diff --git a/projects/ai/gen-media/experimental/GetReadywithMe/requirements.in b/projects/ai/gen-media/experimental/GetReadywithMe/requirements.in
index 26106e80..daace8ac 100644
--- a/projects/ai/gen-media/experimental/GetReadywithMe/requirements.in
+++ b/projects/ai/gen-media/experimental/GetReadywithMe/requirements.in
@@ -9,5 +9,5 @@ opencv-python==4.13.0.92
 scikit-image==0.26.0
 requests==2.34.2
 cryptography==49.0.0
-gitpython==3.1.57
+gitpython==3.1.58
 
diff --git a/projects/ai/gen-media/experimental/GetReadywithMe/requirements.txt b/projects/ai/gen-media/experimental/GetReadywithMe/requirements.txt
index 21197eb8..9dc54c55 100644
--- a/projects/ai/gen-media/experimental/GetReadywithMe/requirements.txt
+++ b/projects/ai/gen-media/experimental/GetReadywithMe/requirements.txt
@@ -318,9 +318,9 @@ gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
     # via gitpython
-gitpython==3.1.57 \
-    --hash=sha256:4ccf7d73c10f5c9e76043fbb2675ac5a1b3ff5b41e648f56bcbed5f63792ecaf \
-    --hash=sha256:c493ec57c0ef6b19743798b6a5af859c71814b524e7e6f97baa2f8e658961488
+gitpython==3.1.58 \
+    --hash=sha256:621416df10ef3fd0e19fabf9172ddeed0fa704d353d04f194eec56a625a95b22 \
+    --hash=sha256:d331e722577f0fd7fc1f857419b3ecc07af66282b933d2a4d95f84a042fdd50f
     # via
     #   -r requirements.in
     #   streamlit
diff --git a/projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.in b/projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.in
index c29e142d..ef61972a 100644
--- a/projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.in
+++ b/projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.in
@@ -5,7 +5,7 @@ pydantic==2.13.4
 fastapi==0.141.1
 uvicorn==0.52.0
 python-dotenv==1.2.2
-gitpython==3.1.57
+gitpython==3.1.58
 aiohttp==3.14.3
 starlette==1.3.1
 
diff --git a/projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt b/projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
index c7a725e9..eed732aa 100644
--- a/projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
+++ b/projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
@@ -1,9 +1,5 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile --generate-hashes --output-file=requirements.txt requirements.in
-absl-py==2.3.1 \
-    --hash=sha256:a97820526f7fbfd2ec1bce83f3f25e3a14840dac0d8e02a0b71cd75db3f77fc9 \
-    --hash=sha256:eeecf07f0c2a93ace0772c92e596ace6d3d3996c042b2128459aaae2a76de11d
-    # via -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
 aiohappyeyeballs==2.7.1 \
     --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
     --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
@@ -129,22 +125,11 @@ aiohttp==3.14.3 \
     --hash=sha256:fc290605db2a917f6e81b0e1e0796469871f5af381ce15c604a3c5c7e51cb730 \
     --hash=sha256:fc353029f176fd2b3ec6cfc71be166aba1936fe5d73dd1992ce289ca6647a9aa \
     --hash=sha256:fee0c6bc7db1de362252affec009707a17478a00ec69f797d23ca256e36d5940
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   google-cloud-aiplatform
-    #   toolbox-core
+    # via -r requirements.in
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
     --hash=sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7
     # via aiohttp
-aiosqlite==0.22.1 \
-    --hash=sha256:043e0bd78d32888c0a9ca90fc788b38796843360c855a7262a532813133a0650 \
-    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
-    # via google-adk
-alembic==1.18.5 \
-    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc \
-    --hash=sha256:1554982221dd17e9a749b53902407578eb305e453f71999e8c7f0a48389fff8e
-    # via sqlalchemy-spanner
 annotated-doc==0.0.4 \
     --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
     --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
@@ -157,27 +142,18 @@ anyio==4.14.2 \
     --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
     --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
-    #   google-adk
     #   google-genai
     #   httpx
-    #   mcp
-    #   sse-starlette
     #   starlette
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-    # via
-    #   aiohttp
-    #   jsonschema
-    #   referencing
-authlib==1.7.2 \
-    --hash=sha256:2cea25fefcd4e7173bdf1372c0afc265c8034b23a8cd5dcb6a9164b826c64231 \
-    --hash=sha256:3e1faedc9d87e7d56a164eca3ccb6ace0d61b94abe83e92242f8dc8bba9b4a9f
-    # via google-adk
+    # via aiohttp
 certifi==2026.7.22 \
     --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
     --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
+    #   google-cloud-aiplatform
     #   httpcore
     #   httpx
     #   requests
@@ -282,9 +258,7 @@ cffi==2.1.0 \
     --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
     --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
     --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
-    # via
-    #   cryptography
-    #   soundfile
+    # via cryptography
 charset-normalizer==3.4.9 \
     --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
     --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
@@ -383,13 +357,7 @@ charset-normalizer==3.4.9 \
 click==8.4.2 \
     --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
     --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
-    # via
-    #   google-adk
-    #   uvicorn
-cloudpickle==3.1.2 \
-    --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
-    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
-    # via google-cloud-aiplatform
+    # via uvicorn
 cryptography==49.0.0 \
     --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
     --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
@@ -437,19 +405,7 @@ cryptography==49.0.0 \
     --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
     --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
     --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
-    # via
-    #   authlib
-    #   google-auth
-    #   joserfc
-    #   pyjwt
-decorator==5.3.1 \
-    --hash=sha256:4cbcdd55a6efadb9dbea26b858f4fb3264567b52d69ca0d25b721b553f60ea82 \
-    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
-    # via moviepy
-deprecated==1.3.1 \
-    --hash=sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f \
-    --hash=sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223
-    # via toolbox-core
+    # via google-auth
 distro==1.9.0 \
     --hash=sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed \
     --hash=sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2
@@ -458,10 +414,10 @@ docstring-parser==0.18.0 \
     --hash=sha256:292510982205c12b1248696f44959db3cdd1740237a968ea1e2e7a900eeb2015 \
     --hash=sha256:b3fcbed555c47d8479be0796ef7e19c2670d428d72e96da63f3a40122860374b
     # via google-cloud-aiplatform
-fastapi==0.139.2 \
-    --hash=sha256:333145a6891e9b5b3cfceb69baf817e8240cde4d4588ae5a10bf56ffacb6255e \
-    --hash=sha256:b9ad015a835173d59865e2f5d8296fbc2b317bf56a2ba1a5bfbdd03de2fd4b1c
-    # via google-adk
+fastapi==0.141.1 \
+    --hash=sha256:bfb91aa2d334c61cb35ba9a116fc123b3d3df31640b801cf57a7a78ec3f603b3 \
+    --hash=sha256:e8822fc40db1e1858054d7a949a888695bc9bdce70139178e33bd2871a453ca1
+    # via -r requirements.in
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
     --hash=sha256:032efa2674356903cd0261c4317a561a6850f3ac864a63fc1583147fb05a79b0 \
@@ -596,182 +552,58 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-adk==1.30.0 \
-    --hash=sha256:53cf7330e76c14e44a8518e6d548bed7bf351537b3a98d9cfd29dc5d2f90de49 \
-    --hash=sha256:5e33f37a77d2af663296ad4e77eeaa78af20fff0ab0cb131059382f24347e21e
-    # via google-cloud-aiplatform
-google-ads==30.0.0 \
-    --hash=sha256:d54a281fce48f4e059ba403666f9237d4bd8612d4422a61bb8f1ee11d2cf3384 \
-    --hash=sha256:dcecfa97c5df0a19be7f7b614ceaa74de687c827a7f7d69385cc5f330b6ebd6e
-    # via -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
+gitdb==4.0.12 \
+    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+    # via gitpython
+gitpython==3.1.58 \
+    --hash=sha256:621416df10ef3fd0e19fabf9172ddeed0fa704d353d04f194eec56a625a95b22 \
+    --hash=sha256:d331e722577f0fd7fc1f857419b3ecc07af66282b933d2a4d95f84a042fdd50f
+    # via -r requirements.in
 google-api-core==2.33.0 \
     --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
     --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
-    #   google-ads
-    #   google-api-python-client
     #   google-cloud-aiplatform
-    #   google-cloud-appengine-logging
     #   google-cloud-bigquery
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
     #   google-cloud-core
-    #   google-cloud-dataplex
-    #   google-cloud-discoveryengine
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
     #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
     #   google-cloud-storage
-    #   google-cloud-texttospeech
-    #   google-cloud-trace
-google-api-python-client==2.198.0 \
-    --hash=sha256:dfe3e16fb241af6e9c460a33f65085b3450e05cea09364f6b5d8997fb7e43e2a \
-    --hash=sha256:fabac935474e817da5e662ff61bf7139439d6f92b32d332a7318a2d45931e03e
-    # via google-adk
 google-auth==2.56.2 \
     --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
     --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
-    #   google-adk
     #   google-api-core
-    #   google-api-python-client
-    #   google-auth-httplib2
-    #   google-auth-oauthlib
     #   google-cloud-aiplatform
-    #   google-cloud-appengine-logging
     #   google-cloud-bigquery
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
     #   google-cloud-core
-    #   google-cloud-dataplex
-    #   google-cloud-discoveryengine
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
     #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
     #   google-cloud-storage
-    #   google-cloud-texttospeech
-    #   google-cloud-trace
     #   google-genai
-    #   toolbox-core
-google-auth-httplib2==0.4.0 \
-    --hash=sha256:8e55cfafa3358cba85f6cad4a886138e88e158d71e7e5c9ee5936a5c1507fb91 \
-    --hash=sha256:d5b030a204b7a4b4d553ba9ca701b62481ee2b74419325580be70f7d85ffed35
-    # via google-api-python-client
-google-auth-oauthlib==1.4.0 \
-    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
-    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
-    # via google-ads
-google-cloud-aiplatform==1.147.0 \
-    --hash=sha256:29f7ae020718d3c45094f0475464e06a97f81b1572bea150ae6a1b22c5f45997 \
-    --hash=sha256:b2e1b669ba37f02426e03eb13187eebf4cbfeaa0a3bfed37b5578abb375ab689
+google-cloud-aiplatform==1.163.0 \
+    --hash=sha256:23855d261aadcf949fa6102f94d0d0dbd9af879dc4e3f651e7f4e27296af8cca \
+    --hash=sha256:b570d22b145504e66f3f50f4bdeeae3c818ba46f330276566e80a42937ff53ef
+    # via -r requirements.in
+google-cloud-bigquery==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   google-adk
-google-cloud-appengine-logging==1.10.0 \
-    --hash=sha256:193675caaf062c41688a3e2c744b73614db82408bc7fb060353b6878d7134492 \
-    --hash=sha256:b5563e76010a36e6adf1cc489620c29ee4fb3b986b006d237e9a061eb0f0abb7
-    # via google-cloud-logging
-google-cloud-audit-log==0.6.0 \
-    --hash=sha256:4dd343683c0bb31187ebef3426803f13159e950fbea3fe60a864855cfed959b8 \
-    --hash=sha256:8c5ecbc341ad3b3daf776981f6d7fd7ab5ff5a29c5dce3172c669b570e0f6717
-    # via google-cloud-logging
-google-cloud-bigquery==3.38.0 \
-    --hash=sha256:8afcb7116f5eac849097a344eb8bfda78b7cfaae128e60e019193dd483873520 \
-    --hash=sha256:e06e93ff7b245b239945ef59cb59616057598d369edac457ebf292bd61984da6
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   google-adk
+    #   -r requirements.in
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.39.0 \
-    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
-    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
-    # via google-adk
-google-cloud-bigtable==2.41.0 \
-    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
-    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
-    # via google-adk
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
     --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
-    #   google-cloud-bigtable
-    #   google-cloud-logging
-    #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-dataplex==2.20.0 \
-    --hash=sha256:920bbc466eea3ce0168f9fefc4a16fd33e6ddb70537588666ce8e6609f1e1553 \
-    --hash=sha256:cbdc55ec184a58c6d444f6d37fcc9070664a345a8e110f34dd7233ed37f92047
-    # via google-adk
-google-cloud-discoveryengine==0.13.12 \
-    --hash=sha256:295f8c6df3fb26b90fb82c2cd6fbcf4b477661addcb19a94eea16463a5c4e041 \
-    --hash=sha256:d6b9f8fadd8ad0d2f4438231c5eb7772a317e9f59cafbcbadc19b5d54c609419
-    # via google-adk
-google-cloud-iam==2.24.0 \
-    --hash=sha256:199a2512723abec10a49d581e638ccdf5b8a9671e1d5d6ff3ffeaa727075435f \
-    --hash=sha256:29d52032f774b4d3c01b6d8e1f4a8d029ae61c3bdba60ddac402866be11159db
-    # via google-cloud-aiplatform
-google-cloud-logging==3.16.1 \
-    --hash=sha256:2314db116753d8a449f28d3f60f710885f5c563a47311850415f9e3e0a116970 \
-    --hash=sha256:603024ad8257d8194f53c9dfaf27fc2c32111d627bc4c574556584a8150fcace
-    # via
-    #   google-cloud-aiplatform
-    #   opentelemetry-exporter-gcp-logging
-google-cloud-monitoring==2.31.0 \
-    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
-    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
-    # via
-    #   google-cloud-spanner
-    #   opentelemetry-exporter-gcp-monitoring
-google-cloud-pubsub==2.39.0 \
-    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
-    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
-    # via google-adk
 google-cloud-resource-manager==1.18.0 \
     --hash=sha256:69bab144acd75878ebe44b720903dc3d140cb7d3be3261eaa8bc81e48afaff33 \
     --hash=sha256:db689f800a14c66d041196a7fbb8bb8aae8dc87f28c2929e101a5ec766b15512
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.30.0 \
-    --hash=sha256:0f285e77d09a73700e3fca9abbc77f844a50276989bf76d64a76b6e2b871e396 \
-    --hash=sha256:26ec87737731b483f7f95c26a8c7ab79e22cb66317c95006e7f6985dbc43c8a2
-    # via google-adk
-google-cloud-spanner==3.69.0 \
-    --hash=sha256:5efc8bc346fa4958135f43cd68c78cfcfa2c13aaa6bf162fa8b56943ca288ae8 \
-    --hash=sha256:e274dd63957db3c453bda20d25d9dc42662f2e58f53957bc3706811b3d539484
-    # via
-    #   google-adk
-    #   sqlalchemy-spanner
-google-cloud-speech==2.40.0 \
-    --hash=sha256:7cc0302b3b9ca33d2eae9669da94a44316601a240942895362ac70e765b9f39c \
-    --hash=sha256:e89e688e4ce0b926754038bf992d0d0f065c5f1c3503bb20e6c46d08b63658fc
-    # via google-adk
 google-cloud-storage==3.13.0 \
     --hash=sha256:648af3ef8a6acc674e1359d3c920c67eb89a7a5ab66b336bd3ac43fed6b5ab84 \
     --hash=sha256:d11d8706ea1520fba0f21043bcb7897caf7015d76ce1ad9a4f60237e4d7a9f6c
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   google-adk
-    #   google-cloud-aiplatform
-google-cloud-texttospeech==2.33.0 \
-    --hash=sha256:311157b74210cc4777f148ab6a62bc2cc24b3f52a7dc106c0a0223c1830b618f \
-    --hash=sha256:a97273fc0e32972f8d262a9cb4a134eb9f1300518cae3612ff80053a5eef1f44
-    # via -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-google-cloud-trace==1.20.0 \
-    --hash=sha256:88527c02948f410ed62ceaac5c960597a4143e3c11ce62273143f11aa388f564 \
-    --hash=sha256:f5a6f9b8da530b76c452163b83e5081c1696f1b4f67290c878b0e7370f1e910a
-    # via
-    #   google-cloud-aiplatform
-    #   opentelemetry-exporter-gcp-trace
+    # via google-cloud-aiplatform
 google-crc32c==1.8.0 \
     --hash=sha256:014a7e68d623e9a4222d663931febc3033c5c7c9730785727de2a81f87d5bab8 \
     --hash=sha256:01f126a5cfddc378290de52095e2c7052be2ba7656a9f0caf4bcd1bfb1833f8a \
@@ -807,15 +639,13 @@ google-crc32c==1.8.0 \
     --hash=sha256:f4b51844ef67d6cf2e9425983274da75f18b1597bb2c998e1c0a0e8d46f8f651 \
     --hash=sha256:f639065ea2042d5c034bf258a9f085eaa7af0cd250667c0635a3118e8f92c69c
     # via
-    #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==1.74.0 \
-    --hash=sha256:87d0b311c67d4b2a0ca741e9fc6891330c29defae81d46d8db41079aa1a3d80a \
-    --hash=sha256:c4c473cebdeb6e5adbb0639326de66a3a85a2209e0d32de7d66bf05c698abae8
+google-genai==2.16.0 \
+    --hash=sha256:c4c2524926001b18073db927a5d75bb7c8be7b5fd13ab507d599f51fff2284c5 \
+    --hash=sha256:f9eda6a7a3dd4491a0d2253c4bdd4536462d63838ed3f1b0e4fb9a0eb8f43331
     # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   google-adk
+    #   -r requirements.in
     #   google-cloud-aiplatform
 google-resumable-media==2.10.0 \
     --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
@@ -827,32 +657,13 @@ googleapis-common-protos==1.75.0 \
     --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
     --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
-    #   google-ads
     #   google-api-core
-    #   google-cloud-audit-log
     #   grpc-google-iam-v1
     #   grpcio-status
-    #   opentelemetry-exporter-otlp-proto-http
-graphviz==0.21 \
-    --hash=sha256:20743e7183be82aaaa8ad6c93f8893c923bd6658a04c32ee115edb3c8a835f78 \
-    --hash=sha256:54f33de9f4f911d7e84e4191749cac8cc5653f815b06738c54db9a15ab8b1e42
-    # via google-adk
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
-    # via
-    #   google-cloud-bigtable
-    #   google-cloud-dataplex
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-pubsub
-    #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-grpc-interceptor==0.15.4 \
-    --hash=sha256:0035f33228693ed3767ee49d937bac424318db173fef4d2d0170b3215f254d9d \
-    --hash=sha256:1f45c0bcb58b6f332f37c637632247c9b02bc6af0fdceb7ba7ce8d2ebbfb0926
-    # via google-cloud-spanner
+    # via google-cloud-resource-manager
 grpcio==1.83.0 \
     --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
     --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
@@ -906,33 +717,15 @@ grpcio==1.83.0 \
     --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
     --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
-    #   google-ads
     #   google-api-core
-    #   google-cloud-appengine-logging
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
-    #   google-cloud-dataplex
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
     #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
-    #   google-cloud-texttospeech
-    #   google-cloud-trace
     #   googleapis-common-protos
     #   grpc-google-iam-v1
-    #   grpc-interceptor
     #   grpcio-status
 grpcio-status==1.83.0 \
     --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
     --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
-    # via
-    #   google-ads
-    #   google-api-core
-    #   google-cloud-pubsub
+    # via google-api-core
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
@@ -943,24 +736,10 @@ httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httplib2==0.32.0 \
-    --hash=sha256:48a0ef30a42db65d8f3399045e1d09ab0ba66e3b9efc360d07f80ea55d286025 \
-    --hash=sha256:dc6705cacdf3fb0a2aba7629fa33c90fd93e30035db0c157325826be177e4816
-    # via
-    #   google-api-python-client
-    #   google-auth-httplib2
 httpx==0.28.1 \
     --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
     --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   google-adk
-    #   google-genai
-    #   mcp
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
-    # via mcp
+    # via google-genai
 idna==3.18 \
     --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
     --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
@@ -969,391 +748,6 @@ idna==3.18 \
     #   httpx
     #   requests
     #   yarl
-imageio==2.37.4 \
-    --hash=sha256:1ab2e22c8debf700f24c3ac43e8f95f3b3a8110c83b93411e97b4b0b2cd1c7e6 \
-    --hash=sha256:e45cbc5e83502047fb138f7f585f7f105a136a57eea5f4b3cfc6ce1b52720bd3
-    # via moviepy
-imageio-ffmpeg==0.6.0 \
-    --hash=sha256:02fa47c83703c37df6bfe4896aab339013f62bf02c5ebf2dce6da56af04ffc0a \
-    --hash=sha256:196faa79366b4a82f95c0f4053191d2013f4714a715780f0ad2a68ff37483cc2 \
-    --hash=sha256:1d47bebd83d2c5fc770720d211855f208af8a596c82d17730aa51e815cdee6dc \
-    --hash=sha256:9d2baaf867088508d4a3458e61eeb30e945c4ad8016025545f66c4b5aaef0a61 \
-    --hash=sha256:b1ae3173414b5fc5f538a726c4e48ea97edc0d2cdc11f103afee655c463fa742 \
-    --hash=sha256:c7e46fcec401dd990405049d2e2f475e2b397779df2519b544b8aab515195282 \
-    --hash=sha256:e2556bed8e005564a9f925bb7afa4002d82770d6b08825078b7697ab88ba1755
-    # via moviepy
-importlib-metadata==8.7.1 \
-    --hash=sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb \
-    --hash=sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151
-    # via opentelemetry-api
-joserfc==1.7.4 \
-    --hash=sha256:32d46c2cd5e3203c13e87a6c61333cab310b1ba80cd54b4c4f386a848a122463 \
-    --hash=sha256:b3bc561672ae541b17a9237053b48a03dacddd92d68047b3ecdfb4b5714a88ed
-    # via authlib
-jsonschema==4.26.0 \
-    --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
-    --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via
-    #   google-adk
-    #   mcp
-jsonschema-specifications==2025.9.1 \
-    --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
-    --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
-    # via jsonschema
-lxml==6.1.0 \
-    --hash=sha256:058027e261afed589eddcfe530fcc6f3402d7fd7e89bfd0532df82ebc1563dba \
-    --hash=sha256:063eccf89df5b24e361b123e257e437f9e9878f425ee9aae3144c77faf6da6d8 \
-    --hash=sha256:064fdadaf7a21af3ed1dcaa106b854077fbeada827c18f72aec9346847cd65d0 \
-    --hash=sha256:08b9d5e803c2e4725ae9e8559ee880e5328ed61aa0935244e0515d7d9dbec0aa \
-    --hash=sha256:0a3c150a95fbe5ac91de323aa756219ef9cf7fde5a3f00e2281e30f33fa5fa4f \
-    --hash=sha256:0aa7070978f893954008ab73bb9e3c24a7c56c054e00566a21b553dc18105fca \
-    --hash=sha256:13dcecc9946dca97b11b7c40d29fba63b55ab4170d3c0cf8c0c164343b9bfdcf \
-    --hash=sha256:13e35cbc684aadf05d8711a5d1b5857c92e5e580efa9a0d2be197199c8def607 \
-    --hash=sha256:17f68764f35fd78d7c4cc4ef209a184c38b65440378013d24b8aecd327c3e0c8 \
-    --hash=sha256:1941354d92699fb5ffe6ed7b32f9649e43c2feb4b97205f75866f7d21aa91452 \
-    --hash=sha256:1c06035eafa8404b5cf475bb37a9f6088b0aca288d4ccc9d69389750d5543700 \
-    --hash=sha256:1db01e5cf14345628e0cbe71067204db658e2fb8e51e7f33631f5f4735fefd8d \
-    --hash=sha256:1e786a464c191ca43b133906c6903a7e4d56bef376b75d97ccbb8ec5cf1f0a4b \
-    --hash=sha256:1ea99340b3c729beea786f78c38f60f4795622f36e305d9c9be402201efdc3b7 \
-    --hash=sha256:200069a593c5e40b8f6fc0d84d86d970ba43138c3e68619ffa234bc9bb806a4d \
-    --hash=sha256:2047d8234fe735ab77802ce5f2297e410ff40f5238aec569ad7c8e163d7b19a6 \
