e0e683ad6bc30155b",
+                "sha256:398b713459fea610861c8a7b62a6fec1882759f308ae0795b5413ff6a160cf3c",
+                "sha256:3d364a55082fb2a7416f6c63ae383fbd903adb5a6cf78c5b96cc6316dc1cedc7",
+                "sha256:3df7e6b05571b3814361e8464f9304c42d2196808e0119f55d0d3e62cd5ea044",
+                "sha256:41c991beebf175faf352fb940bf2af9ad1fb77fd25f38d9142053914947cdbf6",
+                "sha256:42f754515e0f683f9c79210a5d1cad631ec3d06cea5172214d2176a42e67e19b",
+                "sha256:452aff037287acb1d70a804ffd022b21fa2bb7c46bee884dbc864cc9024128a0",
+                "sha256:4676e5be1b472909b2ee6356ff425ebedf5142427842aa06b4dfd5117d1ca8a2",
+                "sha256:46c34e99110762a76e3911fc923222472c9d681f1094096ac4102c18319e6468",
+                "sha256:471e27a5787a2e3f974ba023f9e265a8c7cfd373632247deb225617e3100a3c7",
+                "sha256:4a1964df7b81285d00a84da4e70cb1383f2e665e0f1f2a7027e683956d04b734",
+                "sha256:4b51405e36e075193bc051315dbf29168d6141ae2500ba8cd80a522964e31434",
+                "sha256:4d1b7ff2d6146e16e8bd665ac726a89c74163ef8cd39fa8c1087d4e52d3a2325",
+                "sha256:53258eeb7a80fc46f62fd59c876957a2d0e15e6449a9e71842b6d24419d88ca1",
+                "sha256:534480ee5690ab3cbed89d4c8971a5c631b69a8c0883ecfea96c19118510c846",
+                "sha256:58638690ebd0a06427c5fe1a227bb6b8b9fdc2bd07701bec13c2335c82131a88",
+                "sha256:58dfc47f8b102da61e8949708b3eafc3504509a5728f8b4ddef84bd9e16ad420",
+                "sha256:59caf6a4ed0d164055ccff8fe31eddc0ebc07cf7326a2aaa0dbf7a4001cd823e",
+                "sha256:5dbad74103df937e1325cc4bfeaf57713be0b4f15e1c2da43ccdd836393e2ea2",
+                "sha256:5e1da8f11a3dd397f0a32c76165cf0c4eb95b31013a94f6ecc0b280c05c91b59",
+                "sha256:646afc8102935a388ffc3914b336d22d1c2d6209c773f3eb5dd4d6d3b6f8c1cb",
+                "sha256:64fc9068d701233effd61b19efb1485587560b66fe57b3e50d29c5d78e7fef68",
+                "sha256:65553c9b6da8166e819a6aa90ad15288599b340f91d18f60b2061f402b9a4915",
+                "sha256:685ec345eefc757a7c8af44a3032734a739f8c45d1b0ac45efc5d8977aa4720f",
+                "sha256:6ad622bf7756d5a497d5b6836e7fc3752e2dd6f4c648e24b1803f6048596f701",
+                "sha256:73322a6cc57fcee3c0c57c4463d828e9428275fb85a27aa2aa1a92fdc42afd7b",
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@@ -1082,6 +1345,14 @@
             "markers": "python_version >= '3.8'",
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@@ -1362,10 +1633,10 @@
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@@ -1619,6 +1890,14 @@
             "markers": "python_version >= '3.8'",
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@@ -1627,6 +1906,69 @@
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+            "version": "==4.11.1"
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@@ -1662,6 +2004,7 @@
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             "version": "==1.0.1"
         },
         "pyyaml": {
@@ -1870,6 +2213,54 @@
             "markers": "python_version >= '3.9'",
             "version": "==75.8.0"
         },
+        "shapely": {
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+                "sha256:d8f1da01c04527f7da59ee3755d8ee112cd8967c15fab9e43bba936b81e2a013",
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+                "sha256:e1c4f1071fe9c09af077a69b6c75f17feb473caeea0c3579b3e94834efcbdc36",
+                "sha256:e6d95703efaa64aaabf278ced641b888fc23d9c6dd71f8215091afd8a26a66e3",
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+                "sha256:fc19b78cc966db195024d8011649b4e22812f805dd49264323980715ab80accc"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.7"
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         "shellingham": {
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@@ -1902,6 +2293,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==1.3.1"
         },
+        "soupsieve": {
+            "hashes": [
+                "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb",
+                "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.6"
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         "sqlalchemy": {
             "hashes": [
                 "sha256:0398361acebb42975deb747a824b5188817d32b5c8f8aba767d51ad0cc7bb08d",
@@ -2043,6 +2442,13 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.12.2"
         },
+        "typing-inspect": {
+            "hashes": [
+                "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f",
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diff --git a/app/llm-template/config.py b/app/llm-template/config.py
deleted file mode 100644
index 85851dc..0000000
--- a/app/llm-template/config.py
+++ /dev/null
@@ -1,10 +0,0 @@
-# config.py
-
-# Add your configuration variables here
-OPENAI_API_KEY = "YOUR_OPENAI_API_KEY"
-WANDB_API_KEY = "df1c4099caa8afae3fc83140689c7e799fb0cdad"
-GOOGLE_API_KEY = "AIzaSyCIRXC8q5-gKjT5TjiqLxEdKFEmOEzebNQ"
-LANGSMITH_API_KEY = "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"
-
-# Set LangSmith environment variables
-LANGCHAIN_PROJECT = 'llmops-demo'
\ No newline at end of file
diff --git a/app/llm-template/main.py b/app/llm-template/main.py
index c20332d..d61f612 100644
--- a/app/llm-template/main.py
+++ b/app/llm-template/main.py
@@ -26,6 +26,100 @@ prompt_template = PromptTemplate(template="Write a short poem about the sun.", i
 chain = LLMChain(llm=llm, prompt=prompt_template)
 response = chain.run({})
 
-print(response)
+# print(response)
+
+import time
+from langsmith import Client, Run
+from langsmith.evaluation import EvaluationResult
+
+# Initialize LangSmith client
+client = Client(api_key=LANGSMITH_API_KEY)  # Replace with your API key
+project_name = "my-gemini-evaluation"  # Your LangSmith project name
+
+def evaluate_gemini_response(prompt, expected_response, gemini_response):
+    """Evaluates Gemini's response against an expected response and logs to LangSmith."""