-    --hash=sha256:21c73b476d3cfe836be731225ec3421fa2f048d84f6df6a8e70433dff1376d5a \
-    --hash=sha256:24a8e756c982c001ca8d59e87c80c4d9dcd4d9b44a4cbeb8d9be4482c514d41d \
-    --hash=sha256:252a22982dca42f6155125ac76d3432e548a7625d56f5a273ee78a5057216eca \
-    --hash=sha256:2593c77efde7bfea7f6389f1ab249b15ed4aa5bc5cb5131faa3b843c429fbedb \
-    --hash=sha256:25fcc59afc57d527cfc78a58f40ab4c9b8fd096a9a3f964d2781ffb6eb33f4ed \
-    --hash=sha256:2613e67de13d619fd283d58bda40bff0ee07739f624ffee8b13b631abf33083d \
-    --hash=sha256:27220da5be049e936c3aca06f174e8827ca6445a4353a1995584311487fc4e3e \
-    --hash=sha256:2c8458c2cdd29589a8367c09c8f030f1d202be673f0ca224ec18590b3b9fb694 \
-    --hash=sha256:2ca59e7e13e5981175b8b3e4ab84d7da57993eeff53c07764dcebda0d0e64ecd \
-    --hash=sha256:2cbcbf6d6e924c28f04a43f3b6f6e272312a090f269eff68a2982e13e5d57659 \
-    --hash=sha256:2ed6c667fcbb8c19c6791bbf40b7268ef8ddf5a96940ba9404b9f9a304832f6c \
-    --hash=sha256:358d9adae670b63e95bc59747c72f4dc97c9ec58881d4627fe0120da0f90d314 \
-    --hash=sha256:370cd78d5855cfbffd57c422851f7d3864e6ae72d0da615fca4dad8c45d375a5 \
-    --hash=sha256:3ae2ce7d6fedfb3414a2b6c5e20b249c4c607f72cb8d2bb7cc9c6ec7c6f4e849 \
-    --hash=sha256:3b1675e096e17c6fe9c0e8c81434f5736c0739ff9ac6123c87c2d452f48fc938 \
-    --hash=sha256:3e3cb08855967a20f553ff32d147e14329b3ae70ced6edc2f282b94afbc74b2a \
-    --hash=sha256:3efe1b21c7801ffa29a1112fab3b0f643628c30472d507f39544fd48e9549e34 \
-    --hash=sha256:3fee0851639d06276e6b387f1c190eb9d7f06f7f53514e966b26bae46481ec90 \
-    --hash=sha256:4077b7c79f31755df33b795dc12119cb557a0106bfdab0d2c2d97bd3cf3dffa6 \
-    --hash=sha256:414aaa94e974e23a3e92e7ca5b97d10c0cf37b6481f50911032c69eeb3991bba \
-    --hash=sha256:4197fb2534ee05fd3e7afaab5d8bfd6c2e186f65ea7f9cd6a82809c887bd1285 \
-    --hash=sha256:442de7530296ef5e188373a1ea5789a46ce90c4847e597856570439621d9c553 \
-    --hash=sha256:4468e3b83e10e0317a89a33d28f7aeba1caa4d1a6fd457d115dd4ffe90c5931d \
-    --hash=sha256:452b899faa64f1805943ec1c0c9ebeaece01a1af83e130b69cdefeda180bb42c \
-    --hash=sha256:45f93e6f75123f88d7f0cfd90f2d05f441b808562bf0bc01070a00f53f5028b5 \
-    --hash=sha256:48461bd21625458dd01e14e2c38dd0aea69addc3c4f960c30d9f59d7f93be601 \
-    --hash=sha256:4ddb1049fa0579d0cbd00503ad8c58b9ab34d1254c77bc6a5576d96ec7853dba \
-    --hash=sha256:5179c60288204e6ddde3f774a93350177e08876eaf3ab78aa3a3649d43eb7d37 \
-    --hash=sha256:57a86e1ebb4020a38d295c04fc79603c7899e0df71588043eb218722dabc087f \
-    --hash=sha256:5921d924aa5468c939d95c9814fa9f9b5935a6ff4e679e26aaf2951f74043512 \
-    --hash=sha256:59c45e125140b2c4b33920d21d83681940ca29f0b83f8629ea1a2196dc8cfe6a \
-    --hash=sha256:5aa0fc67ae19d7a64c3fe725dc9a1bb11f80e01f78289d05c6f62545affec438 \
-    --hash=sha256:5d444858b9f07cefff6455b983aea9a67f7462ba1f6cbe4a21e8bf6791bf2153 \
-    --hash=sha256:60fa43be34f78bebb27812ed90f1925ec99560b0fa1decdb7d12b84d857d31e9 \
-    --hash=sha256:6162a86d86893d63084faaf4ff937b3daea233e3682fb4474db07395794fa80d \
-    --hash=sha256:61cb10eeb95570153e0c0e554f58df92ecf5109f75eacad4a95baa709e26c3d6 \
-    --hash=sha256:65ac4a01aba353cfa6d5725b95d7aed6356ddc0a3cd734de00124d285b04b64f \
-    --hash=sha256:65ea18d710fd14e0186c2f973dc60bb52039a275f82d3c44a0e42b43440ea534 \
-    --hash=sha256:6605c604e6daa9e0d7f0a2137bdc47a2e93b59c60a65466353e37f8272f47c46 \
-    --hash=sha256:66328dabea70b5ba7e53d94aa774b733cf66686535f3bc9250a7aab53a91caaf \
-    --hash=sha256:6c8963287d7a4c5c9a432ff487c52e9c5618667179c18a204bdedb27310f022f \
-    --hash=sha256:6cdaefac66e8b8f30e37a9b4768a391e1f8a16a7526d5bc77a7928408ef68e93 \
-    --hash=sha256:6da5185951d72e6f5352166e3da7b0dc27aa70bd1090b0eb3f7f7212b53f1bb8 \
-    --hash=sha256:6ddff43f702905a4e32bc24f3f2e2edfe0f8fde3277d481bffb709a4cced7a1f \
-    --hash=sha256:6ec0e3f745021bfed19c456647f0298d60a24c9ff86d9d051f52b509663feeb1 \
-    --hash=sha256:6f91fd2b2ea15a6800c8e24418c0775a1694eefc011392da73bc6cef2623b322 \
-    --hash=sha256:700efd30c0fa1a3581d80a748157397559396090a51d306ea59a70020223d16f \
-    --hash=sha256:71695772df6acea9f3c0e59e44ba8ac50c4f125217e84aab21074a1a55e7e5c9 \
-    --hash=sha256:72c87e5ee4e58a8354fb9c7c84cbf95a1c8236c127a5d1b7683f04bed8361e1f \
-    --hash=sha256:7d2de809c2ee3b888b59f995625385f74629707c9355e0ff856445cdcae682b7 \
-    --hash=sha256:80dadc234ebc532e09be1975ff538d154a7fa61ea5031c03d25178855544728f \
-    --hash=sha256:817ef43a0c0b4a77bd166dc9a09a555394105ff3374777ad41f453526e37f9cb \
-    --hash=sha256:846ae9a12d54e368933b9759052d6206a9e8b250291109c48e350c1f1f49d916 \
-    --hash=sha256:875c6b5ab39ad5291588aed6925fac99d0097af0dd62f33c7b43736043d4a2ec \
-    --hash=sha256:8799481bbdd212470d17513a54d568f44416db01250f49449647b5ab5b5dccb9 \
-    --hash=sha256:8ac6e5811ae2870953390452e3476694196f98d447573234592d30488147404d \
-    --hash=sha256:8f8d0cbd0674ee89863a523e6994ac25fd5be9c8486acfc3e5ccea679bad2679 \
-    --hash=sha256:901e3b4219fa04ef766885fb40fa516a71662a4c61b80c94d25336b4934b71c0 \
-    --hash=sha256:90a345bbeaf9d0587a3aaffb7006aa39ccb6ff0e96a57286c0cb2fd1520ea192 \
-    --hash=sha256:9261bb77c2dab42f3ecd9103951aeca2c40277701eb7e912c545c1b16e0e4917 \
-    --hash=sha256:945da35a48d193d27c188037a05fec5492937f66fb1958c24fc761fb9d40d43c \
-    --hash=sha256:957448ac63a42e2e49531b9d6c0fa449a1970dbc32467aaad46f11545be9af1d \
-    --hash=sha256:967aab75434de148ec80597b75062d8123cadf2943fb4281f385141e18b21338 \
-    --hash=sha256:98a5e1660dc7de2200b00d53fa00bcd3c35a3608c305d45a7bbcaf29fa16e83d \
-    --hash=sha256:995e783eb0374c120f528f807443ad5a83a656a8624c467ea73781fc5f8a8304 \
-    --hash=sha256:9b33d21594afab46f37ae58dfadd06636f154923c4e8a4d754b0127554eb2e77 \
-    --hash=sha256:a4bf42d2e4cf52c28cc1812d62426b9503cdb0c87a6de81442626aa7d69707ba \
-    --hash=sha256:a59f5448ba2ceccd06995c95ea59a7674a10de0810f2ce90c9006f3cbc044456 \
-    --hash=sha256:a656ca105115f6b766bba324f23a67914d9c728dafec57638e2b92a9dcd76c62 \
-    --hash=sha256:a6b5b39cc7e2998f968f05309e666103b53e2edd01df8dc51b90d734c0825444 \
-    --hash=sha256:a7c5d5e5f1081955358533be077166ee97ed2571d6a66bdba6ec2f609a715d1a \
-    --hash=sha256:a8bef9b9825fa8bc816a6e641bb67219489229ebc648be422af695f6e7a4fa7f \
-    --hash=sha256:a8ffaeec5dfea5881d4c9d8913a32d10cfe3923495386106e4a24d45300ef79c \
-    --hash=sha256:abd44571493973bad4598a3be7e1d807ed45aa2adaf7ab92ab7c62609569b17d \
-    --hash=sha256:ac02dc29fd397608f8eb15ac1610ae2f2f0154b03f631e6d724d9e2ad4ee2c84 \
-    --hash=sha256:af85529ae8d2a453feee4c780d9406a5e3b17cee0dd75c18bd31adcd584debc3 \
-    --hash=sha256:b0c732aa23de8f8aec23f4b580d1e52905ef468afb4abeafd3fec77042abb6fe \
-    --hash=sha256:b2142a376b40b6736dfc214fd2902409e9e3857eff554fed2d3c60f097e62a62 \
-    --hash=sha256:b22a07cbb82fea98f8a2fd814f3d1811ff9ed76d0fc6abc84eb21527596e7cc8 \
-    --hash=sha256:b2c3da8d93cf5db60e8858c17684c47d01fee6405e554fb55018dd85fc23b178 \
-    --hash=sha256:b2c7fdaa4d7c3d886a42534adec7cfac73860b89b4e5298752f60aa5984641a0 \
-    --hash=sha256:b30d46379644fbfc3ab81f8f82ae4de55179414651f110a1514f0b1f8f6cb2d7 \
-    --hash=sha256:b42f4d86b451c2f9d06ffb4f8bbc776e04df3ba070b9fe2657804b1b40277c48 \
-    --hash=sha256:b738f7e648735714bbb82bdfd030203360cfeab7f6e8a34772b3c8c8b820568c \
-    --hash=sha256:b7fc49c37f1786284b12af63152fe1d0990722497e2d5817acfe7a877522f9a9 \
-    --hash=sha256:b8f18914faec94132e5b91e69d76a5c1d7b0c73e2489ea8929c4aaa10b76bbf7 \
-    --hash=sha256:bb2f6ca0ae2d983ded09357b84af659c954722bbf04dea98030064996d156048 \
-    --hash=sha256:bb4c1847b303835d89d785a18801a883436cdfd5dc3d62947f9c49e24f0f5a2c \
-    --hash=sha256:bc456d04db0515ce3320d714a1eac7a97774ff0849e7718b492d957da4631dd4 \
-    --hash=sha256:bc532422ff26b304cfb62b328826bd995c96154ffd2bac4544f37dbb95ecaa8f \
-    --hash=sha256:be3aaa60da67e6153eb15715cc2e19091af5dc75faef8b8a585aea372507384b \
-    --hash=sha256:c33e66d44fe60e72397b487ee92e01da0d09ba2d66df8eae42d77b6d06e5eba0 \
-    --hash=sha256:c371aa98126a0d4c739ca93ceffa0fd7a5d732e3ac66a46e74339acd4d334564 \
-    --hash=sha256:c54d83a2188a10ebdba573f16bd97135d06c9ef60c3dc495315c7a28c80a263f \
-    --hash=sha256:c7d13103045de1bdd6fe5d61802565f1a3537d70cd3abf596aa0af62761921ee \
-    --hash=sha256:cb233f9c95f83707dae461b12b720c1af9c28c2d19208e1be03387222151daf5 \
-    --hash=sha256:cd79f3367bd74b317dda655dc8fcfa304d9eb6e4fb06b7168c5cf27f96e0cd62 \
-    --hash=sha256:cdcbed9ad19da81c480dfd6dd161886db6096083c9938ead313d94b30aadf272 \
-    --hash=sha256:d100fcc8930d697c6561156c6810ab4a508fb264c8b6779e6e61e2ed5e7558f9 \
-    --hash=sha256:d4aec24d6b72ee457ec665344a29acb2d35937d5192faebe429ea02633151aad \
-    --hash=sha256:d6690ec5ec1cce0385cb20896b16be35247ac8c2046e493d03232f1c2414d321 \
-    --hash=sha256:d759cdd7f3e055d6bc8d9bec3ad905227b2e4c785dc16c372eb5b5e83123f48a \
-    --hash=sha256:da08e7bb297b04e893d91087df19638dc7a6bb858a954b0cc2b9f5053c922312 \
-    --hash=sha256:dacf3c64ef3f7440e3167aa4b49aa9e0fb99e0aa4f9ff03795640bf94531bcb0 \
-    --hash=sha256:daf42de090d59db025af61ce6bdb2521f0f102ea0e6ea310f13c17610a97da4c \
-    --hash=sha256:dc051506c30b609238d79eda75ee9cab3e520570ec8219844a72a46020901e37 \
-    --hash=sha256:de496365750cc472b4e7902a485d3f152ecf57bd3ba03ddd5578ed8ceb4c5964 \
-    --hash=sha256:dfb874cfa53340009af6bdd7e54ebc0d21012a60a4e65d927c2e477112e63484 \
-    --hash=sha256:e19e0643cc936a22e837f79d01a550678da8377d7d801a14487c10c34ee49c7e \
-    --hash=sha256:e237b807d68a61fc3b1e845407e27e5eb8ef69bc93fe8505337c1acb4ee300b6 \
-    --hash=sha256:e5867f2651016a3afd8dd2c8238baa66f1e2802f44bc17e236f547ace6647078 \
-    --hash=sha256:e748d4cf8fef2526bb2a589a417eba0c8674e29ffcb570ce2ceca44f1e567bf6 \
-    --hash=sha256:e77dd455b9a16bbd2a5036a63ddbd479c19572af81b624e79ef422f929eef388 \
-    --hash=sha256:e8113639f3296706fbac34a30813929e29247718e88173ad849f57ca59754924 \
-    --hash=sha256:e8cd2415f372e7e5a789d743d133ae474290a90b9023197fd78f32e2dc6873e2 \
-    --hash=sha256:eb2a12d704f180a902d7fa778c6d71f36ceb7b0d317f34cdc76a5d05aa1dd1df \
-    --hash=sha256:ef9266d2aa545d7374938fb5c484531ef5a2ec7f2d573e62f8ce722c735685fd \
-    --hash=sha256:f2a50c3c1d11cad0ebebbac357a97b26aa79d2bcaf46f256551152aa85d3a4d1 \
-    --hash=sha256:f2e3b1a6bb38de0bc713edd4d612969dd250ca8b724be8d460001a387507021c \
-    --hash=sha256:f952dacaa552f3bb8834908dddd500ba7d508e6ea6eb8c52eb2d28f48ca06a31 \
-    --hash=sha256:fa25afbadead523f7001caf0c2382afd272c315a033a7b06336da2637d92d6ed \
-    --hash=sha256:fb8dae0b6b8b7f9e96c26fdd8121522ce5de9bb5538010870bd538683d30e9a2 \
-    --hash=sha256:fbc74f42c3525ac4ffa4b89cbdd00057b6196bcefe8bce794abd42d33a018092 \
-    --hash=sha256:fe659f6b5d10fb5a17f00a50eb903eb277a71ee35df4615db573c069bcf967ac
-    # via -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-mako==1.3.12 \
-    --hash=sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9 \
-    --hash=sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a
-    # via alembic
-markupsafe==3.0.3 \
-    --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
-    --hash=sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a \
-    --hash=sha256:0bf2a864d67e76e5c9a34dc26ec616a66b9888e25e7b9460e1c76d3293bd9dbf \
-    --hash=sha256:0db14f5dafddbb6d9208827849fad01f1a2609380add406671a26386cdf15a19 \
-    --hash=sha256:0eb9ff8191e8498cca014656ae6b8d61f39da5f95b488805da4bb029cccbfbaf \
-    --hash=sha256:0f4b68347f8c5eab4a13419215bdfd7f8c9b19f2b25520968adfad23eb0ce60c \
-    --hash=sha256:1085e7fbddd3be5f89cc898938f42c0b3c711fdcb37d75221de2666af647c175 \
-    --hash=sha256:116bb52f642a37c115f517494ea5feb03889e04df47eeff5b130b1808ce7c219 \
-    --hash=sha256:12c63dfb4a98206f045aa9563db46507995f7ef6d83b2f68eda65c307c6829eb \
-    --hash=sha256:133a43e73a802c5562be9bbcd03d090aa5a1fe899db609c29e8c8d815c5f6de6 \
-    --hash=sha256:1353ef0c1b138e1907ae78e2f6c63ff67501122006b0f9abad68fda5f4ffc6ab \
-    --hash=sha256:15d939a21d546304880945ca1ecb8a039db6b4dc49b2c5a400387cdae6a62e26 \
-    --hash=sha256:177b5253b2834fe3678cb4a5f0059808258584c559193998be2601324fdeafb1 \
-    --hash=sha256:1872df69a4de6aead3491198eaf13810b565bdbeec3ae2dc8780f14458ec73ce \
-    --hash=sha256:1b4b79e8ebf6b55351f0d91fe80f893b4743f104bff22e90697db1590e47a218 \
-    --hash=sha256:1b52b4fb9df4eb9ae465f8d0c228a00624de2334f216f178a995ccdcf82c4634 \
-    --hash=sha256:1ba88449deb3de88bd40044603fafffb7bc2b055d626a330323a9ed736661695 \
-    --hash=sha256:1cc7ea17a6824959616c525620e387f6dd30fec8cb44f649e31712db02123dad \
-    --hash=sha256:218551f6df4868a8d527e3062d0fb968682fe92054e89978594c28e642c43a73 \
-    --hash=sha256:26a5784ded40c9e318cfc2bdb30fe164bdb8665ded9cd64d500a34fb42067b1c \
-    --hash=sha256:2713baf880df847f2bece4230d4d094280f4e67b1e813eec43b4c0e144a34ffe \
-    --hash=sha256:2a15a08b17dd94c53a1da0438822d70ebcd13f8c3a95abe3a9ef9f11a94830aa \
-    --hash=sha256:2f981d352f04553a7171b8e44369f2af4055f888dfb147d55e42d29e29e74559 \
-    --hash=sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa \
-    --hash=sha256:3524b778fe5cfb3452a09d31e7b5adefeea8c5be1d43c4f810ba09f2ceb29d37 \
-    --hash=sha256:3537e01efc9d4dccdf77221fb1cb3b8e1a38d5428920e0657ce299b20324d758 \
-    --hash=sha256:35add3b638a5d900e807944a078b51922212fb3dedb01633a8defc4b01a3c85f \
-    --hash=sha256:38664109c14ffc9e7437e86b4dceb442b0096dfe3541d7864d9cbe1da4cf36c8 \
-    --hash=sha256:3a7e8ae81ae39e62a41ec302f972ba6ae23a5c5396c8e60113e9066ef893da0d \
-    --hash=sha256:3b562dd9e9ea93f13d53989d23a7e775fdfd1066c33494ff43f5418bc8c58a5c \
-    --hash=sha256:457a69a9577064c05a97c41f4e65148652db078a3a509039e64d3467b9e7ef97 \
-    --hash=sha256:4bd4cd07944443f5a265608cc6aab442e4f74dff8088b0dfc8238647b8f6ae9a \
-    --hash=sha256:4e885a3d1efa2eadc93c894a21770e4bc67899e3543680313b09f139e149ab19 \
-    --hash=sha256:4faffd047e07c38848ce017e8725090413cd80cbc23d86e55c587bf979e579c9 \
-    --hash=sha256:509fa21c6deb7a7a273d629cf5ec029bc209d1a51178615ddf718f5918992ab9 \
-    --hash=sha256:5678211cb9333a6468fb8d8be0305520aa073f50d17f089b5b4b477ea6e67fdc \
-    --hash=sha256:591ae9f2a647529ca990bc681daebdd52c8791ff06c2bfa05b65163e28102ef2 \
-    --hash=sha256:5a7d5dc5140555cf21a6fefbdbf8723f06fcd2f63ef108f2854de715e4422cb4 \
-    --hash=sha256:69c0b73548bc525c8cb9a251cddf1931d1db4d2258e9599c28c07ef3580ef354 \
-    --hash=sha256:6b5420a1d9450023228968e7e6a9ce57f65d148ab56d2313fcd589eee96a7a50 \
-    --hash=sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698 \
-    --hash=sha256:729586769a26dbceff69f7a7dbbf59ab6572b99d94576a5592625d5b411576b9 \
-    --hash=sha256:77f0643abe7495da77fb436f50f8dab76dbc6e5fd25d39589a0f1fe6548bfa2b \
-    --hash=sha256:795e7751525cae078558e679d646ae45574b47ed6e7771863fcc079a6171a0fc \
-    --hash=sha256:7be7b61bb172e1ed687f1754f8e7484f1c8019780f6f6b0786e76bb01c2ae115 \
-    --hash=sha256:7c3fb7d25180895632e5d3148dbdc29ea38ccb7fd210aa27acbd1201a1902c6e \
-    --hash=sha256:7e68f88e5b8799aa49c85cd116c932a1ac15caaa3f5db09087854d218359e485 \
-    --hash=sha256:83891d0e9fb81a825d9a6d61e3f07550ca70a076484292a70fde82c4b807286f \
-    --hash=sha256:8485f406a96febb5140bfeca44a73e3ce5116b2501ac54fe953e488fb1d03b12 \
-    --hash=sha256:8709b08f4a89aa7586de0aadc8da56180242ee0ada3999749b183aa23df95025 \
-    --hash=sha256:8f71bc33915be5186016f675cd83a1e08523649b0e33efdb898db577ef5bb009 \
-    --hash=sha256:915c04ba3851909ce68ccc2b8e2cd691618c4dc4c4232fb7982bca3f41fd8c3d \
-    --hash=sha256:949b8d66bc381ee8b007cd945914c721d9aba8e27f71959d750a46f7c282b20b \
-    --hash=sha256:94c6f0bb423f739146aec64595853541634bde58b2135f27f61c1ffd1cd4d16a \
-    --hash=sha256:9a1abfdc021a164803f4d485104931fb8f8c1efd55bc6b748d2f5774e78b62c5 \
-    --hash=sha256:9b79b7a16f7fedff2495d684f2b59b0457c3b493778c9eed31111be64d58279f \
-    --hash=sha256:a320721ab5a1aba0a233739394eb907f8c8da5c98c9181d1161e77a0c8e36f2d \
-    --hash=sha256:a4afe79fb3de0b7097d81da19090f4df4f8d3a2b3adaa8764138aac2e44f3af1 \
-    --hash=sha256:ad2cf8aa28b8c020ab2fc8287b0f823d0a7d8630784c31e9ee5edea20f406287 \
-    --hash=sha256:b8512a91625c9b3da6f127803b166b629725e68af71f8184ae7e7d54686a56d6 \
-    --hash=sha256:bc51efed119bc9cfdf792cdeaa4d67e8f6fcccab66ed4bfdd6bde3e59bfcbb2f \
-    --hash=sha256:bdc919ead48f234740ad807933cdf545180bfbe9342c2bb451556db2ed958581 \
-    --hash=sha256:bdd37121970bfd8be76c5fb069c7751683bdf373db1ed6c010162b2a130248ed \
-    --hash=sha256:be8813b57049a7dc738189df53d69395eba14fb99345e0a5994914a3864c8a4b \
-    --hash=sha256:c0c0b3ade1c0b13b936d7970b1d37a57acde9199dc2aecc4c336773e1d86049c \
-    --hash=sha256:c47a551199eb8eb2121d4f0f15ae0f923d31350ab9280078d1e5f12b249e0026 \
-    --hash=sha256:c4ffb7ebf07cfe8931028e3e4c85f0357459a3f9f9490886198848f4fa002ec8 \
-    --hash=sha256:ccfcd093f13f0f0b7fdd0f198b90053bf7b2f02a3927a30e63f3ccc9df56b676 \
-    --hash=sha256:d2ee202e79d8ed691ceebae8e0486bd9a2cd4794cec4824e1c99b6f5009502f6 \
-    --hash=sha256:d53197da72cc091b024dd97249dfc7794d6a56530370992a5e1a08983ad9230e \
-    --hash=sha256:d6dd0be5b5b189d31db7cda48b91d7e0a9795f31430b7f271219ab30f1d3ac9d \
-    --hash=sha256:d88b440e37a16e651bda4c7c2b930eb586fd15ca7406cb39e211fcff3bf3017d \
-    --hash=sha256:de8a88e63464af587c950061a5e6a67d3632e36df62b986892331d4620a35c01 \
-    --hash=sha256:df2449253ef108a379b8b5d6b43f4b1a8e81a061d6537becd5582fba5f9196d7 \
-    --hash=sha256:e1c1493fb6e50ab01d20a22826e57520f1284df32f2d8601fdd90b6304601419 \
-    --hash=sha256:e1cf1972137e83c5d4c136c43ced9ac51d0e124706ee1c8aa8532c1287fa8795 \
-    --hash=sha256:e2103a929dfa2fcaf9bb4e7c091983a49c9ac3b19c9061b6d5427dd7d14d81a1 \
-    --hash=sha256:e56b7d45a839a697b5eb268c82a71bd8c7f6c94d6fd50c3d577fa39a9f1409f5 \
-    --hash=sha256:e8afc3f2ccfa24215f8cb28dcf43f0113ac3c37c2f0f0806d8c70e4228c5cf4d \
-    --hash=sha256:e8fc20152abba6b83724d7ff268c249fa196d8259ff481f3b1476383f8f24e42 \
-    --hash=sha256:eaa9599de571d72e2daf60164784109f19978b327a3910d3e9de8c97b5b70cfe \
-    --hash=sha256:ec15a59cf5af7be74194f7ab02d0f59a62bdcf1a537677ce67a2537c9b87fcda \
-    --hash=sha256:f190daf01f13c72eac4efd5c430a8de82489d9cff23c364c3ea822545032993e \
-    --hash=sha256:f34c41761022dd093b4b6896d4810782ffbabe30f2d443ff5f083e0cbbb8c737 \
-    --hash=sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523 \
-    --hash=sha256:f42d0984e947b8adf7dd6dde396e720934d12c506ce84eea8476409563607591 \
-    --hash=sha256:f71a396b3bf33ecaa1626c255855702aca4d3d9fea5e051b41ac59a9c1c41edc \
-    --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
-    --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
-    # via mako
-mcp==1.28.1 \
-    --hash=sha256:2726bca5e7193f61c5dde8b12500a6de2d9acf6d1a1c0be9e8c2e706437991df \
-    --hash=sha256:d51e36a5f5644faea4f85ea649bfffa6bc6c26770d42798ad6a3de3d2ba69683
-    # via google-adk
-mmh3==5.2.1 \
-    --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
-    --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
-    --hash=sha256:08043f7cb1fb9467c3fbbbaea7896986e7fbc81f4d3fd9289a73d9110ab6207a \
-    --hash=sha256:0a3984146e414684a6be2862d84fcb1035f4984851cb81b26d933bab6119bf00 \
-    --hash=sha256:0bbc17250b10d3466875a40a52520a6bac3c02334ca709207648abd3c223ed5c \
-    --hash=sha256:0cc21533878e5586b80d74c281d7f8da7932bc8ace50b8d5f6dbf7e3935f63f1 \
-    --hash=sha256:0d0b7e803191db5f714d264044e06189c8ccd3219e936cc184f07106bd17fd7b \
-    --hash=sha256:113f78e7463a36dbbcea05bfe688efd7fa759d0f0c56e73c974d60dcfec3dfcc \
-    --hash=sha256:169e0d178cb59314456ab30772429a802b25d13227088085b0d49b9fe1533104 \
-    --hash=sha256:17fbb47f0885ace8327ce1235d0416dc86a211dcd8cc1e703f41523be32cfec8 \
-    --hash=sha256:19bbd3b841174ae6ed588536ab5e1b1fe83d046e668602c20266547298d939a9 \
-    --hash=sha256:1d9f9a3ce559a5267014b04b82956993270f63ec91765e13e9fd73daf2d2738e \
-    --hash=sha256:1e4ecee40ba19e6975e1120829796770325841c2f153c0e9aecca927194c6a2a \
-    --hash=sha256:22b0f9971ec4e07e8223f2beebe96a6cfc779d940b6f27d26604040dd74d3a44 \
-    --hash=sha256:26fb5b9c3946bf7f1daed7b37e0c03898a6f062149127570f8ede346390a0825 \
-    --hash=sha256:2778fed822d7db23ac5008b181441af0c869455b2e7d001f4019636ac31b6fe4 \
-    --hash=sha256:28cfab66577000b9505a0d068c731aee7ca85cd26d4d63881fab17857e0fe1fb \
-    --hash=sha256:29bc3973676ae334412efdd367fcd11d036b7be3efc1ce2407ef8676dabfeb82 \
-    --hash=sha256:2bd9f19f7f1fcebd74e830f4af0f28adad4975d40d80620be19ffb2b2af56c9f \
-    --hash=sha256:2d5d542bf2abd0fd0361e8017d03f7cb5786214ceb4a40eef1539d6585d93386 \
-    --hash=sha256:30e4d2084df019880d55f6f7bea35328d9b464ebee090baa372c096dc77556fb \
-    --hash=sha256:3619473a0e0d329fd4aec8075628f8f616be2da41605300696206d6f36920c3d \
-    --hash=sha256:368625fb01666655985391dbad3860dc0ba7c0d6b9125819f3121ee7292b4ac8 \
-    --hash=sha256:3737303ca9ea0f7cb83028781148fcda4f1dac7821db0c47672971dabcf63593 \
-    --hash=sha256:3a9fed49c6ce4ed7e73f13182760c65c816da006debe67f37635580dfb0fae00 \
-    --hash=sha256:3c38d142c706201db5b2345166eeef1e7740e3e2422b470b8ba5c8727a9b4c7a \
-    --hash=sha256:3cb61db880ec11e984348227b333259994c2c85caa775eb7875decb3768db890 \
-    --hash=sha256:3d74a03fb57757ece25aa4b3c1c60157a1cece37a020542785f942e2f827eed5 \
-    --hash=sha256:3f796b535008708846044c43302719c6956f39ca2d93f2edda5319e79a29efbb \
-    --hash=sha256:41105377f6282e8297f182e393a79cfffd521dde37ace52b106373bdcd9ca5cb \
-    --hash=sha256:41aac7002a749f08727cb91babff1daf8deac317c0b1f317adc69be0e6c375d1 \
-    --hash=sha256:44983e45310ee5b9f73397350251cdf6e63a466406a105f1d16cb5baa659270b \
-    --hash=sha256:4cbbde66f1183db040daede83dd86c06d663c5bb2af6de1142b7c8c37923dd74 \
-    --hash=sha256:4eda76074cfca2787c8cf1bec603eaebdddd8b061ad5502f85cddae998d54f00 \
-    --hash=sha256:4fc6cd65dc4d2fdb2625e288939a3566e36127a84811a4913f02f3d5931da52d \
-    --hash=sha256:50885073e2909251d4718634a191c49ae5f527e5e1736d738e365c3e8be8f22b \
-    --hash=sha256:5174a697ce042fa77c407e05efe41e03aa56dae9ec67388055820fb48cf4c3ba \
-    --hash=sha256:54b64fb2433bc71488e7a449603bf8bd31fbcf9cb56fbe1eb6d459e90b86c37b \
-    --hash=sha256:54fe8518abe06a4c3852754bfd498b30cc58e667f376c513eac89a244ce781a4 \
-    --hash=sha256:55dbbd8ffbc40d1697d5e2d0375b08599dae8746b0b08dea05eee4ce81648fac \
-    --hash=sha256:57b52603e89355ff318025dd55158f6e71396c0f1f609d548e9ea9c94cc6ce0a \
-    --hash=sha256:58370d05d033ee97224c81263af123dea3d931025030fd34b61227a768a8858a \
-    --hash=sha256:5d87a3584093e1a89987e3d36d82c98d9621b2cb944e22a420aa1401e096758f \
-    --hash=sha256:623f938f6a039536cc02b7582a07a080f13fdfd48f87e63201d92d7e34d09a18 \
-    --hash=sha256:62815d2c67f2dd1be76a253d88af4e1da19aeaa1820146dec52cf8bee2958b16 \
-    --hash=sha256:6290289fa5fb4c70fd7f72016e03633d60388185483ff3b162912c81205ae2cf \
-    --hash=sha256:67e41a497bac88cc1de96eeba56eeb933c39d54bc227352f8455aa87c4ca4000 \
-    --hash=sha256:6c85c38a279ca9295a69b9b088a2e48aa49737bb1b34e6a9dc6297c110e8d912 \
-    --hash=sha256:6f01f044112d43a20be2f13a11683666d87151542ad627fe41a18b9791d2802f \
-    --hash=sha256:707151644085dd0f20fe4f4b573d28e5130c4aaa5f587e95b60989c5926653b5 \
-    --hash=sha256:723b2681ed4cc07d3401bbea9c201ad4f2a4ca6ba8cddaff6789f715dd2b391e \
-    --hash=sha256:72d1cc63bcc91e14933f77d51b3df899d6a07d184ec515ea7f56bff659e124d7 \
-    --hash=sha256:7374d6e3ef72afe49697ecd683f3da12f4fc06af2d75433d0580c6746d2fa025 \
-    --hash=sha256:7501e9be34cb21e72fcfe672aafd0eee65c16ba2afa9dcb5500a587d3a0580f0 \
-    --hash=sha256:76219cd1eefb9bf4af7856e3ae563d15158efa145c0aab01e9933051a1954045 \
-    --hash=sha256:7aec798c2b01aaa65a55f1124f3405804184373abb318a3091325aece235f67c \
-    --hash=sha256:7be6dfb49e48fd0a7d91ff758a2b51336f1cd21f9d44b20f6801f072bd080cdd \
-    --hash=sha256:7e4e1f580033335c6f76d1e0d6b56baf009d1a64d6a4816347e4271ba951f46d \
-    --hash=sha256:7e8ec5f606e0809426d2440e0683509fb605a8820a21ebd120dcdba61b74ef7f \
-    --hash=sha256:7f196cd7910d71e9d9860da0ff7a77f64d22c1ad931f1dd18559a06e03109fc0 \
-    --hash=sha256:82f3802bfc4751f420d591c5c864de538b71cea117fce67e4595c2afede08a15 \
-    --hash=sha256:85ffc9920ffc39c5eee1e3ac9100c913a0973996fbad5111f939bbda49204bb7 \
-    --hash=sha256:8e6c219e375f6341d0959af814296372d265a8ca1af63825f65e2e87c618f006 \
-    --hash=sha256:8f767ba0911602ddef289404e33835a61168314ebd3c729833db2ed685824211 \
-    --hash=sha256:8ff038d52ef6aa0f309feeba00c5095c9118d0abf787e8e8454d6048db2037fc \
-    --hash=sha256:915e7a2418f10bd1151b1953df06d896db9783c9cfdb9a8ee1f9b3a4331ab503 \
-    --hash=sha256:92883836caf50d5255be03d988d75bc93e3f86ba247b7ca137347c323f731deb \
-    --hash=sha256:960b1b3efa39872ac8b6cc3a556edd6fb90ed74f08c9c45e028f1005b26aa55d \
-    --hash=sha256:9aeaf53eaa075dd63e81512522fd180097312fb2c9f476333309184285c49ce0 \
-    --hash=sha256:9d8089d853c7963a8ce87fff93e2a67075c0bc08684a08ea6ad13577c38ffc38 \
-    --hash=sha256:a4130d0b9ce5fad6af07421b1aecc7e079519f70d6c05729ab871794eded8617 \
-    --hash=sha256:a482ac121de6973897c92c2f31defc6bafb11c83825109275cffce54bb64933f \
-    --hash=sha256:add7ac388d1e0bf57259afbcf9ed05621a3bf11ce5ee337e7536f1e1aaf056b0 \
-    --hash=sha256:b1f12bd684887a0a5d55e6363ca87056f361e45451105012d329b86ec19dbe0b \
-    --hash=sha256:b3f99e1756fc48ad507b95e5d86f2fb21b3d495012ff13e6592ebac14033f166 \
-    --hash=sha256:b4cce60d0223074803c9dbe0721ad3fa51dafe7d462fee4b656a1aa01ee07518 \
-    --hash=sha256:baeb47635cb33375dee4924cd93d7f5dcaa786c740b08423b0209b824a1ee728 \
-    --hash=sha256:bbea5b775f0ac84945191fb83f845a6fd9a21a03ea7f2e187defac7e401616ad \
-    --hash=sha256:bbfcb95d9a744e6e2827dfc66ad10e1020e0cac255eb7f85652832d5a264c2fc \
-    --hash=sha256:bd6e7d363aa93bd3421b30b6af97064daf47bc96005bddba67c5ffbc6df426b8 \
-    --hash=sha256:be77c402d5e882b6fbacfd90823f13da8e0a69658405a39a569c6b58fdb17b03 \
-    --hash=sha256:c302245fd6c33d96bd169c7ccf2513c20f4c1e417c07ce9dce107c8bc3f8411f \
-    --hash=sha256:c88653877aeb514c089d1b3d473451677b8b9a6d1497dbddf1ae7934518b06d2 \
-    --hash=sha256:cae6383181f1e345317742d2ddd88f9e7d2682fa4c9432e3a74e47d92dce0229 \
-    --hash=sha256:cd471ede0d802dd936b6fab28188302b2d497f68436025857ca72cd3810423fe \
-    --hash=sha256:d106493a60dcb4aef35a0fac85105e150a11cf8bc2b0d388f5a33272d756c966 \
-    --hash=sha256:d30b650595fdbe32366b94cb14f30bb2b625e512bd4e1df00611f99dc5c27fd4 \
-    --hash=sha256:d51fde50a77f81330523562e3c2734ffdca9c4c9e9d355478117905e1cfe16c6 \
-    --hash=sha256:d57dea657357230cc780e13920d7fa7db059d58fe721c80020f94476da4ca0a1 \
-    --hash=sha256:d771f085fcdf4035786adfb1d8db026df1eb4b41dac1c3d070d1e49512843227 \
-    --hash=sha256:dae0f0bd7d30c0ad61b9a504e8e272cb8391eed3f1587edf933f4f6b33437450 \
-    --hash=sha256:db0562c5f71d18596dcd45e854cf2eeba27d7543e1a3acdafb7eef728f7fe85d \
-    --hash=sha256:dfd51b4c56b673dfbc43d7d27ef857dd91124801e2806c69bb45585ce0fa019b \
-    --hash=sha256:e080c0637aea036f35507e803a4778f119a9b436617694ae1c5c366805f1e997 \
-    --hash=sha256:e48d4dbe0f88e53081da605ae68644e5182752803bbc2beb228cca7f1c4454d6 \
-    --hash=sha256:e8b4b5580280b9265af3e0409974fb79c64cf7523632d03fbf11df18f8b0181e \
-    --hash=sha256:e8b5378de2b139c3a830f0209c1e91f7705919a4b3e563a10955104f5097a70a \
-    --hash=sha256:e904f2417f0d6f6d514f3f8b836416c360f306ddaee1f84de8eef1e722d212e5 \
-    --hash=sha256:eee884572b06bbe8a2b54f424dbd996139442cf83c76478e1ec162512e0dd2c7 \
-    --hash=sha256:f1fbb0a99125b1287c6d9747f937dc66621426836d1a2d50d05aecfc81911b57 \
-    --hash=sha256:f40a95186a72fa0b67d15fef0f157bfcda00b4f59c8a07cbe5530d41ac35d105 \
-    --hash=sha256:f6e0bfe77d238308839699944164b96a2eeccaf55f2af400f54dc20669d8d5f2 \
-    --hash=sha256:f963eafc0a77a6c0562397da004f5876a9bcf7265a7bcc3205e29636bc4a1312 \
-    --hash=sha256:fb9d44c25244e11c8be3f12c938ca8ba8404620ef8092245d2093c6ab3df260f \
-    --hash=sha256:fc78739b5ec6e4fb02301984a3d442a91406e7700efbe305071e7fd1c78278f2 \
-    --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
-    --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
-    # via google-cloud-spanner
-moviepy==2.2.1 \
-    --hash=sha256:6b56803fec2ac54b557404126ac1160e65448e03798fa282bd23e8fab3795060 \
-    --hash=sha256:c80cb56815ece94e5e3e2d361aa40070eeb30a09d23a24c4e684d03e16deacb1
-    # via -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
 multidict==6.7.1 \
     --hash=sha256:026d264228bcd637d4e060844e39cdc60f86c479e463d49075dedc21b18fbbe0 \
     --hash=sha256:03ede2a6ffbe8ef936b92cb4529f27f42be7f56afcdab5ab739cd5f27fb1cbf9 \
@@ -1504,313 +898,12 @@ multidict==6.7.1 \
     # via
     #   aiohttp
     #   yarl
-numpy==2.5.1 \
-    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
-    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
-    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
-    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
-    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
-    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
-    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
-    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
-    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
-    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
-    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
-    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
-    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
-    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
-    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
-    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
-    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
-    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
-    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
-    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
-    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
-    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
-    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
-    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
-    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
-    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
-    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
-    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
-    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
-    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
-    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
-    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
-    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
-    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
-    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
-    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
-    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
-    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
-    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
-    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
-    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
-    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
-    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
-    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
-    # via
-    #   imageio
-    #   moviepy
-    #   pandas
-    #   soundfile
-oauthlib==3.3.1 \
-    --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
-    --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
-    # via requests-oauthlib
-opentelemetry-api==1.38.0 \
-    --hash=sha256:2891b0197f47124454ab9f0cf58f3be33faca394457ac3e09daba13ff50aa582 \
-    --hash=sha256:f4c193b5e8acb0912b06ac5b16321908dd0843d75049c091487322284a3eea12
-    # via
-    #   google-adk
-    #   google-cloud-logging
-    #   google-cloud-pubsub
-    #   google-cloud-spanner
-    #   opentelemetry-exporter-gcp-logging
-    #   opentelemetry-exporter-gcp-monitoring
-    #   opentelemetry-exporter-gcp-trace
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-resourcedetector-gcp
-    #   opentelemetry-sdk
-    #   opentelemetry-semantic-conventions
-opentelemetry-exporter-gcp-logging==1.11.0a0 \
-    --hash=sha256:58496f11b930c84570060ffbd4343cd0b597ea13c7bc5c879df01163dd552f14 \
-    --hash=sha256:f8357c552947cb9c0101c4575a7702b8d3268e28bdeefdd1405cf838e128c6ef
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-opentelemetry-exporter-gcp-monitoring==1.12.0a0 \
-    --hash=sha256:1a7daf8c9350d55010fa33d2c2f646655a03a81d0d8073a2ae0e066791d6177d \
-    --hash=sha256:2b285078cddd4af78a363a55b5478e89f7df6f15bba9139d3f484099e534df4c
-    # via google-adk
-opentelemetry-exporter-gcp-trace==1.12.0 \
-    --hash=sha256:1538dab654bcb25e757ed34c94f27a2e30d90dc7deb3630f8d46d1111fcb3bad \
-    --hash=sha256:18c6e56fe123eed020d5005fdd819b196d64f651545bce1ca7e2e2cbaf9d343b
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-opentelemetry-exporter-otlp-proto-common==1.38.0 \
-    --hash=sha256:03cb76ab213300fe4f4c62b7d8f17d97fcfd21b89f0b5ce38ea156327ddda74a \
-    --hash=sha256:e333278afab4695aa8114eeb7bf4e44e65c6607d54968271a249c180b2cb605c
-    # via opentelemetry-exporter-otlp-proto-http
-opentelemetry-exporter-otlp-proto-http==1.38.0 \
-    --hash=sha256:84b937305edfc563f08ec69b9cb2298be8188371217e867c1854d77198d0825b \
-    --hash=sha256:f16bd44baf15cbe07633c5112ffc68229d0edbeac7b37610be0b2def4e21e90b
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-opentelemetry-proto==1.38.0 \
-    --hash=sha256:88b161e89d9d372ce723da289b7da74c3a8354a8e5359992be813942969ed468 \
-    --hash=sha256:b6ebe54d3217c42e45462e2a1ae28c3e2bf2ec5a5645236a490f55f45f1a0a18
-    # via
-    #   opentelemetry-exporter-otlp-proto-common
-    #   opentelemetry-exporter-otlp-proto-http
-opentelemetry-resourcedetector-gcp==1.12.0a0 \
-    --hash=sha256:d5e3f78283a272eb92547e00bbeff45b7332a34ae791a70ab4eba81af9bc3baf \
-    --hash=sha256:e803688d14e2969fe816077be81f7b034368314d485863f12ce49daba7c81919
-    # via
-    #   google-adk
-    #   google-cloud-spanner
-    #   opentelemetry-exporter-gcp-logging
-    #   opentelemetry-exporter-gcp-monitoring
-    #   opentelemetry-exporter-gcp-trace
-opentelemetry-sdk==1.38.0 \
-    --hash=sha256:1c66af6564ecc1553d72d811a01df063ff097cdc82ce188da9951f93b8d10f6b \
-    --hash=sha256:93df5d4d871ed09cb4272305be4d996236eedb232253e3ab864c8620f051cebe
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-    #   google-cloud-pubsub
-    #   google-cloud-spanner
-    #   opentelemetry-exporter-gcp-logging
-    #   opentelemetry-exporter-gcp-monitoring
-    #   opentelemetry-exporter-gcp-trace
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-resourcedetector-gcp
-opentelemetry-semantic-conventions==0.59b0 \
-    --hash=sha256:35d3b8833ef97d614136e253c1da9342b4c3c083bbaf29ce31d572a1c3825eed \
-    --hash=sha256:7a6db3f30d70202d5bf9fa4b69bc866ca6a30437287de6c510fb594878aed6b0
-    # via
-    #   google-cloud-spanner
-    #   opentelemetry-sdk
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
     --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   google-cloud-aiplatform
     #   google-cloud-bigquery
-pandas==2.3.3 \
-    --hash=sha256:0242fe9a49aa8b4d78a4fa03acb397a58833ef6199e9aa40a95f027bb3a1b6e7 \
-    --hash=sha256:1611aedd912e1ff81ff41c745822980c49ce4a7907537be8692c8dbc31924593 \
-    --hash=sha256:1b07204a219b3b7350abaae088f451860223a52cfb8a6c53358e7948735158e5 \
-    --hash=sha256:1d37b5848ba49824e5c30bedb9c830ab9b7751fd049bc7914533e01c65f79791 \
-    --hash=sha256:23ebd657a4d38268c7dfbdf089fbc31ea709d82e4923c5ffd4fbd5747133ce73 \
-    --hash=sha256:2462b1a365b6109d275250baaae7b760fd25c726aaca0054649286bcfbb3e8ec \
-    --hash=sha256:28083c648d9a99a5dd035ec125d42439c6c1c525098c58af0fc38dd1a7a1b3d4 \
-    --hash=sha256:2e3ebdb170b5ef78f19bfb71b0dc5dc58775032361fa188e814959b74d726dd5 \
-    --hash=sha256:318d77e0e42a628c04dc56bcef4b40de67918f7041c2b061af1da41dcff670ac \
-    --hash=sha256:371a4ab48e950033bcf52b6527eccb564f52dc826c02afd9a1bc0ab731bba084 \
-    --hash=sha256:376c6446ae31770764215a6c937f72d917f214b43560603cd60da6408f183b6c \
-    --hash=sha256:3869faf4bd07b3b66a9f462417d0ca3a9df29a9f6abd5d0d0dbab15dac7abe87 \
-    --hash=sha256:3fd2f887589c7aa868e02632612ba39acb0b8948faf5cc58f0850e165bd46f35 \
-    --hash=sha256:4793891684806ae50d1288c9bae9330293ab4e083ccd1c5e383c34549c6e4250 \
-    --hash=sha256:4e0a175408804d566144e170d0476b15d78458795bb18f1304fb94160cabf40c \
-    --hash=sha256:503cf027cf9940d2ceaa1a93cfb5f8c8c7e6e90720a2850378f0b3f3b1e06826 \
-    --hash=sha256:5554c929ccc317d41a5e3d1234f3be588248e61f08a74dd17c9eabb535777dc9 \
-    --hash=sha256:56851a737e3470de7fa88e6131f41281ed440d29a9268dcbf0002da5ac366713 \
-    --hash=sha256:5caf26f64126b6c7aec964f74266f435afef1c1b13da3b0636c7518a1fa3e2b1 \
-    --hash=sha256:602b8615ebcc4a0c1751e71840428ddebeb142ec02c786e8ad6b1ce3c8dec523 \
-    --hash=sha256:6253c72c6a1d990a410bc7de641d34053364ef8bcd3126f7e7450125887dffe3 \
-    --hash=sha256:6435cb949cb34ec11cc9860246ccb2fdc9ecd742c12d3304989017d53f039a78 \
-    --hash=sha256:6d21f6d74eb1725c2efaa71a2bfc661a0689579b58e9c0ca58a739ff0b002b53 \
-    --hash=sha256:6d2cefc361461662ac48810cb14365a365ce864afe85ef1f447ff5a1e99ea81c \
-    --hash=sha256:74ecdf1d301e812db96a465a525952f4dde225fdb6d8e5a521d47e1f42041e21 \
-    --hash=sha256:75ea25f9529fdec2d2e93a42c523962261e567d250b0013b16210e1d40d7c2e5 \
-    --hash=sha256:854d00d556406bffe66a4c0802f334c9ad5a96b4f1f868adf036a21b11ef13ff \
-    --hash=sha256:8fe25fc7b623b0ef6b5009149627e34d2a4657e880948ec3c840e9402e5c1b45 \
-    --hash=sha256:900f47d8f20860de523a1ac881c4c36d65efcb2eb850e6948140fa781736e110 \
-    --hash=sha256:93c2d9ab0fc11822b5eece72ec9587e172f63cff87c00b062f6e37448ced4493 \
-    --hash=sha256:a16dcec078a01eeef8ee61bf64074b4e524a2a3f4b3be9326420cabe59c4778b \
-    --hash=sha256:a21d830e78df0a515db2b3d2f5570610f5e6bd2e27749770e8bb7b524b89b450 \
-    --hash=sha256:a45c765238e2ed7d7c608fc5bc4a6f88b642f2f01e70c0c23d2224dd21829d86 \
-    --hash=sha256:a637c5cdfa04b6d6e2ecedcb81fc52ffb0fd78ce2ebccc9ea964df9f658de8c8 \
-    --hash=sha256:a68e15f780eddf2b07d242e17a04aa187a7ee12b40b930bfdd78070556550e98 \
-    --hash=sha256:b3d11d2fda7eb164ef27ffc14b4fcab16a80e1ce67e9f57e19ec0afaf715ba89 \
-    --hash=sha256:b468d3dad6ff947df92dcb32ede5b7bd41a9b3cceef0a30ed925f6d01fb8fa66 \
-    --hash=sha256:b98560e98cb334799c0b07ca7967ac361a47326e9b4e5a7dfb5ab2b1c9d35a1b \
-    --hash=sha256:bdcd9d1167f4885211e401b3036c0c8d9e274eee67ea8d0758a256d60704cfe8 \
-    --hash=sha256:bf1f8a81d04ca90e32a0aceb819d34dbd378a98bf923b6398b9a3ec0bf44de29 \
-    --hash=sha256:c46467899aaa4da076d5abc11084634e2d197e9460643dd455ac3db5856b24d6 \
-    --hash=sha256:c4fc4c21971a1a9f4bdb4c73978c7f7256caa3e62b323f70d6cb80db583350bc \
-    --hash=sha256:c503ba5216814e295f40711470446bc3fd00f0faea8a086cbc688808e26f92a2 \
-    --hash=sha256:d051c0e065b94b7a3cea50eb1ec32e912cd96dba41647eb24104b6c6c14c5788 \
-    --hash=sha256:d3e28b3e83862ccf4d85ff19cf8c20b2ae7e503881711ff2d534dc8f761131aa \
-    --hash=sha256:db4301b2d1f926ae677a751eb2bd0e8c5f5319c9cb3f88b0becbbb0b07b34151 \
-    --hash=sha256:dd7478f1463441ae4ca7308a70e90b33470fa593429f9d4c578dd00d1fa78838 \
-    --hash=sha256:e05e1af93b977f7eafa636d043f9f94c7ee3ac81af99c13508215942e64c993b \
-    --hash=sha256:e19d192383eab2f4ceb30b412b22ea30690c9e618f78870357ae1d682912015a \
-    --hash=sha256:e32e7cc9af0f1cc15548288a51a3b681cc2a219faa838e995f7dc53dbab1062d \
-    --hash=sha256:ecaf1e12bdc03c86ad4a7ea848d66c685cb6851d807a26aa245ca3d2017a1908 \
-    --hash=sha256:ee15f284898e7b246df8087fc82b87b01686f98ee67d85a17b7ab44143a3a9a0 \
-    --hash=sha256:ee67acbbf05014ea6c763beb097e03cd629961c8a632075eeb34247120abcb4b \
-    --hash=sha256:f086f6fe114e19d92014a1966f43a3e62285109afe874f067f5abbdcbb10e59c \
-    --hash=sha256:f8bfc0e12dc78f777f323f55c58649591b2cd0c43534e8355c51d3fede5f4dee
-    # via -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-pillow==12.3.0 \
-    --hash=sha256:023f6d2d11784a465f09fd09a34b150ea4672e85fb3d05931d89f373ab14abb2 \
-    --hash=sha256:02a723e6bf909e7cea0dac1b0e0310be9d7650cd66222a5f1c571455c0a45214 \
-    --hash=sha256:040a5b691b0713e1f6cbe222e0f4f74cd233421e105850ae3b3c0ceda520f42e \
-    --hash=sha256:05f6ecbeff5005399bb48d198f098a9b4b6bdf27b8487c7f38ca16eeb070cd59 \
-    --hash=sha256:068d9c39a2d1b358eb9f245ce7ab1b5c3246c7c8c7d9ba58cfa5b43146c06e50 \
-    --hash=sha256:0743841cabd3dba6a83f38a92672cccbd69af56e3e91777b0ee7f4dba4385632 \
-    --hash=sha256:092c80c76635f5ecb10f3f83d76716165c96f5229addbd1ec2bdbbda7d496e06 \
-    --hash=sha256:0b275ff9b04df7b640c59ec5a3cb113eefd3795a8df80bac69646ef699c6981a \
-    --hash=sha256:0bce5c4fd0921f99d2e858dc4d4d64193407e1b99478bc5cacecba2311abde51 \
-    --hash=sha256:1019b04af07fc0163e2810167918cb5add8d74674b6267616021ab558dc98ced \
-    --hash=sha256:106064daa23a745510dabce1d84f29137a37224831d88eb4ce94bb187b1d7e5f \
-    --hash=sha256:118ca10c0d60b06d006be10a501fd6bbdfef559251ed31b794668ed569c87e12 \
-    --hash=sha256:13f87d581e71d9189ab21fe0efb5a23e9f28552d5be6979e84001d3b8505abe8 \
-    --hash=sha256:155658efb5e044669c08896c0c44231c5e9abcaadbc5cd3648df2f7c0b96b9a6 \
-    --hash=sha256:1904e1264881f682f02b7f8167935cce37bc97db457f8e7849dc3a6a52b99580 \
-    --hash=sha256:19d2ff547c75b8e3ff46f4d9ef969a06c30ab2d4263a9e287733aa8b2429ce8f \
-    --hash=sha256:1a992e86b0dd7aeb1f053cd506508c0999d710a8f07b4c791c63843fc6a807ac \
-    --hash=sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860 \
-    --hash=sha256:1c627742b539bba4309df89171356fcb3cc5a9178355b2727d1b74a6cf155fbd \
-    --hash=sha256:1cd110edf822773368b396281a2293aeb91c90a2db00d78ea43e7e861631b722 \
-    --hash=sha256:1f85acb69adf2aaee8b7da124efebbdb959a104db34d3a2cb0f3793dbae422a8 \
-    --hash=sha256:23cff760a9049c502721bdb743a7cb3e03365fafcdfc2ef9784610714166e5a4 \
-    --hash=sha256:2465a69cf967b8b49ee1b96d76718cd98c4e925414ead59fdf75cf0fd07df673 \
-    --hash=sha256:2a3117c06b8fb646639dce83694f2f9eac405472713fcb1ae887469c0d4f6788 \
-    --hash=sha256:2aceea54f957dd4448264f9bf40875da0415c83eb85f55069d89c0ed436e3542 \
-    --hash=sha256:2d6fcc902a24ac74495df63faad1884282239265c6839a0a6416d33faedfae7e \
-    --hash=sha256:30807c931ff7c095620fe04448e2c2fc673fcbb1ffe2a7da3fb39613489b1ddd \
-    --hash=sha256:30b7c02f3899d10f13d7a48163c8969e4e653f8b43416d23d13d1bbfdc93b9f8 \
-    --hash=sha256:3828ee7586cd0b2091b6209e5ad53e20d0649bbe87164a459d0676e035e8f523 \
-    --hash=sha256:3cee80663f29e3843b68199b9d6f4f54bd1d4a6b59bdd91bceefc51238bcb967 \
-    --hash=sha256:3e184b2f26ff146363dd07bde8b711833d7b0202e27d13540bfe2e35a323a809 \
-    --hash=sha256:41342b64afeba938edb034d122b2dda5db2139b9a4af999729ba8818e0056477 \
-    --hash=sha256:41742638139424703b4d01665b807c6468e23e699e8e90cffefe291c5832b027 \
-    --hash=sha256:4445fa62e15936a028672fd48c4c11a66d641d2c05726c7ec1f8ba6a572036ae \
-    --hash=sha256:45dfc51ac5975b938e9809451c51734124e73b04d0f0ac621649821a63852e7b \
-    --hash=sha256:465b9e8844e3c3519a983d58b80be3f668e2a7a5db97f2784e7079fbc9f9822c \
-    --hash=sha256:48d254f8a4c776de343051023eb61ffe818299eeac478da55227d96e241de53f \
-    --hash=sha256:4c834a3921375c48ee6b9624061076bc0a32a60b5532b322cc0ea64e639dd50e \
-    --hash=sha256:4c96f993ab8c98460cd0c001447bff6194403e8b1d7e149ade5f00594918128b \
-    --hash=sha256:504b6f59505f08ae014f724b6207ff6222662aab5cc9542577fb084ed0676ac7 \
-    --hash=sha256:527b37216b6ac3a12d7838dc3bd75208ec57c1c6d11ef01902266a5a0c14fc27 \
-    --hash=sha256:5418b53c0d59b3824d05e029669efa023bbef0f3e92e75ec8428f3799487f361 \
-    --hash=sha256:59a03cdf019efbfeeed910bf79c7c93255c3d54bc45898ac2a4140071b02b4ae \
-    --hash=sha256:5e05688ccef30ea69b9317a9ead994b93975104a677a36a8ed8106be9260aa6d \
-    --hash=sha256:6359a3bc43f57d5b375d1ad54a0074318a0844d11b76abccf478c37c986d3cfc \
-    --hash=sha256:643f189248837533073c405ec2f0bb250ba54598cf80e8c1e043381a60632f58 \
-    --hash=sha256:65dc69160114cdd0ca0f35cb434633c75e8e7fad4cf855177a05bf38678f73ad \
-    --hash=sha256:67172f2944ebba3d4a7b54f2e95c786a3a50c21b88456329314caaa28cda70f6 \
-    --hash=sha256:676b2815362456b5b3216b4fd5bd89d362100dc6f4945154ff172e206a22c024 \
-    --hash=sha256:6a418691000f2a418c9135a7cf0d797c1bb7d9a485e61fe8e7722845b95ef978 \
-    --hash=sha256:6abdbfd3aea42be05702a8dd98832329c167ee84400a1d1f61ab11437f1717eb \
-    --hash=sha256:6be31e3fc9a621e071bc17bb7de63b85cbe0bfae91bb0363c893cbe67247780d \
-    --hash=sha256:7107195ddc914f656c7fc8e4a5e1c25f32e9236ea3ea860f257b0436011fddd0 \
-    --hash=sha256:71f511f6b3b91dd543282477be45a033e4845a40278fa8dcdbfdb07109bf18f9 \
-    --hash=sha256:7859a4cc7c9295f5838015d8cc0a9c215b77e43d07a25e460f35cf516df8626f \
-    --hash=sha256:7966e38dcd0fa11ca390aed7c6f20454443581d758242023cf36fcb319b1a874 \
-    --hash=sha256:79ea0d14d3ebad43ec77ad5272e6ff9bba5b679ef73375ea760261207fa8e0aa \
-    --hash=sha256:7aee118e30a4cf54fdd873bd3a29de51e29105ab11f9aad8c32123f58c8f8081 \
-    --hash=sha256:7b161756381f0918e05e7cb8a371fff367e807770f8fe92ecb20d905d0e1c149 \
-    --hash=sha256:7c8ec7a017ad1bd562f93dbd8505763e688d388cde6e4a010ae1486916e713e6 \
-    --hash=sha256:7d1aa4de119a0ecac0a34a9c8bde33f34022e2e8f99104e47a3ca392fd60e37d \
-    --hash=sha256:7db51d222548ccfd274e4572fdbf3e810a5e66b00608862f947b163e613b67dd \