+
+    # 1. Create a Run object (This is the correct way for manual logging)
+    run = Run(
+        client=client,
+        project_name=project_name,
+        inputs={"prompt": prompt, "expected_response": expected_response},  # Log inputs here
+    )
+
+    try:  # Use a try-except block for proper error handling
+        start_time = time.time()
+        
+        # ... (Your Gemini API call goes here) ...
+        llm = ChatGoogleGenerativeAI(model="gemini-2.0-flash-001", google_api_key=GOOGLE_API_KEY, callbacks=[tracer])
+        # Example usage of Gemini API
+        prompt_template = PromptTemplate(template="Start from here: ", input_variables=[])
+        chain = LLMChain(llm=llm, prompt=prompt_template)
+        gemini_response = chain.run({})  # Replace with your actual Gemini call
+
+        end_time = time.time()
+        latency = end_time - start_time
+
+        run.outputs = {"gemini_response": gemini_response}  # Log outputs
+        run.latency = latency # Log latency
+
+        # 2. End the Run (Important!)
+        run.end() # Mark the run as complete.
+
+        # 3. Evaluate and log the result
+        evaluation_result = evaluate_response(expected_response, gemini_response)
+        run.create_evaluation(evaluation_result) # Log the evaluation
+
+        return evaluation_result
+
+    except Exception as e:  # Handle exceptions
+        run.end(error=str(e))  # Log the error in LangSmith
+        print(f"Error during Gemini call or evaluation: {e}")
+        return None  # Or handle the error as needed
+
+def evaluate_response(expected_response, gemini_response):
+    """Performs the actual evaluation logic.  Customize this!"""
+
+    # Example 1: Exact match (simple, but often not realistic)
+    if expected_response.strip().lower() == gemini_response.strip().lower():
+        score = 1.0  # Perfect match
+        feedback = "Exact match!"
+    # Example 2: Keyword overlap (more flexible)
+    elif any(keyword in gemini_response.lower() for keyword in expected_response.lower().split()):
+        score = 0.7  # Partial match (adjust score as needed)
+        feedback = "Keyword overlap."
+    # Example 3: Semantic similarity (requires external library/API) -  Advanced!
+    # ... (Use a library like SentenceTransformers or an API for semantic similarity) ...
+    else:
+        score = 0.0
+        feedback = "No match."
+
+    # Create a LangSmith EvaluationResult object
+    evaluation_result = EvaluationResult(
+        score=score,
+        value=gemini_response, # The actual response being evaluated
+        comment=feedback,
+        # Other metadata you might want to add, like prompt or expected response
+        metadata = {"expected_response": expected_response} 
+    )
+
+    return evaluation_result
+
+
+
+# Example usage:
+prompt = "Translate 'Hello, world!' to French."
+expected_response = "Bonjour le monde !"
+gemini_response = "Bonjour monde !" # Or get the actual response from Gemini
+
+evaluation = evaluate_gemini_response(prompt, expected_response, gemini_response)
+print(f"Evaluation Score: {evaluation.score}, Feedback: {evaluation.comment}")
+
+# Another example
+prompt = "What is the capital of France?"
+expected_response = "Paris"
+gemini_response = "The capital of France is Paris."
+
+evaluation = evaluate_gemini_response(prompt, expected_response, gemini_response)
+print(f"Evaluation Score: {evaluation.score}, Feedback: {evaluation.comment}")
 
 wandb.finish()
\ No newline at end of file
diff --git a/notebooks/notebook.ipynb b/notebooks/notebook.ipynb
new file mode 100644
index 0000000..e69de29