-    --hash=sha256:819931d25e57b513242859ce1876c58c59dc31587847bf74cfe06b2e0cb22d2f \
-    --hash=sha256:83e1b0161c9d148125083a35c1c5a89db5b7054834fd4387499e06552035236c \
-    --hash=sha256:857844335c95bea93fb39e0fa2726b4d9d758850b34075a7e3ff4f4fa3aa3b31 \
-    --hash=sha256:8797edc41f3e8536ae4b10897ee2f637235c94f27404cac7297f7b607dd0716e \
-    --hash=sha256:8924748b688aa210d79883357d102cd64690e56b923a186f35a82cbc10f997db \
-    --hash=sha256:89bd777bc6624fe4115e9fac3352c79ed60f3bb18651420635f26e643e3dd1f6 \
-    --hash=sha256:8dc70ca24c110503e16918a658b869019126ecfe03109b754c402daff12b3d9f \
-    --hash=sha256:91da1d88226663594e3f6b4b8c3c8d85bd504117d043740a8e0ec449087cc494 \
-    --hash=sha256:921bd305b10e82b4d1f5e802b6850677f965d8394203d182f078873851dada69 \
-    --hash=sha256:932c754c2d51ad2b2271fd01c3d121daaa35e27efae2a616f77bf164bc0b3e94 \
-    --hash=sha256:93efb0b4de7e340d99057415c749175e24c8864302369e05914682ba642e5d77 \
-    --hash=sha256:97afb3a00b65cc0804d1c7abddbf090a81eaac02768af58cbdcaaa0a931e0b6d \
-    --hash=sha256:97f07ed9f56a3b9b5f49d3661dc9607484e85c67e27f3e8be2c7d28ca032fec7 \
-    --hash=sha256:98a9afa7b9007c67ed84c57c9e0ad86a6000da96eaa638e4f8abe5b65ff83f0a \
-    --hash=sha256:9ab6ae226de48019caa8074894544af5b53a117ccb9d3b3dcb2871464c829438 \
-    --hash=sha256:9c412fddd1b77a75aa904615ebaa6001f169b26fd467b4be93aded278266b288 \
-    --hash=sha256:a1bc6ba083b145187f648b667e05a2534ecc4b9f2784c2cbe3089e44868f2b9b \
-    --hash=sha256:a418486160228f64dd9e9efcd132679b7a02a5f22c982c78b6fc7dab3fefb635 \
-    --hash=sha256:a4d336baed65d50d37b88ca5b60c0fa9d81e3a87d4a7930d3880d1624d5b31f3 \
-    --hash=sha256:a6444696fce635783440b7f7a9fc24b3ad10a9ea3f0ab66c5905be1c19ccf17d \
-    --hash=sha256:a7bc6e6fd0395bc052f16b1a8670859964dbd7003bd0af2ff08342eb6e442cfe \
-    --hash=sha256:b4b8f3efc8d530a1544e5962bd6b403d5f7fe8b9e08227c6b255f98ad82b4ba0 \
-    --hash=sha256:b5f56c3f344f2ccaf0dd875d3e180f631dc60a51b314295a3e681fe8cf851fbe \
-    --hash=sha256:be5463ac478b623b9dd3937afd7fb7ab3d79dd290a28e2b6df292dc75063eb8a \
-    --hash=sha256:c37d8ba9411d6003bba9e518db0db0c58a680ab9fe5179f040b0463644bc9805 \
-    --hash=sha256:c84d689db21a1c397d001aa08241044aa2069e7587b398c8cc63020390b1c1b8 \
-    --hash=sha256:c96d333dcf42d01f47b37e0979b6bd73ec91eae18614864622d9b87bbd5bbf36 \
-    --hash=sha256:cadc9e0ea0a2431124cde7e1697106471fc4c1da01530e679b2391c37d3fbb3a \
-    --hash=sha256:cc3e831b563b3114baac7ec2ee86819eb03caa1a2cef0b481a5675b59c4fe23b \
-    --hash=sha256:cd8ff254faf15591e724dc7c4ddb6bf4793efcbe13802a4ae3e863cd300b493e \
-    --hash=sha256:d000f46e2917c705e9fb93a3606ee4a819d1e3aa7a9b442f6444f07e77cf5e25 \
-    --hash=sha256:d9da3df5f9ea2a89b81bb6087177fb1f4d1c7146d583a3fe5c672c0d94e55e12 \
-    --hash=sha256:e5c5858ad8ec655450a7c7df532e9842cf8df7cc349df7225c60d5d348c8aada \
-    --hash=sha256:e67d793d180c9df62f1f40aee3accca4829d3794c95098887edc18af4b8b780c \
-    --hash=sha256:ea944117a7974ae78059fcc1800e5d3295172bb97035c0c1d9345fca1419da71 \
-    --hash=sha256:eb76541cba2f958032d79d143b98a3a6b3ea87f0959bbe256c0b5e416599fd5d \
-    --hash=sha256:ec1ee50470b0d050984394423d96325b744d55c701a439d2bd66089bff963d3c \
-    --hash=sha256:ee92f2fd10f4adc4b43d07ec5e779932b4eb3dbfbc34790ada5a6669bc095aa6 \
-    --hash=sha256:f0f5d8f4a08090c6d6d578351a2b91acf519a54986c055af27e7a93feae6d3f1 \
-    --hash=sha256:f1f182ebd2303acf8c380a54f615ec883322593320a9b00438eb842c1f37ae50 \
-    --hash=sha256:f8a5827f84d973d8636e9dc5764af4f0cf2318d26744b3d902931701b0d46653 \
-    --hash=sha256:f944255db153ebb2b19c51fe85dd99ef0ce494123f21b9db4877ffdfc5590c7c \
-    --hash=sha256:fdae223722da47b024b867c1ea0be64e0df702c5e0a60e27daad39bf960dd1e4 \
-    --hash=sha256:fe27fb049cdcca11f11a7bfda64043c37b30e6b91f10cb5bab275806c32f6ab3
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   imageio
-    #   moviepy
-proglog==0.1.12 \
-    --hash=sha256:361ee074721c277b89b75c061336cb8c5f287c92b043efa562ccf7866cda931c \
-    --hash=sha256:ccaafce51e80a81c65dc907a460c07ccb8ec1f78dc660cfd8f9ec3a22f01b84c
-    # via moviepy
 propcache==0.5.2 \
     --hash=sha256:01c4fc7480cd0598bb4b57022df55b9ca296da7fc5a8760bd8451a7e63a7d427 \
     --hash=sha256:04dc2390d9edbbaef7461f33322555976ffddf0b650a038649d026358714e6c5 \
@@ -1940,24 +1033,9 @@ proto-plus==1.28.2 \
     --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
     --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
-    #   google-ads
     #   google-api-core
     #   google-cloud-aiplatform
-    #   google-cloud-appengine-logging
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
-    #   google-cloud-dataplex
-    #   google-cloud-discoveryengine
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
     #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
-    #   google-cloud-texttospeech
-    #   google-cloud-trace
 protobuf==6.33.6 \
     --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
     --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
@@ -1970,75 +1048,13 @@ protobuf==6.33.6 \
     --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
     --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
     # via
-    #   google-ads
     #   google-api-core
     #   google-cloud-aiplatform
-    #   google-cloud-appengine-logging
-    #   google-cloud-audit-log
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
-    #   google-cloud-dataplex
-    #   google-cloud-discoveryengine
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
     #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
-    #   google-cloud-texttospeech
-    #   google-cloud-trace
     #   googleapis-common-protos
     #   grpc-google-iam-v1
     #   grpcio-status
-    #   opentelemetry-proto
     #   proto-plus
-pyarrow==25.0.0 \
-    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
-    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
-    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
-    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
-    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
-    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
-    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
-    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
-    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
-    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
-    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
-    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
-    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
-    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
-    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
-    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
-    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
-    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
-    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
-    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
-    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
-    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
-    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
-    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
-    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
-    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
-    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
-    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
-    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
-    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
-    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
-    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
-    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
-    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
-    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
-    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
-    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
-    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
-    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
-    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
-    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
-    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
-    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
-    # via google-adk
 pyasn1==0.6.4 \
     --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
     --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
@@ -2051,679 +1067,200 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.12.0 \
-    --hash=sha256:c1a077e6270dbfb37bfd8b498b3981e2bb18f68103720e51fa6c306a5a9af563 \
-    --hash=sha256:f6a1da352d42790537e95e83a8bdfb91c7efbae63ffd0b86fa823899e807116f
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
+    #   -r requirements.in
     #   fastapi
-    #   google-adk
     #   google-cloud-aiplatform
     #   google-genai
-    #   mcp
-    #   pydantic-settings
-    #   toolbox-core
-pydantic-core==2.41.1 \
-    --hash=sha256:0234236514f44a5bf552105cfe2543a12f48203397d9d0f866affa569345a5b5 \
-    --hash=sha256:05226894a26f6f27e1deb735d7308f74ef5fa3a6de3e0135bb66cdcaee88f64b \
-    --hash=sha256:055c7931b0329cb8acde20cdde6d9c2cbc2a02a0a8e54a792cddd91e2ea92c65 \
-    --hash=sha256:07588570a805296ece009c59d9a679dc08fab72fb337365afb4f3a14cfbfc176 \
-    --hash=sha256:08a589f850803a74e0fcb16a72081cafb0d72a3cdda500106942b07e76b7bf62 \
-    --hash=sha256:10ce489cf09a4956a1549af839b983edc59b0f60e1b068c21b10154e58f54f80 \
-    --hash=sha256:12d4257fc9187a0ccd41b8b327d6a4e57281ab75e11dda66a9148ef2e1fb712f \
-    --hash=sha256:13ab9cc2de6f9d4ab645a050ae5aee61a2424ac4d3a16ba23d4c2027705e0301 \
-    --hash=sha256:170406a37a5bc82c22c3274616bf6f17cc7df9c4a0a0a50449e559cb755db669 \
-    --hash=sha256:1ab7e594a2a5c24ab8013a7dc8cfe5f2260e80e490685814122081705c2cf2b0 \
-    --hash=sha256:1ad375859a6d8c356b7704ec0f547a58e82ee80bb41baa811ad710e124bc8f2f \
-    --hash=sha256:1b5c4374a152e10a22175d7790e644fbd8ff58418890e07e2073ff9d4414efae \
-    --hash=sha256:1b974e41adfbb4ebb0f65fc4ca951347b17463d60893ba7d5f7b9bb087c83897 \
-    --hash=sha256:1e2df5f8344c99b6ea5219f00fdc8950b8e6f2c422fbc1cc122ec8641fac85a1 \
-    --hash=sha256:1e798b4b304a995110d41ec93653e57975620ccb2842ba9420037985e7d7284e \
-    --hash=sha256:209910e88afb01fd0fd403947b809ba8dba0e08a095e1f703294fda0a8fdca51 \
-    --hash=sha256:241299ca91fc77ef64f11ed909d2d9220a01834e8e6f8de61275c4dd16b7c936 \
-    --hash=sha256:248dafb3204136113c383e91a4d815269f51562b6659b756cf3df14eefc7d0bb \
-    --hash=sha256:2757606b7948bb853a27e4040820306eaa0ccb9e8f9f8a0fa40cb674e170f350 \
-    --hash=sha256:28527e4b53400cd60ffbd9812ccb2b5135d042129716d71afd7e45bf42b855c0 \
-    --hash=sha256:2876a095292668d753f1a868c4a57c4ac9f6acbd8edda8debe4218d5848cf42f \
-    --hash=sha256:2896510fce8f4725ec518f8b9d7f015a00db249d2fd40788f442af303480063d \
-    --hash=sha256:2bf1917385ebe0f968dc5c6ab1375886d56992b93ddfe6bf52bff575d03662be \
-    --hash=sha256:2e71b1c6ceb9c78424ae9f63a07292fb769fb890a4e7efca5554c47f33a60ea5 \
-    --hash=sha256:300a9c162fea9906cc5c103893ca2602afd84f0ec90d3be36f4cc360125d22e1 \
-    --hash=sha256:30edab28829703f876897c9471a857e43d847b8799c3c9e2fbce644724b50aa4 \
-    --hash=sha256:34df1fe8fea5d332484a763702e8b6a54048a9d4fe6ccf41e34a128238e01f52 \
-    --hash=sha256:35291331e9d8ed94c257bab6be1cb3a380b5eee570a2784bffc055e18040a2ea \
-    --hash=sha256:365109d1165d78d98e33c5bfd815a9b5d7d070f578caefaabcc5771825b4ecb5 \
-    --hash=sha256:377defd66ee2003748ee93c52bcef2d14fde48fe28a0b156f88c3dbf9bc49a50 \
-    --hash=sha256:3925446673641d37c30bd84a9d597e49f72eacee8b43322c8999fa17d5ae5bc4 \
-    --hash=sha256:3d43bf082025082bda13be89a5f876cc2386b7727c7b322be2d2b706a45cea8e \
-    --hash=sha256:421b5595f845842fc093f7250e24ee395f54ca62d494fdde96f43ecf9228ae01 \
-    --hash=sha256:42ae9352cf211f08b04ea110563d6b1e415878eea5b4c70f6bdb17dca3b932d2 \
-    --hash=sha256:440d0df7415b50084a4ba9d870480c16c5f67c0d1d4d5119e3f70925533a0edc \
-    --hash=sha256:447ddf56e2b7d28d200d3e9eafa936fe40485744b5a824b67039937580b3cb20 \
-    --hash=sha256:46a1c935c9228bad738c8a41de06478770927baedf581d172494ab36a6b96575 \
-    --hash=sha256:47694a31c710ced9205d5f1e7e8af3ca57cbb8a503d98cb9e33e27c97a501601 \
-    --hash=sha256:47f1f642a205687d59b52dc1a9a607f45e588f5a2e9eeae05edd80c7a8c47674 \
-    --hash=sha256:49bd51cc27adb980c7b97357ae036ce9b3c4d0bb406e84fbe16fb2d368b602a8 \
-    --hash=sha256:4dc703015fbf8764d6a8001c327a87f1823b7328d40b47ce6000c65918ad2b4f \
-    --hash=sha256:4f276a6134fe1fc1daa692642a3eaa2b7b858599c49a7610816388f5e37566a1 \
-    --hash=sha256:4f94f3ab188f44b9a73f7295663f3ecb8f2e2dd03a69c8f2ead50d37785ecb04 \
-    --hash=sha256:4fee76d757639b493eb600fba668f1e17475af34c17dd61db7a47e824d464ca9 \
-    --hash=sha256:5042da12e5d97d215f91567110fdfa2e2595a25f17c19b9ff024f31c34f9b53e \
-    --hash=sha256:530bbb1347e3e5ca13a91ac087c4971d7da09630ef8febd27a20a10800c2d06d \
-    --hash=sha256:555ecf7e50f1161d3f693bc49f23c82cf6cdeafc71fa37a06120772a09a38795 \
-    --hash=sha256:5da98cc81873f39fd56882e1569c4677940fbc12bce6213fad1ead784192d7c8 \
-    --hash=sha256:63892ead40c1160ac860b5debcc95c95c5a0035e543a8b5a4eac70dd22e995f4 \
-    --hash=sha256:6550617a0c2115be56f90c31a5370261d8ce9dbf051c3ed53b51172dd34da696 \
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+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.2 \
-    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
-    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   mcp
-pyjwt==2.13.0 \
-    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
-    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
-    # via mcp
-pyparsing==3.3.2 \
-    --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
-    --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
-    # via httplib2
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
-    # via
-    #   google-adk
-    #   google-cloud-bigquery
-    #   pandas
+    # via google-cloud-bigquery
 python-dotenv==1.2.2 \
     --hash=sha256:31f23644fe2602f88ff55e1f5c79ba497e01224ee7737937930c448e4d0e24dc \
     --hash=sha256:a8a6399716257f45be6a007360200409fce5cda2661e3dec71d23dc15f6189ab
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   google-adk
-    #   moviepy
-    #   pydantic-settings
-python-multipart==0.0.32 \
-    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
-    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
-    # via mcp
-pytz==2026.2 \
-    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
-    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
-    # via pandas
-pyyaml==6.0.3 \
-    --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
-    --hash=sha256:0150219816b6a1fa26fb4699fb7daa9caf09eb1999f3b70fb6e786805e80375a \
-    --hash=sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3 \
-    --hash=sha256:02ea2dfa234451bbb8772601d7b8e426c2bfa197136796224e50e35a78777956 \
-    --hash=sha256:0f29edc409a6392443abf94b9cf89ce99889a1dd5376d94316ae5145dfedd5d6 \
-    --hash=sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c \
-    --hash=sha256:16249ee61e95f858e83976573de0f5b2893b3677ba71c9dd36b9cf8be9ac6d65 \
-    --hash=sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a \
-    --hash=sha256:1ebe39cb5fc479422b83de611d14e2c0d3bb2a18bbcb01f229ab3cfbd8fee7a0 \
-    --hash=sha256:214ed4befebe12df36bcc8bc2b64b396ca31be9304b8f59e25c11cf94a4c033b \
-    --hash=sha256:2283a07e2c21a2aa78d9c4442724ec1eb15f5e42a723b99cb3d822d48f5f7ad1 \
-    --hash=sha256:22ba7cfcad58ef3ecddc7ed1db3409af68d023b7f940da23c6c2a1890976eda6 \
-    --hash=sha256:27c0abcb4a5dac13684a37f76e701e054692a9b2d3064b70f5e4eb54810553d7 \
-    --hash=sha256:28c8d926f98f432f88adc23edf2e6d4921ac26fb084b028c733d01868d19007e \
-    --hash=sha256:2e71d11abed7344e42a8849600193d15b6def118602c4c176f748e4583246007 \
-    --hash=sha256:34d5fcd24b8445fadc33f9cf348c1047101756fd760b4dacb5c3e99755703310 \
-    --hash=sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4 \
-    --hash=sha256:3c5677e12444c15717b902a5798264fa7909e41153cdf9ef7ad571b704a63dd9 \
-    --hash=sha256:3ff07ec89bae51176c0549bc4c63aa6202991da2d9a6129d7aef7f1407d3f295 \
-    --hash=sha256:41715c910c881bc081f1e8872880d3c650acf13dfa8214bad49ed4cede7c34ea \
-    --hash=sha256:418cf3f2111bc80e0933b2cd8cd04f286338bb88bdc7bc8e6dd775ebde60b5e0 \
-    --hash=sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e \
-    --hash=sha256:4a2e8cebe2ff6ab7d1050ecd59c25d4c8bd7e6f400f5f82b96557ac0abafd0ac \
-    --hash=sha256:4ad1906908f2f5ae4e5a8ddfce73c320c2a1429ec52eafd27138b7f1cbe341c9 \
-    --hash=sha256:501a031947e3a9025ed4405a168e6ef5ae3126c59f90ce0cd6f2bfc477be31b7 \
-    --hash=sha256:5190d403f121660ce8d1d2c1bb2ef1bd05b5f68533fc5c2ea899bd15f4399b35 \
-    --hash=sha256:5498cd1645aa724a7c71c8f378eb29ebe23da2fc0d7a08071d89469bf1d2defb \
-    --hash=sha256:5cf4e27da7e3fbed4d6c3d8e797387aaad68102272f8f9752883bc32d61cb87b \
-    --hash=sha256:5e0b74767e5f8c593e8c9b5912019159ed0533c70051e9cce3e8b6aa699fcd69 \
-    --hash=sha256:5ed875a24292240029e4483f9d4a4b8a1ae08843b9c54f43fcc11e404532a8a5 \
-    --hash=sha256:5fcd34e47f6e0b794d17de1b4ff496c00986e1c83f7ab2fb8fcfe9616ff7477b \
-    --hash=sha256:5fdec68f91a0c6739b380c83b951e2c72ac0197ace422360e6d5a959d8d97b2c \
-    --hash=sha256:6344df0d5755a2c9a276d4473ae6b90647e216ab4757f8426893b5dd2ac3f369 \
-    --hash=sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd \
-    --hash=sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824 \
-    --hash=sha256:66291b10affd76d76f54fad28e22e51719ef9ba22b29e1d7d03d6777a9174198 \
-    --hash=sha256:66e1674c3ef6f541c35191caae2d429b967b99e02040f5ba928632d9a7f0f065 \
-    --hash=sha256:6adc77889b628398debc7b65c073bcb99c4a0237b248cacaf3fe8a557563ef6c \
-    --hash=sha256:79005a0d97d5ddabfeeea4cf676af11e647e41d81c9a7722a193022accdb6b7c \
-    --hash=sha256:7c6610def4f163542a622a73fb39f534f8c101d690126992300bf3207eab9764 \
-    --hash=sha256:7f047e29dcae44602496db43be01ad42fc6f1cc0d8cd6c83d342306c32270196 \
-    --hash=sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b \
-    --hash=sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00 \
-    --hash=sha256:8d1fab6bb153a416f9aeb4b8763bc0f22a5586065f86f7664fc23339fc1c1fac \
-    --hash=sha256:8da9669d359f02c0b91ccc01cac4a67f16afec0dac22c2ad09f46bee0697eba8 \
-    --hash=sha256:8dc52c23056b9ddd46818a57b78404882310fb473d63f17b07d5c40421e47f8e \
-    --hash=sha256:9149cad251584d5fb4981be1ecde53a1ca46c891a79788c0df828d2f166bda28 \
-    --hash=sha256:93dda82c9c22deb0a405ea4dc5f2d0cda384168e466364dec6255b293923b2f3 \
-    --hash=sha256:96b533f0e99f6579b3d4d4995707cf36df9100d67e0c8303a0c55b27b5f99bc5 \
-    --hash=sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4 \
-    --hash=sha256:9c7708761fccb9397fe64bbc0395abcae8c4bf7b0eac081e12b809bf47700d0b \
-    --hash=sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf \
-    --hash=sha256:a33284e20b78bd4a18c8c2282d549d10bc8408a2a7ff57653c0cf0b9be0afce5 \
-    --hash=sha256:a80cb027f6b349846a3bf6d73b5e95e782175e52f22108cfa17876aaeff93702 \
-    --hash=sha256:b30236e45cf30d2b8e7b3e85881719e98507abed1011bf463a8fa23e9c3e98a8 \
-    --hash=sha256:b3bc83488de33889877a0f2543ade9f70c67d66d9ebb4ac959502e12de895788 \
-    --hash=sha256:b865addae83924361678b652338317d1bd7e79b1f4596f96b96c77a5a34b34da \
-    --hash=sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d \
-    --hash=sha256:ba1cc08a7ccde2d2ec775841541641e4548226580ab850948cbfda66a1befcdc \
-    --hash=sha256:bdb2c67c6c1390b63c6ff89f210c8fd09d9a1217a465701eac7316313c915e4c \
-    --hash=sha256:c1ff362665ae507275af2853520967820d9124984e0f7466736aea23d8611fba \
-    --hash=sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f \
-    --hash=sha256:c3355370a2c156cffb25e876646f149d5d68f5e0a3ce86a5084dd0b64a994917 \
-    --hash=sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5 \
-    --hash=sha256:d0eae10f8159e8fdad514efdc92d74fd8d682c933a6dd088030f3834bc8e6b26 \
-    --hash=sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f \
-    --hash=sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b \
-    --hash=sha256:eda16858a3cab07b80edaf74336ece1f986ba330fdb8ee0d6c0d68fe82bc96be \
-    --hash=sha256:ee2922902c45ae8ccada2c5b501ab86c36525b883eff4255313a253a3160861c \
-    --hash=sha256:efd7b85f94a6f21e4932043973a7ba2613b059c4a000551892ac9f1d11f5baf3 \
-    --hash=sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6 \
-    --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
-    --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
-    # via
-    #   google-adk
-    #   google-ads
-rapidfuzz==3.14.5 \
-    --hash=sha256:0084b687b02b4e569b46d8d6d4ad25659528e6081cd6d067ca453a69035f07e4 \
-    --hash=sha256:01550fe5f60fd176aa66b7611289d46dc4aa4b1b904874c7b6d1d54e581c5ec1 \
-    --hash=sha256:0298d357e2bc59d572da4db0bc631009b6f8f6c9bc8c11e99a12b833f16b6575 \
-    --hash=sha256:068b3e965ca9d9ee4debe40001ae7c3938ba646308afd33cf0c66618147db65c \
-    --hash=sha256:071d96b957a33b9296b9284b6350a0fb6d030b154a04efd7c15e56b98b79a517 \
-    --hash=sha256:09d6c9ba091854f07817055d795d604179c12a8f308ba4c7d56f3719dfea1646 \
-    --hash=sha256:0d3378f471ef440473a396ce2f8e97ee12f89a78b495540e0a5617bbfe895638 \
-    --hash=sha256:0ebd1a18e2e47bc0b292a07e6ed9c3642f8aaa672d12253885f599b50807a4f9 \
-    --hash=sha256:0f23e37019ec07712d58976b1ab2b889f8649a7f7c2f626a2f34ea9139e79279 \
-    --hash=sha256:11bfc2ed8fbe4ab86bd516fadefab126f90e6dcadffa761739fcb304707dfd35 \
-    --hash=sha256:13cb79c23ef5516e4c4e3830877be8b19aa75203636be1163d690d37803f6504 \
-    --hash=sha256:17a34330cd2a538c1ce5d400b61ba358c5b72c654b928ff87b362e88f8b864c7 \
-    --hash=sha256:1a31cc6d7d03e7318a0974c038959c59e19c752b81115f2e9138b3331cd64d45 \
-    --hash=sha256:1e910eebca9fd0eba245c0555e764597e8a0cccb673a92da2dc2397050725f48 \
-    --hash=sha256:1e989f86113be66574113b9c7bdf4793f3f863d248e47d911b355e05ca6b6b10 \
-    --hash=sha256:2e83cd2e25bb4edd97b689d9979d9c3acccdaaf26ceac08212ceece202febcfa \
-    --hash=sha256:39ef8658aaf67d51667e7bdaf7096f432333377d8302ac43c70b5df8a4cf89b8 \
-    --hash=sha256:3d50e5861872935fece391351cbb5ba21d1bced277cf5e1143d207a0a35f1925 \
-    --hash=sha256:3e91dcd2549b8f8d843f98ba03a17e01f3d8b72ce942adbbb6761bc58ffce813 \
-    --hash=sha256:419e4397a36e2665ec992d8d64c20ba4b2a42500c76ecadeca78a4f19cb9cc32 \
-    --hash=sha256:440d30faaf682ca496170a7f0cc5453ec942e3e079f0fd802c9a7f938dfb50a3 \
-    --hash=sha256:46b92a9970dcc34f0096901c792644094cab49554ac3547f35e3aebbdf0a3610 \
-    --hash=sha256:478b59bb018a6780d73f33e38d0b3ec5e968a6c1ed42876b993dd456b7aa20e8 \
-    --hash=sha256:48bee0b91bebfaec41e1081e351000659ab7570cc4598d617aa04d5bf827f9e6 \
-    --hash=sha256:4900143d82071bdda533b00300c40b14b963ff826b3642cc463b6dd0f036585e \
-    --hash=sha256:4a60f0057231188e3bd30216f7b4e0f279b11fa4ec818bb6c1d9f014d1562fbc \
-    --hash=sha256:56227a61fd3d17b0cd9793132431f3a3d07c8654be96794ba9f89fe0fc8b2d09 \
-    --hash=sha256:578e6051f6d5e6200c259b47a103cf06bb875ab5814d17333fc0b5c290b22f4c \
-    --hash=sha256:593c00dac4e30231c35bf3b4f1da8ec0998762e9e94425586a5d636fcd57f9d0 \
-    --hash=sha256:59b3dba758661a318995655435c6ab20a04ade79fa51e75bc8dc107cac8df280 \
-    --hash=sha256:5ab449c9abd0d4e1f8145dce0798a4c822a1a1933d613c764a641bea88b8bdab \
-    --hash=sha256:5dfa89d78f22cd773054caff44827b846161a29f2dcf7e78b8f90d086621e502 \
-    --hash=sha256:649712823f3abcdc48427147a5384fac15623ba435d0013959b52e6462521397 \
-    --hash=sha256:667f40fe9c81ad129b198d236881b00dd9e8314d9cc72d03c3e16bdfe5879051 \
-    --hash=sha256:6737b35d5af7479c5bf9710f7b17edd9d2c43128d974d25fb4ea653e42c64609 \
-    --hash=sha256:67f3f9d2b444268ab53e47d31bab89954888d23c04c6789f2c727e51fe4b1d13 \
-    --hash=sha256:7092a216728f80c960bd6b3807275d1ee318b168986bd5dc523349581d4890b8 \
-    --hash=sha256:738c96944d076deeaff70e92b65696ab4f7ecb8081d7791c5403a3257dfaf8ff \
-    --hash=sha256:77eac0526899b3c3ad1454bb2b03cdb491d67358ec8ef0c9c48bd61b632b431d \
-    --hash=sha256:7d5ca9c7832e6879a707296d1463685f7c243a27846227044504741640caec66 \
-    --hash=sha256:7e580cb04ad849ae9b786fa21383c6b994b6e6c1444ad1cb9f22392759d72741 \
-    --hash=sha256:8166efddea49fdbc61185559f47593239e4794fd7c9044dd5a789d1a90af852d \
-    --hash=sha256:823b1b9d9230809d8edcc18872770764bfe8ef4357995e16744047c8ccf0e489 \
-    --hash=sha256:88b7d31ff1cc5e9bc0e4406e6b1fa00b6d37163d50bb58091e9b976ff1129faa \
-    --hash=sha256:8c90cdf8516d9057e502aa6003cea71cf5ec27cc44699ca52412b502a04761bb \
-    --hash=sha256:8ce1d850b3c0178440efde9e884d98421b5e87ff925f364d6d79e23910d7593f \
-    --hash=sha256:8f4a8f5cc84c7ad6bffa0e9947b33eb343ad66e6b53e94fe54378a5508c5ed53 \
-    --hash=sha256:93d8da883a35116d6813432177f35e570db5b0a5e30ecb0cbd7cb39c815735df \
-    --hash=sha256:95d937e74c1a7a1287dfb03b62a827be08ede10a155cf1af73bbf47f2b73ee6e \
-    --hash=sha256:9669753caef7fdc6529f6adcc5883ed98d65976445d9322e7dbdb6b697feee13 \
-    --hash=sha256:97131ab2be39043054ee28d99e09efe316e6d53449b7e962dfcf3c2de8b2b246 \
-    --hash=sha256:97c6d85283629646fa87acc22c66b30ea9d4de7f6fdf887daa2e30fa041829b5 \
-    --hash=sha256:9981d38a703b86f0e315a3cd229fd1906fe1d91c989ed121fb975b3c849f89f5 \
-    --hash=sha256:9ad37a0be705b544af6296da8edddc260d10a8ae5462530fc9991f66498bb1f9 \
-    --hash=sha256:a2ae6f53f99c9a0eca7a0afc5b4e45fc73bc1dd4ac74c00509031d76df80ed98 \
-    --hash=sha256:aac0ad28c686a5e72b81668b906c030ee28050b244544b8af68e12fb32543895 \
-    --hash=sha256:af3b859726cd3374287e405e14b9634563c078c5531a4f62375508addebddad1 \
-    --hash=sha256:af6a90a4ed2a48fa1a2d17e9d824e6c7c950bea5bad0b707c77fd55751e6bfef \
-    --hash=sha256:b002c7994cc9f2bc9d9856f0fbaee6e8072c983873846c92f25cefba5b2a925f \
-    --hash=sha256:b486b5218808f6f4dc471b114b1054e63553db69705c97da0271f47bd706aedd \
-    --hash=sha256:b9c6bd754d11f6e78ac54e3d86b4b11dc1ba2f13e5fc958899574532897f5a99 \
-    --hash=sha256:ba10ac57884ce82112f7ed910b67e7fb6072d8ef2c06e30dc63c0f604a112e0e \
-    --hash=sha256:bf5018938208d4597b2e679a4f8cff9fd252f1df53583130ae56281a21801b64 \
-    --hash=sha256:c0919d1f89ddf91129906705723118ea09754171e4116f5a5dbc667c7bc9b261 \
-    --hash=sha256:c5801a89604c65ab4cc9e91b23bc4076d0ca80efd8c976fb63843d7879a85d7f \
-    --hash=sha256:c84af70bcf34e99aee894e46a0f1ac77f17d0ef828179c387407642e2466d28a \
-    --hash=sha256:cb2829fedd672dd7107267189dabe2bbe07972801d636014417c6861eb89e358 \
-    --hash=sha256:d45e06f60729e07d9b20c205f7e5cff90b6ef2584e852eecf46e045aea69627d \
-    --hash=sha256:d7ca16637c0ede8243f84074044bd0b2335a0341421f8227c85756de2d18c819 \
-    --hash=sha256:d8375e3da319593389727c3187ccaf3e0e84199accc530866b8e0f2b79af05e9 \
-    --hash=sha256:dfa552338f51aec280f17b02d28bace1e162d1a84ccd80e3339a57f98aedb56b \
-    --hash=sha256:dfef96543ced67d9513a422755db422ae1dc34dade0a1485e0b43e7342ed3ebf \
-    --hash=sha256:e012177c8e8a8a0754ae0d6027d63042aa5ff036d9f40f07cb3466a6082e21b8 \
-    --hash=sha256:e251126d48615e1f02b4a178f2cd0cd4f0332b8a019c01a2e10480f7552554b4 \
-    --hash=sha256:e52da10236aa6212de71b9e170bace65b64b129c0dea7fc243d6c9ce976f5074 \
-    --hash=sha256:eacb434410b8d9ca99a8d42352ef085cf423e3c76c1f0b86be2fcba3bff2952c \
-    --hash=sha256:ebd8fd343bf8492a1e60bcb6dc99f90f74f65d98d8241a6b3e1fed225b76ecd6 \
-    --hash=sha256:f0b2af76b7e7060c09e1a0dfa9410eb19369cbe6164509bff2ef94094b54d2b6 \
-    --hash=sha256:f2073495a7f9b75e57e600747ac09510d67683fd64d3228e009740b7ef88f9fe \
-    --hash=sha256:f4c1bca487a17fe4226b4ffb2d30e799d2b274d692cffa76bd0746f56235fca3 \
-    --hash=sha256:f9fff308486bbd2c8c24f25e8e152c7594d3fe8db265a2d6a1ce24d58671127f \
-    --hash=sha256:fbf1b8bb2695415b347f3727da1addca2acb82c9b97ac86bebf8b1bead1eb12d \
-    --hash=sha256:feedf219672eef83ea6be6f3bb093bba396a8560fc75be85ba225f082903df0a
-    # via -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-referencing==0.37.0 \
-    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
-    --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
+    # via -r requirements.in
 requests==2.34.2 \
     --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
     --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   google-adk
     #   google-api-core
     #   google-auth
     #   google-cloud-bigquery
     #   google-cloud-storage
     #   google-genai
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-resourcedetector-gcp
-    #   requests-oauthlib
-    #   toolbox-core
-requests-oauthlib==2.0.0 \
-    --hash=sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36 \
-    --hash=sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9
-    # via google-auth-oauthlib
-rpds-py==2026.6.3 \
-    --hash=sha256:0be972be84cfcaf46c8c6edf690ca0f154ac17babf1f6a955a51579b34ad2dc5 \
-    --hash=sha256:127565fead0a10943b282957bd5447804ff3160ad79f2ad2635e6d249e380680 \
-    --hash=sha256:127e08c0642d880cf32ca47ec2a4a77b901f7e2dd1ad9762adb13955d72ffcc9 \
-    --hash=sha256:166cf54d9f44fc6ceb53c7860258dde44a81406646de79f8ed3234fca3b6e538 \
-    --hash=sha256:168c733a7112e071bb7a66460e667edfcff06c017a3c523f7a8a8e08d0140804 \
-    --hash=sha256:1967debc37f64f2c4dc90a7f563aec558b471966e12adcac4e1c4240496b6ebf \
-    --hash=sha256:1cebd1337c242e4ec2293e541f712b2da849b29f48f0c293684b71c0632625d4 \
-    --hash=sha256:1cf01971c4f2c5553b772a542e4aaf191789cd331bc2cd4ff0e6e65ba49e1e97 \
-    --hash=sha256:1e5822dfc2f0d4ab7e745eaa6d85945069329beeccef965af3f3bb26058fcab6 \
-    --hash=sha256:22bffe6042b9bcb0822bcd1955ec00e245daf17b4344e4ed8e9551b976b63e96 \
-    --hash=sha256:23a439f31ccbeff1574e24889128821d1f7917470e830cf6544dced1c662262a \
-    --hash=sha256:24e9c5386e16669b674a69c156c8eeefcb578f3b3397b713b08e6d60f3c7b187 \
-    --hash=sha256:270b293dae9058fc9fcedab50f13cebf46fb8ed1d1d54e0521a9da5d6b211975 \
-    --hash=sha256:29dfa0533a5d4c94d4dfa1b694fcb56c9c63aad8330ffdd816fd225d0a7a162f \
-    --hash=sha256:2a9c6f195058cb45335e8cc3802745c603d716eb96bc9625950c1aac71c0c703 \
-    --hash=sha256:2bfd04c19ddbd6640de0b51894d764bd2758854d5b75bd102d2ef10cb9c293a9 \
-    --hash=sha256:2c54a076ca4d370980ab57bc0e31df57bbe8d41340436a90ef8b1219a3cbb127 \
-    --hash=sha256:2c958bf94822e9290a40aaf2a822d4bc5c88099093e3948ad6c571eca9272e5f \
-    --hash=sha256:2c99f7e8ccb3dd6e3e4bfeac657a7b208c9bac8075f4b078c02d7404c34107fa \
-    --hash=sha256:2f7c26fbc5acd2522b95d4177fe4710ffd8e9b20529e703ffbf8db4d93903f05 \
-    --hash=sha256:30c6dc199b24a5e3e81d50da0f00858c5bbdb2617a750395687f4339c5818171 \
-    --hash=sha256:38a2fea2787428f811719ceb9114cb78964a3138838320c29ac39526c79c16ba \
-    --hash=sha256:3a83ae6c67b7676b9878378547ca8e93ed77a580037bcbcd1d32f739e1e6089c \
-    --hash=sha256:3cfe765c1da0072636ca06628261e0ea05688e160d5c8a03e0217c3854037223 \
-    --hash=sha256:421aba32367055614287a4292b6a17f1939c9452299f7a0209c117e990b646d4 \
-    --hash=sha256:425560c6fa0415f27261727bb20bd097568485e5eb0c121f1949417d1c516885 \
-    --hash=sha256:4470ce197d4090875cf6affbf1f853338387428df97c4fb7b7106317b8214698 \
-    --hash=sha256:4cf2d36a2357e4d07bb5a4f98801265327b48256867816cfd2ceb001e9754a8f \
-    --hash=sha256:4f4bca01b63096f606e095734dd56e74e175f94cfbf24ff3d63281cec61f7bb7 \
-    --hash=sha256:501f9f04a588d6a09179368c57071301445191767c64e4b52a6aa9871f1ef5ed \
-    --hash=sha256:536bceea4fa4acf7e1c61da2b5786304367c816c8895be71b8f537c480b0ea1f \
-    --hash=sha256:538949e262e46caa31ac01bdb3c1e8f642622922cacbabbae6a8445d9dc33eaf \
-    --hash=sha256:539d75de9e0d536c84ff18dfeb805398e58227001ce09231a26a08b9aed1ee0e \
-    --hash=sha256:54f45a148e28767bf343d33a684693c70e451c6f4c0e9904709a723fafbdfc1f \
-    --hash=sha256:55927d532399c2c646100ff7feb48eaa940ad70f42cd68e1328f3ded9f81ca24 \
-    --hash=sha256:58eadac9cd119677b60e1cf8ac4052f35949d71b8a9e5556efccbe82533cf22a \
-    --hash=sha256:5e8d07bddee435a2ff6f1920e18feff28d0bc4533e42f4bf6927fbd073312c41 \
-    --hash=sha256:62698275682bf121181861295c9181e789030a2d516071f5b8f3c23c170cd0fc \
-    --hash=sha256:639c8929aa0afe81be836b04de888460d6bed38b9c54cfc18da8f6bfabf5af5d \
-    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146 \
-    --hash=sha256:6de4744d05bd1aa1be4ed7ea1189e3979196808008113bbbf899a460966b925e \
-    --hash=sha256:6e84adbcf4bf841aed8116a8264b9f50b4cb3e7bd89b516122e616ac56ca269e \
-    --hash=sha256:7491ee23305ac3eb59e492b6945881f5cd77a6f731061a3f25b77fd40f9e99a4 \
-    --hash=sha256:79486287de1730dbaff3dbd124d0ca4d2ef7f9d29bf2544f1f93c09b5bcbbd12 \
-    --hash=sha256:7b689145a1485c335569bd056464f3243a29af7ed3871c7be31ad624ba239bc7 \
-    --hash=sha256:7f88d653e7b3b779d71ae7454e20dcc9b6bae903f33c269db9f2be41bda3f261 \
-    --hash=sha256:8020133a74bd81b4572dd8e4be028a6b1ebcd70e6726edc3918008c08bee6ee6 \
-    --hash=sha256:808345f53cb952433ca2816f1604ff3515608a81784954f38d4452acfe8e61d5 \
-    --hash=sha256:83e35b57523816c8613fd0776b40cd8bb9f596b37ddd2692eb4a6bb5ab2f8c93 \
-    --hash=sha256:842e7b070435622248c7a2c44ae53fa1440e073cc3023bc919fed570884097a7 \
-    --hash=sha256:847927daf4cffbd4e90e42bc890069897101edd015f956cb8721b3473372edda \
-    --hash=sha256:882076c00c0a608b131187055ddc5ae29f2e7eaf870d6168980420d58528a5c8 \
-    --hash=sha256:8b95977e7211527ab0ba576e286d023389fbeeb32a6b7b771665d333c60e5342 \
-    --hash=sha256:8bb68f03f395eb793220b45c097bd4d8c32944393da0fad8b999efac0868fc8c \
-    --hash=sha256:8c2642a7603ec0b16ed77da4555db3b4b472341904873788327c0b0d7b95f1bb \
-    --hash=sha256:8c3d1e9c15b9d51ca0391e13da1a25a0a4df3c58a37c9dc368e0736cf7f69df0 \
-    --hash=sha256:8c6e5a2f750cc71c3e3b11d71661f21d6f9bc6cebc6564b1466417a1ec03ec77 \
-    --hash=sha256:8d2294a31386bfa251d8c8a39472beee17db67d4f1a6eabea665d35c9a4461c3 \
-    --hash=sha256:8e4320744c1ffdd95a603def63344bfab2d33edeab301c5007e7de9f9f5b3885 \
-    --hash=sha256:8e65860d238379ed982fd9ba690579b5e95af2f4840f99c772816dbe573cb826 \
-    --hash=sha256:8f2e5c5ee828d42cb11760761c0af6507927bec42d0ad5458f97c9203b054617 \
-    --hash=sha256:900a67df3fd1660b035a4761c4ce73c382ea6b35f90f9863c36c6fd8bf8b09bb \
-    --hash=sha256:913ca42ccad3f8cc6e292b587ae8ae49c8c823e5dce51a736252fc7c7cdfa577 \
-    --hash=sha256:9250a9a0a6fd4648b3f868da8d91a4c52b5811a62df58e753d50ae4454a36f80 \
-    --hash=sha256:931908d9fc855d8f74783377822be318edb6dcb19e47169dc038f9a1bf60b06e \
-    --hash=sha256:9826217f048f620d9a712672818bf231442c1b35d96b227a07eabd11b4bb6945 \
-    --hash=sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90 \
-    --hash=sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7 \
-    --hash=sha256:a0811d33247c3d6128a3001d763f2aa056bb3425204335400ac54f89eec3a0d0 \
-    --hash=sha256:a136d453475ac0fcbda502ef1e6504bd28d6d904700915d278deeab0d00fe140 \
-    --hash=sha256:a214c993455f99a89aaeadc9b21241900037adc9d97203e374d75513c5911822 \
-    --hash=sha256:a3086b538543802f84c843911242db20447de00d8752dd0efc936dbcf02218ba \
-    --hash=sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9 \
-    --hash=sha256:a550fb4950a06dde3beb4721f5ad4b25bf4513784665b0a8522c792e2bd822a4 \
-    --hash=sha256:a9f4645593036b81bbdb36b9c8e0ea0d1c3fee968c4d59db0344c14087ef143a \
-    --hash=sha256:aca6c1ef08a82bfe327cc156da694660f599923e2e6665b6d81c9c2d0ac9ffc8 \
-    --hash=sha256:acac386b453c2516111b50985d60ce46e7fadb5ea71ae7b25f4c946935bf27cf \
-    --hash=sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4 \
-    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324 \
-    --hash=sha256:ae50181a047c871561212bb97f7932a2d45fb53e947bd9b57ebad85b529cbc53 \
-    --hash=sha256:ae6dd8f10bd17aad820876d24caec9efdafd80a318d16c0a48edb5e136902c6b \
-    --hash=sha256:af05d726809bff6b141be124d4c7ce998f9c9c7f30edb1f46c07aa103d540b41 \
-    --hash=sha256:afd70d95892096cdb26f15a00c45907b17817577aa8d1c76b2dcc2788391f9e9 \
-    --hash=sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca \
-    --hash=sha256:bc0011654b91cc4fb2ae701bec0a0ba1e552c0714247fa7af6c59e0ccfa3a4e1 \
-    --hash=sha256:bcfbcf66006befb9fd2aeaa9e01feaf881b4dc330a02ba07d2322b1c11be7b5d \
-    --hash=sha256:bdbd97738551fca3917c1bd7188bec1920bb520104f28e7e1007f9ceb17b7690 \
-    --hash=sha256:c60924535c75f1566b6eb75b5c31a48a43fef04fa2d0d201acbad8a9969c6107 \
-    --hash=sha256:c7b9a2f8f4d8e90af72571d3d495deebdd7e3c75451f5b41719aee166e940fc2 \
-    --hash=sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76 \
-    --hash=sha256:ccffae9a092a00deb7efd545fe5e2c33c33b88e7c054337e9a74c179347d0b7d \
-    --hash=sha256:cdc7e35386f3847df728fbcb5e887e2d79c19e2fa1eba9e51b6621d23e3243af \
-    --hash=sha256:d15fde0e6fb0d88a60d221204873743e5d9f0b7d29165e62cd86d0413ad74ba6 \
-    --hash=sha256:d34c20167764fbcf927194d532dd7e0c56772f0a5f943fa5ef9e9afbba8fb9db \
-    --hash=sha256:d483fe17f01ad64b7bf7cc38fcefff1ca9fb83f8c2b2542b68f97ffe0611b369 \
-    --hash=sha256:d7469697dce35be237db177d42e2a2ee26e6dcc5fc052078a6fefabd288c6edd \
-    --hash=sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911 \
-    --hash=sha256:dc319e5a1de4b6913aac94bf6a2f9e847371e0a140a43dd4991db1a09bc2d504 \
-    --hash=sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a \
-    --hash=sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9 \
-    --hash=sha256:e059c5dde6452b44424bd1834557556c226b57781dee1227af23518459722b13 \
-    --hash=sha256:e4316bf32babbed84e691e352faf967ce2f0f024174a8643c37c94a1080374fc \
-    --hash=sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278 \
-    --hash=sha256:e55d236be29255554da47abe5c577637db7c24a02b8b46f0ca9524c855801868 \
-    --hash=sha256:ea7bb13b7c9a29791f87a0387ba7d3ad3a6d783d827e4d3f27b40a0ff44495e2 \
-    --hash=sha256:ea964164cc9afa72d4d9b23cc28dafae93693c0a53e0b42acbff15b22c3f9ddd \
-    --hash=sha256:ec829541c45bca16e61c7ae50c20501f213605beb75d1aba91a6ee37fbbb56a4 \
-    --hash=sha256:ecabd69db66de867690f9797f2f8fa27ba501bbc24540cbdbdc649cd15888ba6 \
-    --hash=sha256:ed0c1e5d10cdc7135537988c74a0188da68e2f3c30813ba3744ab1e42e0480f9 \
-    --hash=sha256:f0840b5b17057f7fd918b76183a4b5a0635f43e14eb2ce60dce1d4ee4707ea00 \
-    --hash=sha256:f4d78253f6996be4901669ad25319f842f740eccf4d58e3c7f3dd39e6dde1d8f \
-    --hash=sha256:f56f1695bc5c0871cbc33dc0130fcf503aab0c57dcc5a6700a4f49eba4f2652e \
-    --hash=sha256:f826877d462181e5eb1c26a0026b8d0cab05d99844ecb6d8bf3627a2ca0c0442 \
-    --hash=sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da \
-    --hash=sha256:f90938e92afda60266da758ee7d363447f7f0138c9559f9e1811629580582d90 \
-    --hash=sha256:faa679d19a6696fd54259ad321251ad77a13e70e03dd834daa762a44fb6196ef
-    # via
-    #   jsonschema
-    #   referencing
 six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
+smmap==5.0.3 \
+    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+    # via gitdb
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
     # via google-genai
-soundfile==0.13.1 \
-    --hash=sha256:03267c4e493315294834a0870f31dbb3b28a95561b80b134f0bd3cf2d5f0e618 \
-    --hash=sha256:1e70a05a0626524a69e9f0f4dd2ec174b4e9567f4d8b6c11d38b5c289be36ee9 \
-    --hash=sha256:743f12c12c4054921e15736c6be09ac26b3b3d603aef6fd69f9dde68748f2593 \
-    --hash=sha256:82dc664d19831933fe59adad199bf3945ad06d84bc111a5b4c0d3089a5b9ec33 \
-    --hash=sha256:9c9e855f5a4d06ce4213f31918653ab7de0c5a8d8107cd2427e44b42df547deb \
-    --hash=sha256:a23c717560da2cf4c7b5ae1142514e0fd82d6bbd9dfc93a50423447142f2c445 \
-    --hash=sha256:b2c68dab1e30297317080a5b43df57e302584c49e2942defdde0acccc53f0e5b \
-    --hash=sha256:c734564fab7c5ddf8e9be5bf70bab68042cd17e9c214c06e365e20d64f9a69d5
-    # via -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-sqlalchemy==2.1.0b3 \
-    --hash=sha256:01175cf8f66306fd33da4bf11f6899df9dc8c117b1604556967eed97c66a250a \
-    --hash=sha256:030fb4bae174e47df07f2f2d03e122eafe2d901df5655cd8cc2756396343a38f \
-    --hash=sha256:09a1088bbfdea0dc9069e4e46094f5ab2dacf11031afd090b663dc29829482df \
-    --hash=sha256:0c4ff2d1abb3528a5343e8f3cc4230a9cf6c34ef620624d89cf280345a66559a \
-    --hash=sha256:0e2ab1d4f7571de1f03a928b52384ca5bf275c3c18e929183255d38d18c3b8ea \
-    --hash=sha256:10e978f7675cc462fe47411194a7c71da7d6f78e967604f119b629756a26485e \
-    --hash=sha256:127c8623009b3c64f0066a7ee2b37fec7bf8cc1dbe6fd42f9db174713097a0d7 \
-    --hash=sha256:14c037cb95d6661fedd0da539dcf34e9a9cf52f6760de8d5081a2b944eb7957a \
-    --hash=sha256:14f79c2c10d5573ee697b8ac71cb9d924479bc93b1fa5b687831d3807e5bf404 \
-    --hash=sha256:1bc8dd7d8f5290d337096873e6b6c6c01ffe8fbec3f6b897aa9e13003ecf6cf3 \
-    --hash=sha256:22b17a03984475f08bef8389f9f3ccd6a8d5e9192e4f184d7925a3b540605ac5 \
-    --hash=sha256:2686f1612190cdd90e726cce4d223f40ce9160535a6ca1e155a32b9779756739 \
-    --hash=sha256:2b0e40f34bd7f936472a4cfdc215a3bdfdb2f5c8697eb55f90c471e7d33b51c3 \
-    --hash=sha256:2f43c2789b53b43ff971b76d418d4ee77aca111d5d4556ee5e4572ebb84351c3 \
-    --hash=sha256:3abd1794a7d350b48230c4bf1d7c659194f0084c177ec83dcbf7308165cfde00 \
-    --hash=sha256:3bf8f31ef487cb609918ab7a04dfade2a15cdbd5430de6fd6b7421a336c6a581 \
-    --hash=sha256:4560bf101d13ab20d75ebf70ce852eac6a9c16372a820c39812ddbed0b2d9adb \
-    --hash=sha256:486fa1118320a748033b3e7a23e49d58706b4ce1b98d1f6505755c58a9c38e80 \
-    --hash=sha256:4d17b5c21c24a5b7b6609e007bb2a8df1c144264be488dfe1ab1fb144c608897 \
-    --hash=sha256:4f78fccc17b46639bf583e299b0250de67098be33d101081c4dc6bd42c299188 \
-    --hash=sha256:509d9512ba8a1407b29fa9884fb8873c8997ec0d96ad35ddac532f7f86185741 \
-    --hash=sha256:53266e619324e252dd517d2b061316cf01e4376857d8e5b65fd74dc92fd0c326 \
-    --hash=sha256:55acea673789d9dea931ee2b9dc2231d091ce0976bae64a5ad04c2e4d0b2cbe8 \
-    --hash=sha256:5937846dff90bc3730e11ac94ef1b860e6079676d5bc34777428e8834a4343c3 \
-    --hash=sha256:60234b666e4c86f270d8387bf716c89a8e2e5735b241500fbf33e2530f598d0e \
-    --hash=sha256:62f231c91af1947c2185317c41cd5077d9890d3c11116c49eefb39b454ae0f8c \
-    --hash=sha256:656d6539bee0895fd82823ad111ef49d971289563701b59586d595db84746f00 \
-    --hash=sha256:68e9cd28deb1ea91c57c63bc16410f654e0c6c06942b3447d4af9f9feb633da5 \
-    --hash=sha256:6c727f18d6689caad8af4633fb98420a2b2ea72729284cd2ecfb9e6caf8770a2 \
-    --hash=sha256:803ec6ad62f978a0ae663c11bbe53259a4e33a7e4d416b7680a770fa8d9fc052 \
-    --hash=sha256:86ccaf41f89b98da04afc933e229ec54ede3674b4fe751f2cb3d8c002293a617 \
-    --hash=sha256:8c7c780f4b6a720b80ea43eb2932cad9ab2a49afbb29ef6d96ac9ac93bedf18b \
-    --hash=sha256:8e9153f3b01b5ae8bae828a9de443c9cfb452a603438bab0cdb150343b31c289 \
-    --hash=sha256:929fe3415cc4791e343397981fb372753c59f750ce2d0fcd1de2a442406dbd02 \
-    --hash=sha256:95ced600a762b3c3d0e3a39986c87613425442b99bc03947d6c4c78983090430 \
-    --hash=sha256:998fd1e19275dba2889b53d57db2df95e190cd2867819342b856ec79c74bef00 \
-    --hash=sha256:9a4381da62435c56570d3717101a2a02c1f7e71975ef4fd3a001b7d152394ed4 \
-    --hash=sha256:a20644d019ac2f8e6d37959f1171ccf99852338ca19950863c1e3d70c505a9b6 \
-    --hash=sha256:a47a8b5d06879c012ef7fa9d9169462e950ecba2be2e3f681606096f4baf58fa \
-    --hash=sha256:a8ca6931a259f32cafe93054a227d64b16fa68d29ba22d60ba223762a2dae272 \
-    --hash=sha256:aa6ac63cbe02f341564fd35f8227fbc4d20ab493760b7bacf6be2cef39d8e682 \
-    --hash=sha256:aaf982beb4809aa379af5e37af7fe11c437b2748bfa22aba22cc524b07808c6a \
-    --hash=sha256:ab3b2978a73819cd70da3c74e22f95a20f125ceb1e642d757ab431eb2a30e3ef \
-    --hash=sha256:ad798a6b6aa6e87f1e229e80be413f508588d8fa65be172e2d9a587cef73a99f \
-    --hash=sha256:b3db5ee21c3a295c60de92698bc65cff9cce1720458734f3705c23fd44737821 \
-    --hash=sha256:b8c1742341b6f84f6b0a2325196e71ddd9089c36f911f7caac0a2752a79962cc \
-    --hash=sha256:ba1dacc33b3da57b9cb92216492a41c9124d5011fad1265c6e885a3b2882e428 \
-    --hash=sha256:c1d4da3c9fe28dba3f2cbc8dded02f0651f9f94f2b7c92b9192def6480b64509 \
-    --hash=sha256:c7b1666bda952f6f63f5ad108c62c6373c5809e999f92e9da2beb574a0748c79 \
-    --hash=sha256:cb6d3f81fc37329d211e2ccfe1acfb115f514480aca0609b4c42d0dded0d423c \
-    --hash=sha256:d250f9713c0af7dfe7f68fa802a3eb106b05da4e3c6a08d2b31dd49e2a76e5f2 \
-    --hash=sha256:d3d9e872f235bea2b4e723f43da5a738c79a88001c07ca2514da7f404f7c4fe7 \
-    --hash=sha256:d4e6e16d82130c47aabbba08e69d37dd010f3754a093fd9ecd7f6a7dfa4a7afd \
-    --hash=sha256:d4f4691071684eeab915d854abba174d4569508d23f9780b42cba81d9b1a6fba \
-    --hash=sha256:db3ca3476e1f94576936288874d19a9315a0babfe9119edfdfdb3ccd133de171 \
-    --hash=sha256:dc2115cd9d6997a3c50b13a63c3f60dac46f394cb744017dba189aee553e186e \
-    --hash=sha256:e09e36e4e770483e86c5408bb8cd76286ff4ab21cfc732da2d46cccd5fd11130 \
-    --hash=sha256:e44dd0e4e1ec4429e7d235662d2130703753d136abfdb1d3e165ca77c83b495a \
-    --hash=sha256:f178f1e2ad2ea8fe843570b463297c0b87274d7302286ddd9f42af988c0a0cdf \
-    --hash=sha256:f45b74e818c347d5dfbb64e8b962cb7a21404d70f39318aebfd51e2f0fb244b1 \
-    --hash=sha256:f4c1419fd1ec33d26caad80c70fe2c17e84a0702a41226c0b77ea089ee38e925 \
-    --hash=sha256:fab024f1624b76182609884a03877b4e1a5aecd76616c4b74ffaace50cf85dee
-    # via
-    #   alembic
-    #   google-adk
-    #   sqlalchemy-spanner
-sqlalchemy-spanner==1.19.0 \
-    --hash=sha256:3367a89388d9b7106111fc48c7fac441163602c414ad157f62e18b5705cc760e \
-    --hash=sha256:834cec66fb418e5085a44c68cee570c594c66dd8535b67dd5e8be3571d172136
-    # via google-adk
-sqlparse==0.5.5 \
-    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
-    --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
-    # via google-cloud-spanner
-sse-starlette==3.4.6 \
-    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
-    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
-    # via mcp
 starlette==1.3.1 \
     --hash=sha256:0029d43eb3d273bc4f83a08720b4912ea4b071087a3b48db01b7c839f7954d74 \
     --hash=sha256:834edd1b0a23167694292e94f597773bc3f89f362be6effee198165a35d62933
     # via
+    #   -r requirements.in
     #   fastapi
-    #   google-adk
-    #   mcp
-    #   sse-starlette
 tenacity==9.1.4 \
     --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55 \
     --hash=sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-    #   google-adk
-    #   google-genai
-toolbox-core==0.5.3 \
-    --hash=sha256:4f8d25206b37f668653f23c7d76852ae022b283b1877fd1be9b4317cf5aca5d6 \
-    --hash=sha256:d41035b6b105bbb75a8b2cce694a9e297fc507e006a0889eae881ab2433a70f7
-    # via -r projects/ai/gen-media/marketing-agent/ge_marketing_agent/lj_marketing_agent/requirements.txt
-tqdm==4.69.1 \
-    --hash=sha256:0a654b96f7a2660cceb615b56f307ec2bef96c515409014a429a561981ab52b4 \
-    --hash=sha256:2be21080a0ce17e902c2f1baeb6a74bf551b67bbdfa4bc0109fad471d0b4cb0d
-    # via proglog
+    # via google-genai
 typing-extensions==4.16.0 \
     --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
     --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
-    #   alembic
     #   fastapi
-    #   google-adk
     #   google-cloud-aiplatform
     #   google-genai
     #   grpcio
-    #   mcp
-    #   opentelemetry-api
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-resourcedetector-gcp
-    #   opentelemetry-sdk
-    #   opentelemetry-semantic-conventions
     #   pydantic
     #   pydantic-core
-    #   sqlalchemy
     #   typing-inspection
 typing-inspection==0.4.2 \
     --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7 \
     --hash=sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464
     # via
     #   fastapi
-    #   mcp
     #   pydantic
-    #   pydantic-settings
-tzdata==2026.3 \
-    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
-    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
-    # via pandas
-tzlocal==5.4.4 \
-    --hash=sha256:8dbb8660838688a7b6ba4fed31d18dedf842afb4d47ca050d6d891c2c15f3be4 \
-    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
-    # via google-adk
-uritemplate==4.2.0 \
-    --hash=sha256:480c2ed180878955863323eea31b0ede668795de182617fef9c6ca09e6ec9d0e \
-    --hash=sha256:962201ba1c4edcab02e60f9a0d3821e82dfc5d2d6662a21abd533879bdb8a686
-    # via google-api-python-client
 urllib3==2.7.0 \
     --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
     --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-uvicorn==0.51.0 \
-    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b \
-    --hash=sha256:f6f4b69b657c312f516dd2d268ab9ae6f254b11e4bac504f37b2ab58b24dd0b0
-    # via
-    #   google-adk
-    #   mcp
-watchdog==6.0.0 \
-    --hash=sha256:07df1fdd701c5d4c8e55ef6cf55b8f0120fe1aef7ef39a1c6fc6bc2e606d517a \
-    --hash=sha256:20ffe5b202af80ab4266dcd3e91aae72bf2da48c0d33bdb15c66658e685e94e2 \
-    --hash=sha256:212ac9b8bf1161dc91bd09c048048a95ca3a4c4f5e5d4a7d1b1a7d5752a7f96f \
-    --hash=sha256:2cce7cfc2008eb51feb6aab51251fd79b85d9894e98ba847408f662b3395ca3c \
-    --hash=sha256:490ab2ef84f11129844c23fb14ecf30ef3d8a6abafd3754a6f75ca1e6654136c \
-    --hash=sha256:6eb11feb5a0d452ee41f824e271ca311a09e250441c262ca2fd7ebcf2461a06c \
-    --hash=sha256:6f10cb2d5902447c7d0da897e2c6768bca89174d0c6e1e30abec5421af97a5b0 \
-    --hash=sha256:7607498efa04a3542ae3e05e64da8202e58159aa1fa4acddf7678d34a35d4f13 \
-    --hash=sha256:76aae96b00ae814b181bb25b1b98076d5fc84e8a53cd8885a318b42b6d3a5134 \
-    --hash=sha256:7a0e56874cfbc4b9b05c60c8a1926fedf56324bb08cfbc188969777940aef3aa \
-    --hash=sha256:82dc3e3143c7e38ec49d61af98d6558288c415eac98486a5c581726e0737c00e \
-    --hash=sha256:9041567ee8953024c83343288ccc458fd0a2d811d6a0fd68c4c22609e3490379 \
-    --hash=sha256:90c8e78f3b94014f7aaae121e6b909674df5b46ec24d6bebc45c44c56729af2a \
-    --hash=sha256:9513f27a1a582d9808cf21a07dae516f0fab1cf2d7683a742c498b93eedabb11 \
-    --hash=sha256:9ddf7c82fda3ae8e24decda1338ede66e1c99883db93711d8fb941eaa2d8c282 \
-    --hash=sha256:a175f755fc2279e0b7312c0035d52e27211a5bc39719dd529625b1930917345b \
-    --hash=sha256:a1914259fa9e1454315171103c6a30961236f508b9b623eae470268bbcc6a22f \
-    --hash=sha256:afd0fe1b2270917c5e23c2a65ce50c2a4abb63daafb0d419fde368e272a76b7c \
-    --hash=sha256:bc64ab3bdb6a04d69d4023b29422170b74681784ffb9463ed4870cf2f3e66112 \
-    --hash=sha256:bdd4e6f14b8b18c334febb9c4425a878a2ac20efd1e0b231978e7b150f92a948 \
-    --hash=sha256:c7ac31a19f4545dd92fc25d200694098f42c9a8e391bc00bdd362c5736dbf881 \
-    --hash=sha256:c7c15dda13c4eb00d6fb6fc508b3c0ed88b9d5d374056b239c4ad1611125c860 \
-    --hash=sha256:c897ac1b55c5a1461e16dae288d22bb2e412ba9807df8397a635d88f671d36c3 \
-    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680 \
-    --hash=sha256:d1cdb490583ebd691c012b3d6dae011000fe42edb7a82ece80965b42abd61f26 \
-    --hash=sha256:e3df4cbb9a450c6d49318f6d14f4bbc80d763fa587ba46ec86f99f9e6876bb26 \
-    --hash=sha256:e6439e374fc012255b4ec786ae3c4bc838cd7309a540e5fe0952d03687d8804e \
-    --hash=sha256:e6f0e77c9417e7cd62af82529b10563db3423625c5fce018430b249bf977f9e8 \
-    --hash=sha256:e7631a77ffb1f7d2eefa4445ebbee491c720a5661ddf6df3498ebecae5ed375c \
-    --hash=sha256:ef810fbf7b781a5a593894e4f439773830bdecb885e6880d957d5b9382a960d2
-    # via google-adk
+uvicorn==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
+    # via -r requirements.in
 websockets==15.0.1 \
     --hash=sha256:0701bc3cfcb9164d04a14b149fd74be7347a530ad3bbf15ab2c678a2cd3dd9a2 \
     --hash=sha256:0a34631031a8f05657e8e90903e656959234f3a04552259458aac0b0f9ae6fd9 \
@@ -2794,101 +1331,7 @@ websockets==15.0.1 \
     --hash=sha256:f29d80eb9a9263b8d109135351caf568cc3f80b9928bccde535c235de55c22d9 \
     --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f \
     --hash=sha256:fcd5cf9e305d7b8338754470cf69cf81f420459dbae8a3b40cee57417f4614a7
-    # via
-    #   google-adk
-    #   google-genai
-wrapt==2.3.0rc2 \
-    --hash=sha256:0040ab266e3843cfdabfebc18baaffceb216c9c497fcb2baa10420c0f3204e4e \
-    --hash=sha256:008b1c296c8459616bff5b5f2e243493513897b89d33d2e37e2e226dc7f2b8d2 \
-    --hash=sha256:0cdfa341cfd63118dfc83eb43125fc9a12e0dd5293e159a8b8b0202ee72d0f07 \
-    --hash=sha256:0e4308e6784b280452dccfb6c3cee5d3b244496235c55c5405dc030923ba414a \
-    --hash=sha256:172ce1c5c97241fe0ea8a73bc2d23b5508986301cf71623b7c87a73510339e33 \
-    --hash=sha256:1e569f04c6ecd3f2b20e7fd1534ec6094a060fe3e87b35b1dad60616e8082b4b \
-    --hash=sha256:1f50df40e79f7fc09454dc6d562fad76c7ac6d2f93359f61e2155530f899cb0b \
-    --hash=sha256:1fdc5475357ab9bb7131f2d70f72f55a1a7fb4ecf450b2868a61440e9ca2e9d1 \
-    --hash=sha256:20622c6d8bab477f56bf2f7203119906d0fb37ef0b91d8128a9d7be2b62c18e0 \
-    --hash=sha256:27622f51bb39261193c4d20dab67827c993e897430215adc54776e882fb09081 \
-    --hash=sha256:277d795ec7e8db68e9003d9d0322dce883014773a5c523ea860c3f4adf939d35 \
-    --hash=sha256:2a3c46ab6cfc0c71dbecaa97d2a53b61596a63d846e1c2d049a2171ed98818a2 \
-    --hash=sha256:3112a5bd8fad521637d15503a2e4445a44b2b725fc292d3446c622bbf333255f \
-    --hash=sha256:3151b57bd2834364cbe9dd60b41949e9695fd582b949903619ef8637d14baf9a \
-    --hash=sha256:32d8c5e2fe0941ca5bba1d1daf312d75d2c693d071c5b8c54f0cc674b22dcc45 \
-    --hash=sha256:356e07162c524014735e708f3046390ea775af076fb22bdc21c2b1dff3030f43 \
-    --hash=sha256:35f88fc2b65fa74e943d733ce2cbb224072faed4666221a87582b970bd5edbf4 \
-    --hash=sha256:36a05cd7ac5e93c50f2f02d18b4ff935ed57fac25e603785cc45e23fb6ee042a \
-    --hash=sha256:3931aeab99382e388573bc774ee7da46f01601cddf96d82d992c07854c741970 \
-    --hash=sha256:39ec66e654e341723f9694aa4c315c04fcbf4610b08fc1c70bbba6bd1bd952f7 \
-    --hash=sha256:3c9fe3cd6c35ea9b446586c5a955e3778b859eb414abbadf0820cf9b7ac0c69e \
-    --hash=sha256:3f2583f0906dfbcf55f44db7a5a90f7471b88924ae99f414c9c2d64c8bd8156d \
-    --hash=sha256:4787539e02a89e8faa37748787fd27b8c9d8d747aad21eae5a420334ae261043 \
-    --hash=sha256:49d51c281ced9a2f185474e24fb9c73a36339a22db2fd9813a5617758a184c05 \
-    --hash=sha256:4a1b06c694b4b3d34211e24cff1f56e8aa500840d6c40ad6970055467d58a916 \
-    --hash=sha256:4b72686e310c8465caabb0d17a1df618b5c38281e888a58bfe395cc02de743aa \
-    --hash=sha256:5f161d64e94923a3c63a89572ad9f46bf476c77632f86ba00d1ae400b2f59a29 \
-    --hash=sha256:5f9f52cb88f92c6ffd9937dc6d1512c0bb18d7fdbce891d008de99cd965a954c \
-    --hash=sha256:6027de92ee0802a1045715efe243ef4cdf5e83b3f29d9339bf4133e090a4a90b \
-    --hash=sha256:6034972419dfc7e73dc8d901dd47b6ae99a33b270c1c3736f59927c78d4c8e2f \
-    --hash=sha256:60ffdecfcbeaa2cecef267ed5a88c2589d62d19347dc8c2d9cc72a29ff5bd0a0 \
-    --hash=sha256:61770fc183cd72bf2539657e68962b0e5a668d5e407b4b1b7c6e712398d12042 \
-    --hash=sha256:62da2c71924d7772fe8a924f84be82731e7f1546169dc278be18cf1a2cf726f1 \
-    --hash=sha256:6793d176dd48e6131c4468a31f4b28beba674b22213b5f2807d61890c95dc131 \
-    --hash=sha256:70e2dbb96176fdf7726cd105930da2a9ceef835b7d4f938133d1cc78384f0277 \
-    --hash=sha256:7d08e69852a0415aa7d938f208b069e3f9bcf214365c718561bf80ec9db7792a \
-    --hash=sha256:7dce02acb173a60cea89aa143e5fcc38b74d6de33366daa9484246741e9cc6f5 \
-    --hash=sha256:7e6595f3a161b056750f558ba02749fa0c3c3cfb410c9cc0cce756232a38f388 \
-    --hash=sha256:8117375ad079da41a259deaa0d07a9664f6e8b6f25b29be5ced9ada20a961d88 \
-    --hash=sha256:825083e87f0f54df4e65bc85e24e58e945ce6b6db7e159d58a7a6a73f6cd679f \
-    --hash=sha256:8694dcc230b8c7c080a412bb6e8919345abbb1c340a2b788a30180c80fd09399 \
-    --hash=sha256:875afc419b3f07d2cf1d2aef563ae06c519c0805858347449b3fabe197e1d9e7 \
-    --hash=sha256:87b45ac248af8fa977f2a8b86826edbf63badcbdbc76f20d87af2edbadd7512d \
-    --hash=sha256:8a1e7211ed6ccc7dd0adcd389c1bb508c0dd2ce881ad3062224dda158a68f527 \
-    --hash=sha256:8a638bafd782f1022c70f4abf1bbe81850379c4e793e88b3d71026bf47043b8c \
-    --hash=sha256:8a8d400ec623ee3bbc731a29b57c22d4a2c9e14b2500b70f02956f4443d59e4f \
-    --hash=sha256:8f92e33fd8f74f1ad4dac902d96e74a15cf43c4dfd0466f5530bdc93b303d5be \
-    --hash=sha256:91a719739e842051f2deb7d754a125a5a1f17b6fb11a1c942292d47a230cfb23 \
-    --hash=sha256:920899e38a9edf38a778d14af2a8acd5476ed3b91878a1e12766f32944c6f73d \
-    --hash=sha256:95a62c065d5d975e44ecec05f6b14e021787d0fe9bb2bb68d50550113a0e7c09 \
-    --hash=sha256:9b477192c1d0aaaf0956cbe6a377e9d62af87401a70f71d392863be70b1ff834 \
-    --hash=sha256:9b9ebc7da3aed5e77198136066b1b621d6cad13a4b2a05c6bcf6fe0fc6c0b09a \
-    --hash=sha256:9fd8e98222d10650038117a4d44bba463ebfdf341dd0e23434da82364f44d91b \
-    --hash=sha256:a435634eea5c06ee30478dd277af4a0037171a53e2cf3269a748eee36ba24009 \
-    --hash=sha256:a47effb7489c3348839e6b4918893b9222fb70f4af7dc454be7a6a3f4c61e579 \
-    --hash=sha256:a70051c361b763a8389b89c2cbd1c5f555924ed01e5a113bb0554ac9cc7377e9 \
-    --hash=sha256:a754ca8bc82f408ca48209a4c49def3e73d8c45bab346be5ce7583d0c3870308 \
-    --hash=sha256:a7ff861497846dcdb22549a1afcf593fba20c62273555f86cfe0083cf8dd7583 \
-    --hash=sha256:aa545b5865ab879725eb61b7170be079901577a16996a01825e2b8617ad217aa \
-    --hash=sha256:aa555df285877461fa512c40f115036d1f04ecba414484c1361b619ea3988716 \
-    --hash=sha256:adc98263049b268dbc81a40713e472fe1a9b3bc2a19c25e4416e393a3cbbfa08 \
-    --hash=sha256:b240a3e51207aafd3da82479b2916cdc0bf16dc855d47b9cac9ab66ce27ac394 \
-    --hash=sha256:b33d2a48bbe38c0a3645dd8a94a8d57476de5333c0a923147e366f757d08b777 \
-    --hash=sha256:b6c23b614246ae9322f259e4d99e5e90dc69fdbc5e2b81fc4bad69b81ad9a54f \
-    --hash=sha256:ba257f67b3988cdcab3c142678dace39f4ece395753b4b5af787afdc811fc258 \
-    --hash=sha256:bc725c1e52e4dbe024da4c8da997cbda80f9f9c3ce78459bef817a83fb4dfb6f \
-    --hash=sha256:c079e72c727cebf21f2df8a847b3486d21833edd18941ce14a13bbf36d6f8970 \
-    --hash=sha256:c2d2b9e1935fcdb95fabca0fc6dae2afa956a9e78853e77f55ce33c3724126c2 \
-    --hash=sha256:c471641f0efc3efb7bbb20418b4484d8997f20ef08d09401ed2e12c32a121259 \
-    --hash=sha256:c61ad736febb7da2c29294bf3430da1657aa7f9dec1e832e906520382267beff \
-    --hash=sha256:cc33796b0542f9ab58b12315f5619a19429230921bff0cd3cbbbb8f91f1f7958 \
-    --hash=sha256:cc4d69d2bb09068bbabe98f40e8535a0d632cc40504e94fafb9837e332f12150 \
-    --hash=sha256:ccfd86c2abc39e1629c5f1423fade1c6a930442872b0edd65015465413e1e235 \
-    --hash=sha256:ced0e655bc441172825c18bfbbe09066670edd41aca5d490460ba7ec8e7897a1 \
-    --hash=sha256:ceda09f77f23f93c5b1174faaa0d47d4f10125d890167cf7dbb91cd2b31942c9 \
-    --hash=sha256:cfa0bcfa364259c4c06f927fa3161b9952a053f2c12852c045c1b2117e70abb6 \
-    --hash=sha256:d029368d9eef6b6319599996b3f1cec7e954e4b9b7e41db2aeae41e9a18cfb02 \
-    --hash=sha256:d15c3cb205758d6fda3465041d47f94e17e660ed94288e242a19e4f7f83c88ae \
-    --hash=sha256:d6a93960a07dcdc8f543f3d4d12cf2c54c5c212d1b082d837bac3b6b7171fa64 \
-    --hash=sha256:d7d36027d85e87b80b1525f49c2ea945d946f7f92735d273313bdc86a8d0190e \
-    --hash=sha256:dae5544347fc0a676a51ae3d569ba1e80390b11e5f69399b312c8c4642fb9a31 \
-    --hash=sha256:dc742c92a464ab3e24f7ee1e472861c51a3c3e5e038f08e9a7720b24f9737525 \
-    --hash=sha256:e635e4a5e2a8602683da6c35cb7efc76568f50b7f2eedd4ab340c76dfb30ea34 \
-    --hash=sha256:e9e1e8dea44583f017608c4a07fbc13398d19deb45bf07363100e17802c2fef5 \
-    --hash=sha256:ee8464a1ac8c27695fb79500f23549c5fc8dc7f3cec48ffaad99a6972dac31cf \
-    --hash=sha256:ef50260aeb9585d6ce4d4d5f9fdb33d3933f5768feeb82e31971d97823a393aa \
-    --hash=sha256:f65a06464eb6f932daf82c275e76b6e9406fe1025cdc31ece5dbc310da37ab98 \
-    --hash=sha256:f7dd630780d6c7dd2d97bb3c2e2a54e282b5e77fde43acf817a89500faa38ef9 \
-    --hash=sha256:f7feff3c69682d7bc7eef72048a0c560616c24048874ec4fd3673e25e0b97462 \
-    --hash=sha256:fb587f862a866a0eb3f57c7b302dbdcaf27148022c9442434e283db3931bbc88
-    # via deprecated
+    # via google-genai
 yarl==1.24.5 \
     --hash=sha256:0055afc45e864b92729ac7600e2d102c17bef060647e74bca75fa84d66b9ff36 \
     --hash=sha256:0465ec8cedc2349b97a6b595ace64084a50c6e839eca40aa0626f38b8350e331 \
@@ -2995,7 +1438,3 @@ yarl==1.24.5 \
     --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
     --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
-zipp==4.1.0 \
-    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
-    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
-    # via importlib-metadata
diff --git a/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.in b/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.in
index 3ddde3b4..4df67021 100644
--- a/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.in
+++ b/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.in
@@ -5,7 +5,7 @@ pydantic==2.13.4
 fastapi==0.141.1
 uvicorn==0.52.0
 python-dotenv==1.2.2
-gitpython==3.1.57
+gitpython==3.1.58
 aiohttp==3.14.3
 starlette==1.3.1
 
diff --git a/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt b/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
index bb706d21..64a7d08b 100644
--- a/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
+++ b/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
@@ -124,19 +124,11 @@ aiohttp==3.14.3 \
     --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
     --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
     --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
-    # via google-cloud-aiplatform
+    # via -r requirements.in
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
     --hash=sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7
     # via aiohttp
-aiosqlite==0.22.1 \
-    --hash=sha256:043e0bd78d32888c0a9ca90fc788b38796843360c855a7262a532813133a0650 \
-    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
-    # via google-adk
-alembic==1.18.5 \
-    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc \
-    --hash=sha256:1554982221dd17e9a749b53902407578eb305e453f71999e8c7f0a48389fff8e
-    # via sqlalchemy-spanner
 annotated-doc==0.0.4 \
     --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
     --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
@@ -149,23 +141,13 @@ anyio==4.14.2 \
     --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
     --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
-    #   google-adk
     #   google-genai
     #   httpx
-    #   mcp
-    #   sse-starlette
     #   starlette
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-    # via
-    #   aiohttp
-    #   jsonschema
-    #   referencing
-authlib==1.7.2 \
-    --hash=sha256:2cea25fefcd4e7173bdf1372c0afc265c8034b23a8cd5dcb6a9164b826c64231 \
-    --hash=sha256:3e1faedc9d87e7d56a164eca3ccb6ace0d61b94abe83e92242f8dc8bba9b4a9f
-    # via google-adk
+    # via aiohttp
 certifi==2026.7.22 \
     --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
     --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
@@ -373,13 +355,7 @@ charset-normalizer==3.4.9 \
 click==8.4.2 \
     --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
     --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
-    # via
-    #   google-adk
-    #   uvicorn
-cloudpickle==3.1.2 \
-    --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
-    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
-    # via google-cloud-aiplatform
+    # via uvicorn
 cryptography==49.0.0 \
     --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
     --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
@@ -427,24 +403,15 @@ cryptography==49.0.0 \
     --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
     --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
     --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
-    # via
-    #   authlib
-    #   google-auth
-    #   joserfc
-    #   pyjwt
-    #   pyopenssl
+    # via google-auth
 distro==1.9.0 \
     --hash=sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed \
     --hash=sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2
     # via google-genai
-docstring-parser==0.18.0 \
-    --hash=sha256:292510982205c12b1248696f44959db3cdd1740237a968ea1e2e7a900eeb2015 \
-    --hash=sha256:b3fcbed555c47d8479be0796ef7e19c2670d428d72e96da63f3a40122860374b
-    # via google-cloud-aiplatform
-fastapi==0.139.2 \
-    --hash=sha256:333145a6891e9b5b3cfceb69baf817e8240cde4d4588ae5a10bf56ffacb6255e \
-    --hash=sha256:b9ad015a835173d59865e2f5d8296fbc2b317bf56a2ba1a5bfbdd03de2fd4b1c
-    # via google-adk
+fastapi==0.141.1 \
+    --hash=sha256:bfb91aa2d334c61cb35ba9a116fc123b3d3df31640b801cf57a7a78ec3f603b3 \
+    --hash=sha256:e8822fc40db1e1858054d7a949a888695bc9bdce70139178e33bd2871a453ca1
+    # via -r requirements.in
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
     --hash=sha256:032efa2674356903cd0261c4317a561a6850f3ac864a63fc1583147fb05a79b0 \
@@ -579,177 +546,46 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-adk==1.30.0 \
-    --hash=sha256:53cf7330e76c14e44a8518e6d548bed7bf351537b3a98d9cfd29dc5d2f90de49 \
-    --hash=sha256:5e33f37a77d2af663296ad4e77eeaa78af20fff0ab0cb131059382f24347e21e
-    # via -r projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
-google-ads==30.0.0 \
-    --hash=sha256:d54a281fce48f4e059ba403666f9237d4bd8612d4422a61bb8f1ee11d2cf3384 \
-    --hash=sha256:dcecfa97c5df0a19be7f7b614ceaa74de687c827a7f7d69385cc5f330b6ebd6e
-    # via -r projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
+gitdb==4.0.12 \
+    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+    # via gitpython
+gitpython==3.1.58 \
+    --hash=sha256:621416df10ef3fd0e19fabf9172ddeed0fa704d353d04f194eec56a625a95b22 \
+    --hash=sha256:d331e722577f0fd7fc1f857419b3ecc07af66282b933d2a4d95f84a042fdd50f
+    # via -r requirements.in
+google-ads==31.2.0 \
+    --hash=sha256:7099181c1a7f627739b5c69cf86472bab462fccb743ec7659e252fb87fa1a7da \
+    --hash=sha256:80e3c57e54c561f6b24c02988e7fa981b50b00a0a1d85e4596702d3398cf1cff
+    # via -r requirements.in
 google-api-core==2.33.0 \
     --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
     --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   google-ads
-    #   google-api-python-client
-    #   google-cloud-aiplatform
-    #   google-cloud-appengine-logging
-    #   google-cloud-bigquery
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
     #   google-cloud-core
-    #   google-cloud-dataplex
-    #   google-cloud-discoveryengine
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
-    #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
     #   google-cloud-storage
-    #   google-cloud-trace
-google-api-python-client==2.194.0 \
-    --hash=sha256:61eaaac3b8fc8fdf11c08af87abc3d1342d1b37319cc1b57405f86ef7697e717 \
-    --hash=sha256:db92647bd1a90f40b79c9618461553c2b20b6a43ce7395fa6de07132dc14f023
+google-auth==2.56.3 \
+    --hash=sha256:40e229fc901f0a305b553050e5fce562d509bee0435be053abfa91582b51b90c \
+    --hash=sha256:8ec438808f813ad034535000261eed1067475d229d05bbf4216e78c3f2362e53
     # via
-    #   -r projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
-    #   google-adk
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
-    #   google-adk
     #   google-api-core
-    #   google-api-python-client
-    #   google-auth-httplib2
     #   google-auth-oauthlib
-    #   google-cloud-aiplatform
-    #   google-cloud-appengine-logging
-    #   google-cloud-bigquery
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
     #   google-cloud-core
-    #   google-cloud-dataplex
-    #   google-cloud-discoveryengine
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
-    #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
     #   google-cloud-storage
-    #   google-cloud-trace
     #   google-genai
-google-auth-httplib2==0.4.0 \
-    --hash=sha256:8e55cfafa3358cba85f6cad4a886138e88e158d71e7e5c9ee5936a5c1507fb91 \
-    --hash=sha256:d5b030a204b7a4b4d553ba9ca701b62481ee2b74419325580be70f7d85ffed35
-    # via google-api-python-client
 google-auth-oauthlib==1.4.0 \
     --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
     --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via google-ads
-google-cloud-aiplatform==1.147.0 \
-    --hash=sha256:29f7ae020718d3c45094f0475464e06a97f81b1572bea150ae6a1b22c5f45997 \
-    --hash=sha256:b2e1b669ba37f02426e03eb13187eebf4cbfeaa0a3bfed37b5578abb375ab689
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
-    #   google-adk
-google-cloud-appengine-logging==1.10.0 \
-    --hash=sha256:193675caaf062c41688a3e2c744b73614db82408bc7fb060353b6878d7134492 \
-    --hash=sha256:b5563e76010a36e6adf1cc489620c29ee4fb3b986b006d237e9a061eb0f0abb7
-    # via google-cloud-logging
-google-cloud-audit-log==0.6.0 \
-    --hash=sha256:4dd343683c0bb31187ebef3426803f13159e950fbea3fe60a864855cfed959b8 \
-    --hash=sha256:8c5ecbc341ad3b3daf776981f6d7fd7ab5ff5a29c5dce3172c669b570e0f6717
-    # via google-cloud-logging
-google-cloud-bigquery==3.42.2 \
-    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
-    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.39.0 \
-    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
-    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
-    # via google-adk
-google-cloud-bigtable==2.41.0 \
-    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
-    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
-    # via google-adk
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
     --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
-    # via
-    #   google-cloud-bigquery
-    #   google-cloud-bigtable
-    #   google-cloud-logging
-    #   google-cloud-spanner
-    #   google-cloud-storage
-google-cloud-dataplex==2.20.0 \
-    --hash=sha256:920bbc466eea3ce0168f9fefc4a16fd33e6ddb70537588666ce8e6609f1e1553 \
-    --hash=sha256:cbdc55ec184a58c6d444f6d37fcc9070664a345a8e110f34dd7233ed37f92047
-    # via google-adk
-google-cloud-discoveryengine==0.13.12 \
-    --hash=sha256:295f8c6df3fb26b90fb82c2cd6fbcf4b477661addcb19a94eea16463a5c4e041 \
-    --hash=sha256:d6b9f8fadd8ad0d2f4438231c5eb7772a317e9f59cafbcbadc19b5d54c609419
-    # via google-adk
-google-cloud-iam==2.24.0 \
-    --hash=sha256:199a2512723abec10a49d581e638ccdf5b8a9671e1d5d6ff3ffeaa727075435f \
-    --hash=sha256:29d52032f774b4d3c01b6d8e1f4a8d029ae61c3bdba60ddac402866be11159db
-    # via google-cloud-aiplatform
-google-cloud-logging==3.15.0 \
-    --hash=sha256:72168a1e98bbfc27c75f0b8f630a7f5d786065f3f1f7e9e53d2d787a03693a4a \
-    --hash=sha256:7dcc67434c4e7181510c133d5ac8fd4ce60c23fa4158661f67e54bf440c32450
-    # via
-    #   -r projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
-    #   google-cloud-aiplatform
-    #   opentelemetry-exporter-gcp-logging
-google-cloud-monitoring==2.31.0 \
-    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
-    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
-    # via
-    #   google-cloud-spanner
-    #   opentelemetry-exporter-gcp-monitoring
-google-cloud-pubsub==2.39.0 \
-    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
-    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
-    # via google-adk
-google-cloud-resource-manager==1.18.0 \
-    --hash=sha256:69bab144acd75878ebe44b720903dc3d140cb7d3be3261eaa8bc81e48afaff33 \
-    --hash=sha256:db689f800a14c66d041196a7fbb8bb8aae8dc87f28c2929e101a5ec766b15512
-    # via google-cloud-aiplatform
-google-cloud-secret-manager==2.30.0 \
-    --hash=sha256:0f285e77d09a73700e3fca9abbc77f844a50276989bf76d64a76b6e2b871e396 \
-    --hash=sha256:26ec87737731b483f7f95c26a8c7ab79e22cb66317c95006e7f6985dbc43c8a2
-    # via google-adk
-google-cloud-spanner==3.69.0 \
-    --hash=sha256:5efc8bc346fa4958135f43cd68c78cfcfa2c13aaa6bf162fa8b56943ca288ae8 \
-    --hash=sha256:e274dd63957db3c453bda20d25d9dc42662f2e58f53957bc3706811b3d539484
-    # via
-    #   google-adk
-    #   sqlalchemy-spanner
-google-cloud-speech==2.40.0 \
-    --hash=sha256:7cc0302b3b9ca33d2eae9669da94a44316601a240942895362ac70e765b9f39c \
-    --hash=sha256:e89e688e4ce0b926754038bf992d0d0f065c5f1c3503bb20e6c46d08b63658fc
-    # via google-adk
+    # via google-cloud-storage
 google-cloud-storage==3.13.0 \
     --hash=sha256:648af3ef8a6acc674e1359d3c920c67eb89a7a5ab66b336bd3ac43fed6b5ab84 \
     --hash=sha256:d11d8706ea1520fba0f21043bcb7897caf7015d76ce1ad9a4f60237e4d7a9f6c
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-google-cloud-trace==1.20.0 \
-    --hash=sha256:88527c02948f410ed62ceaac5c960597a4143e3c11ce62273143f11aa388f564 \
-    --hash=sha256:f5a6f9b8da530b76c452163b83e5081c1696f1b4f67290c878b0e7370f1e910a
-    # via
-    #   google-cloud-aiplatform
-    #   opentelemetry-exporter-gcp-trace
+    # via -r requirements.in
 google-crc32c==1.8.0 \
     --hash=sha256:014a7e68d623e9a4222d663931febc3033c5c7c9730785727de2a81f87d5bab8 \
     --hash=sha256:01f126a5cfddc378290de52095e2c7052be2ba7656a9f0caf4bcd1bfb1833f8a \
@@ -785,51 +621,23 @@ google-crc32c==1.8.0 \
     --hash=sha256:f4b51844ef67d6cf2e9425983274da75f18b1597bb2c998e1c0a0e8d46f8f651 \
     --hash=sha256:f639065ea2042d5c034bf258a9f085eaa7af0cd250667c0635a3118e8f92c69c
     # via
-    #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==1.75.0 \
-    --hash=sha256:56bac3991b311c93f980c0a2abcd287b672146905df1fbd71c92ed633d5a07cf \
-    --hash=sha256:8dc4c096e7d6288c3087f6893f582fe52468932464781edb8193bd92b9fefb2c
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
+google-genai==2.16.0 \
+    --hash=sha256:c4c2524926001b18073db927a5d75bb7c8be7b5fd13ab507d599f51fff2284c5 \
+    --hash=sha256:f9eda6a7a3dd4491a0d2253c4bdd4536462d63838ed3f1b0e4fb9a0eb8f43331
+    # via -r requirements.in
 google-resumable-media==2.10.0 \
     --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
     --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
-    # via
-    #   google-cloud-bigquery
-    #   google-cloud-storage
+    # via google-cloud-storage
 googleapis-common-protos==1.75.0 \
     --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
     --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   google-ads
     #   google-api-core
-    #   google-cloud-audit-log
-    #   grpc-google-iam-v1
     #   grpcio-status
-    #   opentelemetry-exporter-otlp-proto-http
-graphviz==0.21 \
-    --hash=sha256:20743e7183be82aaaa8ad6c93f8893c923bd6658a04c32ee115edb3c8a835f78 \
-    --hash=sha256:54f33de9f4f911d7e84e4191749cac8cc5653f815b06738c54db9a15ab8b1e42
-    # via google-adk
-grpc-google-iam-v1==0.14.4 \
-    --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
-    --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
-    # via
-    #   google-cloud-bigtable
-    #   google-cloud-dataplex
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-pubsub
-    #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-grpc-interceptor==0.15.4 \
-    --hash=sha256:0035f33228693ed3767ee49d937bac424318db173fef4d2d0170b3215f254d9d \
-    --hash=sha256:1f45c0bcb58b6f332f37c637632247c9b02bc6af0fdceb7ba7ce8d2ebbfb0926
-    # via google-cloud-spanner
 grpcio==1.83.0 \
     --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
     --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
@@ -884,31 +692,11 @@ grpcio==1.83.0 \
     --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   google-ads
-    #   google-api-core
-    #   google-cloud-appengine-logging
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
-    #   google-cloud-dataplex
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
-    #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
-    #   google-cloud-trace
-    #   googleapis-common-protos
-    #   grpc-google-iam-v1
-    #   grpc-interceptor
     #   grpcio-status
 grpcio-status==1.83.0 \
     --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
     --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
-    # via
-    #   google-ads
-    #   google-api-core
-    #   google-cloud-pubsub
+    # via google-ads
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
@@ -919,23 +707,10 @@ httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httplib2==0.32.0 \
-    --hash=sha256:48a0ef30a42db65d8f3399045e1d09ab0ba66e3b9efc360d07f80ea55d286025 \
-    --hash=sha256:dc6705cacdf3fb0a2aba7629fa33c90fd93e30035db0c157325826be177e4816
-    # via
-    #   google-api-python-client
-    #   google-auth-httplib2
 httpx==0.28.1 \
     --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
     --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
-    # via
-    #   google-adk
-    #   google-genai
-    #   mcp
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
-    # via mcp
+    # via google-genai
 idna==3.18 \
     --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
     --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
@@ -944,232 +719,6 @@ idna==3.18 \
     #   httpx
     #   requests
     #   yarl
-importlib-metadata==8.7.1 \
-    --hash=sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb \
-    --hash=sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151
-    # via opentelemetry-api
-joserfc==1.7.4 \
-    --hash=sha256:32d46c2cd5e3203c13e87a6c61333cab310b1ba80cd54b4c4f386a848a122463 \
-    --hash=sha256:b3bc561672ae541b17a9237053b48a03dacddd92d68047b3ecdfb4b5714a88ed
-    # via authlib
-jsonschema==4.26.0 \
-    --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
-    --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via
-    #   google-adk
-    #   mcp
-jsonschema-specifications==2025.9.1 \
-    --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
-    --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
-    # via jsonschema
-mako==1.3.12 \
-    --hash=sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9 \
-    --hash=sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a
-    # via alembic
-markupsafe==3.0.3 \
-    --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
-    --hash=sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a \
-    --hash=sha256:0bf2a864d67e76e5c9a34dc26ec616a66b9888e25e7b9460e1c76d3293bd9dbf \
-    --hash=sha256:0db14f5dafddbb6d9208827849fad01f1a2609380add406671a26386cdf15a19 \
-    --hash=sha256:0eb9ff8191e8498cca014656ae6b8d61f39da5f95b488805da4bb029cccbfbaf \
-    --hash=sha256:0f4b68347f8c5eab4a13419215bdfd7f8c9b19f2b25520968adfad23eb0ce60c \
-    --hash=sha256:1085e7fbddd3be5f89cc898938f42c0b3c711fdcb37d75221de2666af647c175 \
-    --hash=sha256:116bb52f642a37c115f517494ea5feb03889e04df47eeff5b130b1808ce7c219 \
-    --hash=sha256:12c63dfb4a98206f045aa9563db46507995f7ef6d83b2f68eda65c307c6829eb \
-    --hash=sha256:133a43e73a802c5562be9bbcd03d090aa5a1fe899db609c29e8c8d815c5f6de6 \
-    --hash=sha256:1353ef0c1b138e1907ae78e2f6c63ff67501122006b0f9abad68fda5f4ffc6ab \
-    --hash=sha256:15d939a21d546304880945ca1ecb8a039db6b4dc49b2c5a400387cdae6a62e26 \
-    --hash=sha256:177b5253b2834fe3678cb4a5f0059808258584c559193998be2601324fdeafb1 \
-    --hash=sha256:1872df69a4de6aead3491198eaf13810b565bdbeec3ae2dc8780f14458ec73ce \
-    --hash=sha256:1b4b79e8ebf6b55351f0d91fe80f893b4743f104bff22e90697db1590e47a218 \
-    --hash=sha256:1b52b4fb9df4eb9ae465f8d0c228a00624de2334f216f178a995ccdcf82c4634 \
-    --hash=sha256:1ba88449deb3de88bd40044603fafffb7bc2b055d626a330323a9ed736661695 \
-    --hash=sha256:1cc7ea17a6824959616c525620e387f6dd30fec8cb44f649e31712db02123dad \
-    --hash=sha256:218551f6df4868a8d527e3062d0fb968682fe92054e89978594c28e642c43a73 \
-    --hash=sha256:26a5784ded40c9e318cfc2bdb30fe164bdb8665ded9cd64d500a34fb42067b1c \
-    --hash=sha256:2713baf880df847f2bece4230d4d094280f4e67b1e813eec43b4c0e144a34ffe \
-    --hash=sha256:2a15a08b17dd94c53a1da0438822d70ebcd13f8c3a95abe3a9ef9f11a94830aa \
-    --hash=sha256:2f981d352f04553a7171b8e44369f2af4055f888dfb147d55e42d29e29e74559 \
-    --hash=sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa \
-    --hash=sha256:3524b778fe5cfb3452a09d31e7b5adefeea8c5be1d43c4f810ba09f2ceb29d37 \
-    --hash=sha256:3537e01efc9d4dccdf77221fb1cb3b8e1a38d5428920e0657ce299b20324d758 \
-    --hash=sha256:35add3b638a5d900e807944a078b51922212fb3dedb01633a8defc4b01a3c85f \
-    --hash=sha256:38664109c14ffc9e7437e86b4dceb442b0096dfe3541d7864d9cbe1da4cf36c8 \
-    --hash=sha256:3a7e8ae81ae39e62a41ec302f972ba6ae23a5c5396c8e60113e9066ef893da0d \
-    --hash=sha256:3b562dd9e9ea93f13d53989d23a7e775fdfd1066c33494ff43f5418bc8c58a5c \
-    --hash=sha256:457a69a9577064c05a97c41f4e65148652db078a3a509039e64d3467b9e7ef97 \
-    --hash=sha256:4bd4cd07944443f5a265608cc6aab442e4f74dff8088b0dfc8238647b8f6ae9a \
-    --hash=sha256:4e885a3d1efa2eadc93c894a21770e4bc67899e3543680313b09f139e149ab19 \
-    --hash=sha256:4faffd047e07c38848ce017e8725090413cd80cbc23d86e55c587bf979e579c9 \
-    --hash=sha256:509fa21c6deb7a7a273d629cf5ec029bc209d1a51178615ddf718f5918992ab9 \
-    --hash=sha256:5678211cb9333a6468fb8d8be0305520aa073f50d17f089b5b4b477ea6e67fdc \
-    --hash=sha256:591ae9f2a647529ca990bc681daebdd52c8791ff06c2bfa05b65163e28102ef2 \
-    --hash=sha256:5a7d5dc5140555cf21a6fefbdbf8723f06fcd2f63ef108f2854de715e4422cb4 \
-    --hash=sha256:69c0b73548bc525c8cb9a251cddf1931d1db4d2258e9599c28c07ef3580ef354 \
-    --hash=sha256:6b5420a1d9450023228968e7e6a9ce57f65d148ab56d2313fcd589eee96a7a50 \
-    --hash=sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698 \
-    --hash=sha256:729586769a26dbceff69f7a7dbbf59ab6572b99d94576a5592625d5b411576b9 \
-    --hash=sha256:77f0643abe7495da77fb436f50f8dab76dbc6e5fd25d39589a0f1fe6548bfa2b \
-    --hash=sha256:795e7751525cae078558e679d646ae45574b47ed6e7771863fcc079a6171a0fc \
-    --hash=sha256:7be7b61bb172e1ed687f1754f8e7484f1c8019780f6f6b0786e76bb01c2ae115 \
-    --hash=sha256:7c3fb7d25180895632e5d3148dbdc29ea38ccb7fd210aa27acbd1201a1902c6e \
-    --hash=sha256:7e68f88e5b8799aa49c85cd116c932a1ac15caaa3f5db09087854d218359e485 \
-    --hash=sha256:83891d0e9fb81a825d9a6d61e3f07550ca70a076484292a70fde82c4b807286f \
-    --hash=sha256:8485f406a96febb5140bfeca44a73e3ce5116b2501ac54fe953e488fb1d03b12 \
-    --hash=sha256:8709b08f4a89aa7586de0aadc8da56180242ee0ada3999749b183aa23df95025 \
-    --hash=sha256:8f71bc33915be5186016f675cd83a1e08523649b0e33efdb898db577ef5bb009 \
-    --hash=sha256:915c04ba3851909ce68ccc2b8e2cd691618c4dc4c4232fb7982bca3f41fd8c3d \
-    --hash=sha256:949b8d66bc381ee8b007cd945914c721d9aba8e27f71959d750a46f7c282b20b \
-    --hash=sha256:94c6f0bb423f739146aec64595853541634bde58b2135f27f61c1ffd1cd4d16a \
-    --hash=sha256:9a1abfdc021a164803f4d485104931fb8f8c1efd55bc6b748d2f5774e78b62c5 \
-    --hash=sha256:9b79b7a16f7fedff2495d684f2b59b0457c3b493778c9eed31111be64d58279f \
-    --hash=sha256:a320721ab5a1aba0a233739394eb907f8c8da5c98c9181d1161e77a0c8e36f2d \
-    --hash=sha256:a4afe79fb3de0b7097d81da19090f4df4f8d3a2b3adaa8764138aac2e44f3af1 \
-    --hash=sha256:ad2cf8aa28b8c020ab2fc8287b0f823d0a7d8630784c31e9ee5edea20f406287 \
-    --hash=sha256:b8512a91625c9b3da6f127803b166b629725e68af71f8184ae7e7d54686a56d6 \
-    --hash=sha256:bc51efed119bc9cfdf792cdeaa4d67e8f6fcccab66ed4bfdd6bde3e59bfcbb2f \
-    --hash=sha256:bdc919ead48f234740ad807933cdf545180bfbe9342c2bb451556db2ed958581 \
-    --hash=sha256:bdd37121970bfd8be76c5fb069c7751683bdf373db1ed6c010162b2a130248ed \
-    --hash=sha256:be8813b57049a7dc738189df53d69395eba14fb99345e0a5994914a3864c8a4b \
-    --hash=sha256:c0c0b3ade1c0b13b936d7970b1d37a57acde9199dc2aecc4c336773e1d86049c \
-    --hash=sha256:c47a551199eb8eb2121d4f0f15ae0f923d31350ab9280078d1e5f12b249e0026 \
-    --hash=sha256:c4ffb7ebf07cfe8931028e3e4c85f0357459a3f9f9490886198848f4fa002ec8 \
-    --hash=sha256:ccfcd093f13f0f0b7fdd0f198b90053bf7b2f02a3927a30e63f3ccc9df56b676 \
-    --hash=sha256:d2ee202e79d8ed691ceebae8e0486bd9a2cd4794cec4824e1c99b6f5009502f6 \
-    --hash=sha256:d53197da72cc091b024dd97249dfc7794d6a56530370992a5e1a08983ad9230e \
-    --hash=sha256:d6dd0be5b5b189d31db7cda48b91d7e0a9795f31430b7f271219ab30f1d3ac9d \
-    --hash=sha256:d88b440e37a16e651bda4c7c2b930eb586fd15ca7406cb39e211fcff3bf3017d \
-    --hash=sha256:de8a88e63464af587c950061a5e6a67d3632e36df62b986892331d4620a35c01 \
-    --hash=sha256:df2449253ef108a379b8b5d6b43f4b1a8e81a061d6537becd5582fba5f9196d7 \
-    --hash=sha256:e1c1493fb6e50ab01d20a22826e57520f1284df32f2d8601fdd90b6304601419 \
-    --hash=sha256:e1cf1972137e83c5d4c136c43ced9ac51d0e124706ee1c8aa8532c1287fa8795 \
-    --hash=sha256:e2103a929dfa2fcaf9bb4e7c091983a49c9ac3b19c9061b6d5427dd7d14d81a1 \
-    --hash=sha256:e56b7d45a839a697b5eb268c82a71bd8c7f6c94d6fd50c3d577fa39a9f1409f5 \
-    --hash=sha256:e8afc3f2ccfa24215f8cb28dcf43f0113ac3c37c2f0f0806d8c70e4228c5cf4d \
-    --hash=sha256:e8fc20152abba6b83724d7ff268c249fa196d8259ff481f3b1476383f8f24e42 \
-    --hash=sha256:eaa9599de571d72e2daf60164784109f19978b327a3910d3e9de8c97b5b70cfe \
-    --hash=sha256:ec15a59cf5af7be74194f7ab02d0f59a62bdcf1a537677ce67a2537c9b87fcda \
-    --hash=sha256:f190daf01f13c72eac4efd5c430a8de82489d9cff23c364c3ea822545032993e \
-    --hash=sha256:f34c41761022dd093b4b6896d4810782ffbabe30f2d443ff5f083e0cbbb8c737 \
-    --hash=sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523 \
-    --hash=sha256:f42d0984e947b8adf7dd6dde396e720934d12c506ce84eea8476409563607591 \
-    --hash=sha256:f71a396b3bf33ecaa1626c255855702aca4d3d9fea5e051b41ac59a9c1c41edc \
-    --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
-    --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
-    # via mako
-mcp==1.28.1 \
-    --hash=sha256:2726bca5e7193f61c5dde8b12500a6de2d9acf6d1a1c0be9e8c2e706437991df \
-    --hash=sha256:d51e36a5f5644faea4f85ea649bfffa6bc6c26770d42798ad6a3de3d2ba69683
-    # via google-adk
-mmh3==5.2.1 \
-    --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
-    --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
-    --hash=sha256:08043f7cb1fb9467c3fbbbaea7896986e7fbc81f4d3fd9289a73d9110ab6207a \
-    --hash=sha256:0a3984146e414684a6be2862d84fcb1035f4984851cb81b26d933bab6119bf00 \
-    --hash=sha256:0bbc17250b10d3466875a40a52520a6bac3c02334ca709207648abd3c223ed5c \
-    --hash=sha256:0cc21533878e5586b80d74c281d7f8da7932bc8ace50b8d5f6dbf7e3935f63f1 \
-    --hash=sha256:0d0b7e803191db5f714d264044e06189c8ccd3219e936cc184f07106bd17fd7b \
-    --hash=sha256:113f78e7463a36dbbcea05bfe688efd7fa759d0f0c56e73c974d60dcfec3dfcc \
-    --hash=sha256:169e0d178cb59314456ab30772429a802b25d13227088085b0d49b9fe1533104 \
-    --hash=sha256:17fbb47f0885ace8327ce1235d0416dc86a211dcd8cc1e703f41523be32cfec8 \
-    --hash=sha256:19bbd3b841174ae6ed588536ab5e1b1fe83d046e668602c20266547298d939a9 \
-    --hash=sha256:1d9f9a3ce559a5267014b04b82956993270f63ec91765e13e9fd73daf2d2738e \
-    --hash=sha256:1e4ecee40ba19e6975e1120829796770325841c2f153c0e9aecca927194c6a2a \
-    --hash=sha256:22b0f9971ec4e07e8223f2beebe96a6cfc779d940b6f27d26604040dd74d3a44 \
-    --hash=sha256:26fb5b9c3946bf7f1daed7b37e0c03898a6f062149127570f8ede346390a0825 \
-    --hash=sha256:2778fed822d7db23ac5008b181441af0c869455b2e7d001f4019636ac31b6fe4 \
-    --hash=sha256:28cfab66577000b9505a0d068c731aee7ca85cd26d4d63881fab17857e0fe1fb \
-    --hash=sha256:29bc3973676ae334412efdd367fcd11d036b7be3efc1ce2407ef8676dabfeb82 \
-    --hash=sha256:2bd9f19f7f1fcebd74e830f4af0f28adad4975d40d80620be19ffb2b2af56c9f \
-    --hash=sha256:2d5d542bf2abd0fd0361e8017d03f7cb5786214ceb4a40eef1539d6585d93386 \
-    --hash=sha256:30e4d2084df019880d55f6f7bea35328d9b464ebee090baa372c096dc77556fb \
-    --hash=sha256:3619473a0e0d329fd4aec8075628f8f616be2da41605300696206d6f36920c3d \
-    --hash=sha256:368625fb01666655985391dbad3860dc0ba7c0d6b9125819f3121ee7292b4ac8 \
-    --hash=sha256:3737303ca9ea0f7cb83028781148fcda4f1dac7821db0c47672971dabcf63593 \
-    --hash=sha256:3a9fed49c6ce4ed7e73f13182760c65c816da006debe67f37635580dfb0fae00 \
-    --hash=sha256:3c38d142c706201db5b2345166eeef1e7740e3e2422b470b8ba5c8727a9b4c7a \
-    --hash=sha256:3cb61db880ec11e984348227b333259994c2c85caa775eb7875decb3768db890 \
-    --hash=sha256:3d74a03fb57757ece25aa4b3c1c60157a1cece37a020542785f942e2f827eed5 \
-    --hash=sha256:3f796b535008708846044c43302719c6956f39ca2d93f2edda5319e79a29efbb \
-    --hash=sha256:41105377f6282e8297f182e393a79cfffd521dde37ace52b106373bdcd9ca5cb \
-    --hash=sha256:41aac7002a749f08727cb91babff1daf8deac317c0b1f317adc69be0e6c375d1 \
-    --hash=sha256:44983e45310ee5b9f73397350251cdf6e63a466406a105f1d16cb5baa659270b \
-    --hash=sha256:4cbbde66f1183db040daede83dd86c06d663c5bb2af6de1142b7c8c37923dd74 \
-    --hash=sha256:4eda76074cfca2787c8cf1bec603eaebdddd8b061ad5502f85cddae998d54f00 \
-    --hash=sha256:4fc6cd65dc4d2fdb2625e288939a3566e36127a84811a4913f02f3d5931da52d \
-    --hash=sha256:50885073e2909251d4718634a191c49ae5f527e5e1736d738e365c3e8be8f22b \
-    --hash=sha256:5174a697ce042fa77c407e05efe41e03aa56dae9ec67388055820fb48cf4c3ba \
-    --hash=sha256:54b64fb2433bc71488e7a449603bf8bd31fbcf9cb56fbe1eb6d459e90b86c37b \
-    --hash=sha256:54fe8518abe06a4c3852754bfd498b30cc58e667f376c513eac89a244ce781a4 \
-    --hash=sha256:55dbbd8ffbc40d1697d5e2d0375b08599dae8746b0b08dea05eee4ce81648fac \
-    --hash=sha256:57b52603e89355ff318025dd55158f6e71396c0f1f609d548e9ea9c94cc6ce0a \
-    --hash=sha256:58370d05d033ee97224c81263af123dea3d931025030fd34b61227a768a8858a \
-    --hash=sha256:5d87a3584093e1a89987e3d36d82c98d9621b2cb944e22a420aa1401e096758f \
-    --hash=sha256:623f938f6a039536cc02b7582a07a080f13fdfd48f87e63201d92d7e34d09a18 \
-    --hash=sha256:62815d2c67f2dd1be76a253d88af4e1da19aeaa1820146dec52cf8bee2958b16 \
-    --hash=sha256:6290289fa5fb4c70fd7f72016e03633d60388185483ff3b162912c81205ae2cf \
-    --hash=sha256:67e41a497bac88cc1de96eeba56eeb933c39d54bc227352f8455aa87c4ca4000 \
-    --hash=sha256:6c85c38a279ca9295a69b9b088a2e48aa49737bb1b34e6a9dc6297c110e8d912 \
-    --hash=sha256:6f01f044112d43a20be2f13a11683666d87151542ad627fe41a18b9791d2802f \
-    --hash=sha256:707151644085dd0f20fe4f4b573d28e5130c4aaa5f587e95b60989c5926653b5 \
-    --hash=sha256:723b2681ed4cc07d3401bbea9c201ad4f2a4ca6ba8cddaff6789f715dd2b391e \
-    --hash=sha256:72d1cc63bcc91e14933f77d51b3df899d6a07d184ec515ea7f56bff659e124d7 \
-    --hash=sha256:7374d6e3ef72afe49697ecd683f3da12f4fc06af2d75433d0580c6746d2fa025 \
-    --hash=sha256:7501e9be34cb21e72fcfe672aafd0eee65c16ba2afa9dcb5500a587d3a0580f0 \
-    --hash=sha256:76219cd1eefb9bf4af7856e3ae563d15158efa145c0aab01e9933051a1954045 \
-    --hash=sha256:7aec798c2b01aaa65a55f1124f3405804184373abb318a3091325aece235f67c \
-    --hash=sha256:7be6dfb49e48fd0a7d91ff758a2b51336f1cd21f9d44b20f6801f072bd080cdd \
-    --hash=sha256:7e4e1f580033335c6f76d1e0d6b56baf009d1a64d6a4816347e4271ba951f46d \
-    --hash=sha256:7e8ec5f606e0809426d2440e0683509fb605a8820a21ebd120dcdba61b74ef7f \
-    --hash=sha256:7f196cd7910d71e9d9860da0ff7a77f64d22c1ad931f1dd18559a06e03109fc0 \
-    --hash=sha256:82f3802bfc4751f420d591c5c864de538b71cea117fce67e4595c2afede08a15 \
-    --hash=sha256:85ffc9920ffc39c5eee1e3ac9100c913a0973996fbad5111f939bbda49204bb7 \
-    --hash=sha256:8e6c219e375f6341d0959af814296372d265a8ca1af63825f65e2e87c618f006 \
-    --hash=sha256:8f767ba0911602ddef289404e33835a61168314ebd3c729833db2ed685824211 \
-    --hash=sha256:8ff038d52ef6aa0f309feeba00c5095c9118d0abf787e8e8454d6048db2037fc \
-    --hash=sha256:915e7a2418f10bd1151b1953df06d896db9783c9cfdb9a8ee1f9b3a4331ab503 \
-    --hash=sha256:92883836caf50d5255be03d988d75bc93e3f86ba247b7ca137347c323f731deb \
-    --hash=sha256:960b1b3efa39872ac8b6cc3a556edd6fb90ed74f08c9c45e028f1005b26aa55d \
-    --hash=sha256:9aeaf53eaa075dd63e81512522fd180097312fb2c9f476333309184285c49ce0 \
-    --hash=sha256:9d8089d853c7963a8ce87fff93e2a67075c0bc08684a08ea6ad13577c38ffc38 \
-    --hash=sha256:a4130d0b9ce5fad6af07421b1aecc7e079519f70d6c05729ab871794eded8617 \
-    --hash=sha256:a482ac121de6973897c92c2f31defc6bafb11c83825109275cffce54bb64933f \
-    --hash=sha256:add7ac388d1e0bf57259afbcf9ed05621a3bf11ce5ee337e7536f1e1aaf056b0 \
-    --hash=sha256:b1f12bd684887a0a5d55e6363ca87056f361e45451105012d329b86ec19dbe0b \
-    --hash=sha256:b3f99e1756fc48ad507b95e5d86f2fb21b3d495012ff13e6592ebac14033f166 \
-    --hash=sha256:b4cce60d0223074803c9dbe0721ad3fa51dafe7d462fee4b656a1aa01ee07518 \
-    --hash=sha256:baeb47635cb33375dee4924cd93d7f5dcaa786c740b08423b0209b824a1ee728 \
-    --hash=sha256:bbea5b775f0ac84945191fb83f845a6fd9a21a03ea7f2e187defac7e401616ad \
-    --hash=sha256:bbfcb95d9a744e6e2827dfc66ad10e1020e0cac255eb7f85652832d5a264c2fc \
-    --hash=sha256:bd6e7d363aa93bd3421b30b6af97064daf47bc96005bddba67c5ffbc6df426b8 \
-    --hash=sha256:be77c402d5e882b6fbacfd90823f13da8e0a69658405a39a569c6b58fdb17b03 \
-    --hash=sha256:c302245fd6c33d96bd169c7ccf2513c20f4c1e417c07ce9dce107c8bc3f8411f \
-    --hash=sha256:c88653877aeb514c089d1b3d473451677b8b9a6d1497dbddf1ae7934518b06d2 \
-    --hash=sha256:cae6383181f1e345317742d2ddd88f9e7d2682fa4c9432e3a74e47d92dce0229 \
-    --hash=sha256:cd471ede0d802dd936b6fab28188302b2d497f68436025857ca72cd3810423fe \
-    --hash=sha256:d106493a60dcb4aef35a0fac85105e150a11cf8bc2b0d388f5a33272d756c966 \
-    --hash=sha256:d30b650595fdbe32366b94cb14f30bb2b625e512bd4e1df00611f99dc5c27fd4 \
-    --hash=sha256:d51fde50a77f81330523562e3c2734ffdca9c4c9e9d355478117905e1cfe16c6 \
-    --hash=sha256:d57dea657357230cc780e13920d7fa7db059d58fe721c80020f94476da4ca0a1 \
-    --hash=sha256:d771f085fcdf4035786adfb1d8db026df1eb4b41dac1c3d070d1e49512843227 \
-    --hash=sha256:dae0f0bd7d30c0ad61b9a504e8e272cb8391eed3f1587edf933f4f6b33437450 \
-    --hash=sha256:db0562c5f71d18596dcd45e854cf2eeba27d7543e1a3acdafb7eef728f7fe85d \
-    --hash=sha256:dfd51b4c56b673dfbc43d7d27ef857dd91124801e2806c69bb45585ce0fa019b \
-    --hash=sha256:e080c0637aea036f35507e803a4778f119a9b436617694ae1c5c366805f1e997 \
-    --hash=sha256:e48d4dbe0f88e53081da605ae68644e5182752803bbc2beb228cca7f1c4454d6 \
-    --hash=sha256:e8b4b5580280b9265af3e0409974fb79c64cf7523632d03fbf11df18f8b0181e \
-    --hash=sha256:e8b5378de2b139c3a830f0209c1e91f7705919a4b3e563a10955104f5097a70a \
-    --hash=sha256:e904f2417f0d6f6d514f3f8b836416c360f306ddaee1f84de8eef1e722d212e5 \
-    --hash=sha256:eee884572b06bbe8a2b54f424dbd996139442cf83c76478e1ec162512e0dd2c7 \
-    --hash=sha256:f1fbb0a99125b1287c6d9747f937dc66621426836d1a2d50d05aecfc81911b57 \
-    --hash=sha256:f40a95186a72fa0b67d15fef0f157bfcda00b4f59c8a07cbe5530d41ac35d105 \
-    --hash=sha256:f6e0bfe77d238308839699944164b96a2eeccaf55f2af400f54dc20669d8d5f2 \
-    --hash=sha256:f963eafc0a77a6c0562397da004f5876a9bcf7265a7bcc3205e29636bc4a1312 \
-    --hash=sha256:fb9d44c25244e11c8be3f12c938ca8ba8404620ef8092245d2093c6ab3df260f \
-    --hash=sha256:fc78739b5ec6e4fb02301984a3d442a91406e7700efbe305071e7fd1c78278f2 \
-    --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
-    --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
-    # via google-cloud-spanner
 multidict==6.7.1 \
     --hash=sha256:026d264228bcd637d4e060844e39cdc60f86c479e463d49075dedc21b18fbbe0 \
     --hash=sha256:03ede2a6ffbe8ef936b92cb4529f27f42be7f56afcdab5ab739cd5f27fb1cbf9 \
@@ -1324,180 +873,6 @@ oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
-opentelemetry-api==1.38.0 \
-    --hash=sha256:2891b0197f47124454ab9f0cf58f3be33faca394457ac3e09daba13ff50aa582 \
-    --hash=sha256:f4c193b5e8acb0912b06ac5b16321908dd0843d75049c091487322284a3eea12
-    # via
-    #   google-adk
-    #   google-cloud-logging
-    #   google-cloud-pubsub
-    #   google-cloud-spanner
-    #   opentelemetry-exporter-gcp-logging
-    #   opentelemetry-exporter-gcp-monitoring
-    #   opentelemetry-exporter-gcp-trace
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-resourcedetector-gcp
-    #   opentelemetry-sdk
-    #   opentelemetry-semantic-conventions
-opentelemetry-exporter-gcp-logging==1.11.0a0 \
-    --hash=sha256:58496f11b930c84570060ffbd4343cd0b597ea13c7bc5c879df01163dd552f14 \
-    --hash=sha256:f8357c552947cb9c0101c4575a7702b8d3268e28bdeefdd1405cf838e128c6ef
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-opentelemetry-exporter-gcp-monitoring==1.12.0a0 \
-    --hash=sha256:1a7daf8c9350d55010fa33d2c2f646655a03a81d0d8073a2ae0e066791d6177d \
-    --hash=sha256:2b285078cddd4af78a363a55b5478e89f7df6f15bba9139d3f484099e534df4c
-    # via google-adk
-opentelemetry-exporter-gcp-trace==1.12.0 \
-    --hash=sha256:1538dab654bcb25e757ed34c94f27a2e30d90dc7deb3630f8d46d1111fcb3bad \
-    --hash=sha256:18c6e56fe123eed020d5005fdd819b196d64f651545bce1ca7e2e2cbaf9d343b
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-opentelemetry-exporter-otlp-proto-common==1.38.0 \
-    --hash=sha256:03cb76ab213300fe4f4c62b7d8f17d97fcfd21b89f0b5ce38ea156327ddda74a \
-    --hash=sha256:e333278afab4695aa8114eeb7bf4e44e65c6607d54968271a249c180b2cb605c
-    # via opentelemetry-exporter-otlp-proto-http
-opentelemetry-exporter-otlp-proto-http==1.38.0 \
-    --hash=sha256:84b937305edfc563f08ec69b9cb2298be8188371217e867c1854d77198d0825b \
-    --hash=sha256:f16bd44baf15cbe07633c5112ffc68229d0edbeac7b37610be0b2def4e21e90b
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-opentelemetry-proto==1.38.0 \
-    --hash=sha256:88b161e89d9d372ce723da289b7da74c3a8354a8e5359992be813942969ed468 \
-    --hash=sha256:b6ebe54d3217c42e45462e2a1ae28c3e2bf2ec5a5645236a490f55f45f1a0a18
-    # via
-    #   opentelemetry-exporter-otlp-proto-common
-    #   opentelemetry-exporter-otlp-proto-http
-opentelemetry-resourcedetector-gcp==1.12.0a0 \
-    --hash=sha256:d5e3f78283a272eb92547e00bbeff45b7332a34ae791a70ab4eba81af9bc3baf \
-    --hash=sha256:e803688d14e2969fe816077be81f7b034368314d485863f12ce49daba7c81919
-    # via
-    #   google-adk
-    #   google-cloud-spanner
-    #   opentelemetry-exporter-gcp-logging
-    #   opentelemetry-exporter-gcp-monitoring
-    #   opentelemetry-exporter-gcp-trace
-opentelemetry-sdk==1.38.0 \
-    --hash=sha256:1c66af6564ecc1553d72d811a01df063ff097cdc82ce188da9951f93b8d10f6b \
-    --hash=sha256:93df5d4d871ed09cb4272305be4d996236eedb232253e3ab864c8620f051cebe
-    # via
-    #   google-adk
-    #   google-cloud-aiplatform
-    #   google-cloud-pubsub
-    #   google-cloud-spanner
-    #   opentelemetry-exporter-gcp-logging
-    #   opentelemetry-exporter-gcp-monitoring
-    #   opentelemetry-exporter-gcp-trace
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-resourcedetector-gcp
-opentelemetry-semantic-conventions==0.59b0 \
-    --hash=sha256:35d3b8833ef97d614136e253c1da9342b4c3c083bbaf29ce31d572a1c3825eed \
-    --hash=sha256:7a6db3f30d70202d5bf9fa4b69bc866ca6a30437287de6c510fb594878aed6b0
-    # via
-    #   google-cloud-spanner
-    #   opentelemetry-sdk
-packaging==26.2 \
-    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
-    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
-    # via
-    #   google-cloud-aiplatform
-    #   google-cloud-bigquery
-pillow==12.3.0 \
-    --hash=sha256:00a2865911330191c0b818c59103b58a5e697cae67042366970a6b6f1b20b7f9 \
-    --hash=sha256:01afa7cf67f74f09523699b4e88c73fb55c13346d212a59a2db1f86b0a63e8c5 \
-    --hash=sha256:03e7e372d5240cc23e9f07deca4d775c0817bffc641b01e9c3af208dbd300987 \
-    --hash=sha256:03f6fab9219220f041c74aeaa2939ff0062bd5c364ba9ce037197f4c6d498cd9 \
-    --hash=sha256:042db20a421b9bafecc4b84a8b6e444686bd9d836c7fd24542db3e7df7baad9b \
-    --hash=sha256:0538bd5e05efec03ae613fd89c4ce0368ecd2ba239cc25b9f9be7ed426b0af1f \
-    --hash=sha256:0a34329707af4f73cf1782a36cd2289c0368880654a2c11f027bcee9052d35dd \
-    --hash=sha256:0c838a5125cee37e68edec915651521191cef1e6aa336b855f495766e77a366e \
-    --hash=sha256:144748b3af2d1b358d41286056d0003f47cb339b8c43a9ea42f5fea4d8c66b6e \
-    --hash=sha256:1610dd6c61621ae1cf811bef44d77e149ce3f7b95afe66a4512f8c59f25d9ebe \
-    --hash=sha256:1e1757442ed87f4912397c6d35a0db6a7b52592156014706f17658ff58bbf795 \
-    --hash=sha256:22db17c68434de69d8ecfc2fe821569195c0c373b25cccb9cbdacf2c6e53c601 \
-    --hash=sha256:25373b66e0dd5905ed63fa3cae13c82fbddf3079f2c8bf15c6fb6a35586324c1 \
-    --hash=sha256:2bb4a8d594eacdfc59d9e5ad972aa8afdd48d584ffd5f13a937a664c3e7db0ed \
-    --hash=sha256:2c727a6d53cb0018aadd8018c2b938376af27914a68a492f59dfcaca650d5eea \
-    --hash=sha256:2d192a155bbcec180f8564f693e6fd9bccff5a7af9b32e2e4bf8c9c69dbad6b5 \
-    --hash=sha256:2e589959f10d9824d39b350472b92f0ce3b443c0a3442ebf41c40cb8361c5b97 \
-    --hash=sha256:2e5a76d03a6c6dcef67edabda7a52494afa4035021a79c8558e14af25313d453 \
-    --hash=sha256:325ca0528c6788d2a6c3d40e3568639398137346c3d6e66bb61db96b96511c98 \
-    --hash=sha256:34c0d99ecccea270c04882cb3b86e7b57296079c9a4aff88cb3b33563d95afaa \
-    --hash=sha256:390ede346628ccc626e5730107cde16c42d3836b89662a115a921f28440e6a3b \
-    --hash=sha256:394167b21da716608eac917c60aa9b969421b5dcbbe02ae7f013e7b85811c69d \
-    --hash=sha256:3997232e10d2920a68d25191392e3a4487d8183039e1c74c2297f00ed1c50705 \
-    --hash=sha256:3adc9215e8be0448ed6e814966ecf3d9952f0ea40eb14e89a102b87f450660d8 \
-    --hash=sha256:3e080565d8d7c671db5802eedfb438e5565ffa40115216eabb8cd52d0ecce024 \
-    --hash=sha256:4a6c9fa44005fa37a91ebfc95d081e8079757d2e904b27103f4f5fa6f0bf78c0 \
-    --hash=sha256:4bfd07bc812fbd20395212969e41931001fd59eb55a60658b0e5710872e95286 \
-    --hash=sha256:4e6c62e9d237e9b65fac06857d511e90d8461a32adcc1b9065ea0c0fa3a28150 \
-    --hash=sha256:50d8520da2a6ce0af445fa6d648c4273c3eeefbc32d7ce049f22e8b5c3daecc2 \
-    --hash=sha256:51c4167c34b0d8ba05b547a3bb23578d0ba17b80a5593f93bd8ecb123dd336a3 \
-    --hash=sha256:56a3f9c60a13133a98ecff6197af34d7824de9b7b38c3654861a725c970c197b \
-    --hash=sha256:56b25336f502b6ed02e889f4ece894a72612fe885889a6e8c4c80239ff6e5f5f \
-    --hash=sha256:57850958fe9c751670e49b2cecf6294acc99e562531f4bd317fa5ddee2068463 \
-    --hash=sha256:58f62cc0f00fd29e64b29f4fd923ffdb3859c9f9e6105bfc37ba1d08994e8940 \
-    --hash=sha256:5c0a9f29ca8e79f09de89293f82fc9b0270bb4af1d58bc98f540cc4aedf03166 \
-    --hash=sha256:5cdfebd752ec52bf5bb4e35d9c64b40826bc5b40a13df7c3cda20a2c03a0f5ed \
-    --hash=sha256:5d04bfa02cc2d23b497d1e90a0f927070043f6cbf303e738300532379a4b4e0f \
-    --hash=sha256:5d2fd0fa6b5d9d1de415060363433f28da8b1526c1c129020435e186794b3795 \
-    --hash=sha256:62f5409336adb0663b7caa0da5c7d9e7bdbaae9ce761d34669420c2a801b2780 \
-    --hash=sha256:632ff19b2778e43162304d50da0181ce24ac5bb8180122cbe1bf4673428328c7 \
-    --hash=sha256:6562ace0d3fb5f20ed7290f1f929cae41b25ae29528f2af1722966a0a02e2aa1 \
-    --hash=sha256:673aa32138f3e7531ccdbca7b3901dba9b70940a19ccecc6a37c77d5fdeb05b5 \
-    --hash=sha256:6a6e67ea2e6feda684ed370f9a1c52e7a243631c025ba42149a2cc5934dec295 \
-    --hash=sha256:6a9adfc6d24b10f89588096364cc726174118c62130c817c2837c60cf08a392b \
-    --hash=sha256:6bb77b2dcb06b20f9f4b4a8454caa581cd4dd0643a08bacf821216a16d9c8354 \
-    --hash=sha256:6e6b2a0c538fc200b38ff9eb6628228b77908c319a005815f2dde585a0664b60 \
-    --hash=sha256:71cde9a1e1551df7d34a25462fc60325e8a11a82cc2e2f54578e5e9a1e153d65 \
-    --hash=sha256:7371b48c4fa448d20d2714c9a1f775a81155050d383333e0a6c15b1123dda005 \
-    --hash=sha256:766cef22385fa1091258ad7e6216792b156dc16d8d3fa607e7545b2b72061f1c \
-    --hash=sha256:7b14cc0106cd9aecda615dd6903840a058b4700fcb817687d0ee4fc8b6e389be \
-    --hash=sha256:7f84204dee22a783350679a0333981df803dac21a0190d706a50475e361c93f5 \
-    --hash=sha256:8023abc91fba39036dbce14a7d6535632f99c0b857807cbbbf21ecc9f4717f06 \
-    --hash=sha256:80b2da48193b2f33ed0c32c38140f9d3186583ce7d516526d462645fd98660ae \
-    --hash=sha256:8297651f5b5679c19968abefd6bb84d95fe30ef712eb1b2d9b2d31ca61267f4c \
-    --hash=sha256:88d387ff40b3ff7c274947ed3125dedf5262ec6919d83946753b5f3d7c67ea4c \
-    --hash=sha256:88ddbc66737e277852913bd1e07c150cc7bb124539f94c4e2df5344494e0a612 \
-    --hash=sha256:8bd7903a5f2a4545f6fd5935c90058b89d30045568985a71c79f5fd6edf9b91e \
-    --hash=sha256:8be29e59487a79f173507c30ddf57e733a357f67881430449bb32614075a40ab \
-    --hash=sha256:8c984051042858021a54926eb597d6ee3012393ce9c181814115df4c60b9a808 \
-    --hash=sha256:8cbeb542b2ebc6fcdacabf8aca8c1a97c9b3ad3927d46b8723f9d4f033288a0f \
-    --hash=sha256:8e9c4f5b3c546fa3458a29ab22646c1c6c787ea8f5ef51300e5a60300736905e \
-    --hash=sha256:90e6f81de50ad6b534cab6e5aef77ff6e37722b2f5d908686f4a5c9eba17a909 \
-    --hash=sha256:975385f4776fafde056abb318f612ef6285b10a1f12b8570f3647ad0d74b48ec \
-    --hash=sha256:9a8a34cc89c67a65ea7437ce257cea81a9dad65b29805f3ecee8c8fe8ff25ffe \
-    --hash=sha256:9aba9a17b623ef750a4d11b742cbafffeb48a869821252b30ee21b5e91392c50 \
-    --hash=sha256:9f08483a632889536b8139663db60f6724bfcb443c96f1b18855860d7d5c0fd4 \
-    --hash=sha256:a4e8f36e677d3336f35089648c8955c51c6d386a13cf6ee9c189c5f5bd713a9f \
-    --hash=sha256:a52edc8bfff4429aaabdf4d9ee0daadbbf8562364f940937b941f87a4290f5ff \
-    --hash=sha256:a830b1a40919539d07806aa58e1b114df53ddd43213d9c8b75847eee6c0182b5 \
-    --hash=sha256:aa88ccfe4e32d362816319ed727a004423aab09c5cea43c01a4b435643fa34eb \
-    --hash=sha256:af73337013e0b3b46f175e79492d96845b16126ddf79c438d7ea7ff27783a414 \
-    --hash=sha256:b1c1fbd8a5a1af3412a0810d060a78b5136ec0836c8a4ef9aa11807f2a22f4e1 \
-    --hash=sha256:b85f66ae9eb53e860a873b858b789217ba505e5e405a24b85c0464822fe88032 \
-    --hash=sha256:b86024e52a1b269467a802258c25521e6d742349d760728092e1bc2d135b4d76 \
-    --hash=sha256:bd9c0c7a0c681a347b3194c500cb1e6ca9cab053ea4d82a5cf45b6b754560136 \
-    --hash=sha256:bfa9c230d2fe991bed5318a5f119bd6780cda2915cca595393649fc118ab895e \
-    --hash=sha256:d362d1878f00c142b7e1a16e6e5e780f02be8195123f164edf7eddd911eefe7c \
-    --hash=sha256:d5d38f1411c0ed9f97bcb49b7bd59b6b7c314e0e27420e34d99d844b9ce3b6f3 \
-    --hash=sha256:dac8d77255a37e81a2efcbd1fc05f1c15ee82200e6c240d7e127e25e365c39ea \
-    --hash=sha256:dd025009355c926a84a612fecf58bb315a3f6814b17ead51a8e48d3823d9087f \
-    --hash=sha256:deede7c263feb25dba4e82ea23058a235dcc2fe1f6021025dc71f2b618e26104 \
-    --hash=sha256:e74473c875d78b8e9d5da2a70f7099549f9eb37ded4e2f6a463e60125bccd176 \
-    --hash=sha256:ee3120ae9dff32f121610bb08e4313be87e03efeadfc6c0d18f89127e24d0c24 \
-    --hash=sha256:eedf4b74eda2b5a4b2b2fb4c006d6295df3bf29e459e198c90ea48e130dc75c3 \
-    --hash=sha256:efd8c21c98c5cc60653bcb311bef2ce0401642b7ce9d09e03a7da87c878289d4 \
-    --hash=sha256:f1c943e96e85df3d3478f7b691f229887e143f81fedab9b20205349ab04d73ed \
-    --hash=sha256:f278f034eb75b4e8a13a54a876cc4a5ab39173d2cdd93a638e1b467fc545ac43 \
-    --hash=sha256:f3f40b3c5a968281fd507d519e444c35f0ff171237f4fdde090dd60699458421 \
-    --hash=sha256:f490f9368b6fc026f021db16d7ec2fbf7d89e2edb42e8ec09d2c60505f5729c7 \
-    --hash=sha256:fb043ee2f06b41473269765c2feae53fc2e2fbf96e5e22ca94fb5ad677856f06 \
-    --hash=sha256:fc3d34d4a8fbec3e88a79b92e5465e0f9b842b628675850d860b8bd300b159f5
-    # via -r projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
 propcache==0.5.2 \
     --hash=sha256:01c4fc7480cd0598bb4b57022df55b9ca296da7fc5a8760bd8451a7e63a7d427 \
     --hash=sha256:04dc2390d9edbbaef7461f33322555976ffddf0b650a038649d026358714e6c5 \
@@ -1629,21 +1004,6 @@ proto-plus==1.28.2 \
     # via
     #   google-ads
     #   google-api-core
-    #   google-cloud-aiplatform
-    #   google-cloud-appengine-logging
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
-    #   google-cloud-dataplex
-    #   google-cloud-discoveryengine
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
-    #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
-    #   google-cloud-trace
 protobuf==6.33.6 \
     --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
     --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
@@ -1658,72 +1018,9 @@ protobuf==6.33.6 \
     # via
     #   google-ads
     #   google-api-core
-    #   google-cloud-aiplatform
-    #   google-cloud-appengine-logging
-    #   google-cloud-audit-log
-    #   google-cloud-bigquery-storage
-    #   google-cloud-bigtable
-    #   google-cloud-dataplex
-    #   google-cloud-discoveryengine
-    #   google-cloud-iam
-    #   google-cloud-logging
-    #   google-cloud-monitoring
-    #   google-cloud-pubsub
-    #   google-cloud-resource-manager
-    #   google-cloud-secret-manager
-    #   google-cloud-spanner
-    #   google-cloud-speech
-    #   google-cloud-trace
     #   googleapis-common-protos
-    #   grpc-google-iam-v1
     #   grpcio-status
-    #   opentelemetry-proto
     #   proto-plus
-pyarrow==25.0.0 \
-    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
-    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
-    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
-    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
-    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
-    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
-    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
-    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
-    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
-    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
-    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
-    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
-    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
-    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
-    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
-    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
-    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
-    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
-    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
-    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
-    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
-    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
-    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
-    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
-    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
-    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
-    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
-    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
-    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
-    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
-    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
-    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
-    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
-    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
-    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
-    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
-    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
-    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
-    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
-    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
-    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
-    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
-    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
-    # via google-adk
 pyasn1==0.6.4 \
     --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
     --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
@@ -1736,157 +1033,139 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.14.0a1 \
-    --hash=sha256:2c3a5627d48f59725564c41b582328a29fa8d9b1108128ef6710463a0136d4fd \
-    --hash=sha256:61a1ea8d65df95b681c1fab9cd7d01b2472837f798df53dc6d0f41f0c217b061
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
+    #   -r requirements.in
     #   fastapi
-    #   google-adk
-    #   google-cloud-aiplatform
     #   google-genai
-    #   mcp
-    #   pydantic-settings
-pydantic-core==2.47.0 \
-    --hash=sha256:021220e0a03b66112737ee1fc49759340ce8fafb8d9ade1b7fb366b06033fa45 \
-    --hash=sha256:04ee7ba7172cb4484af51b2890f19069d35773698abc8c6ebb651f52fbf41134 \
-    --hash=sha256:05da6647bdfd3888936ac10aa39b239d659f3c93dff281af0fc5943eb55629dd \
-    --hash=sha256:0744954b81a77cfd381760d8b1bf92ba4db57d2da235e695d6fd3c94f741d24d \
-    --hash=sha256:0ae0096729c64aa6155cef74e75d1945017b01cfb82f313a18d843fafc497476 \
-    --hash=sha256:0b5f46412c8226d0c8f1f423c324c75afe342e4b854836933579fb484f68598c \
-    --hash=sha256:0d2907ee6d15cf26787bfbeb4c42e18e52f358086eab91baea961a0d909248d6 \
-    --hash=sha256:13990d357a50078e382b15fa3ce3f08043223b4be3eaeb340b184f54c1a2397a \
-    --hash=sha256:152bcbfe9f087716d185f6003be549f2cc6ee3cd4ca67909118e31626afc209b \
-    --hash=sha256:18c9c7c3a18e9bdbf1215d913f6bd00e17595dc92949817935cb87a3cf5f1697 \
-    --hash=sha256:195f9c4ac43a7b2a044a7b86631c3352abdb820bed2823ea29f98f779255f459 \
-    --hash=sha256:1a2f7ceb58013d167d8c96f10ec9b3a137018c819ba356f68ff1cb74302fd22e \
-    --hash=sha256:1e859dd5e06e9807080e14995db131649a77c61131cc464a7fe492a69ce82488 \
-    --hash=sha256:1f0a9659a2eb161573418e3138f616101ba21bbd2ff04916dca7b6712155e015 \
-    --hash=sha256:234ecade0e358caa1ea516c218b3f61e61e30532cad1a8bb12f2487325838548 \
-    --hash=sha256:24017fd3befd4d7cc4a8c71f4a1e9a44d29fdc91723c5446b0e795ab808adee7 \
-    --hash=sha256:2433b8524785cc117e602233bc574879bc8d87f09523edeec51665d5c46cf42d \
-    --hash=sha256:25cac08c9735e61e5c0b9f7a85c438661fc0e9da226afdfa984c3da6c5942a5a \
-    --hash=sha256:25f8aa59fd3f85651387c37b289cd8f0bbc8f632e7dad13c6b837759e78be88d \
-    --hash=sha256:263560ece98bffbbc0a8047ce60b8a278c859db6a2a4e30d9454b02891045eca \
-    --hash=sha256:264361b7236d4374fef6342908f87d084a0d58a2f8d0811e99f714309cb0ba7e \
-    --hash=sha256:2995074b99242aa28991e0120a3c881babc139e08750a05b7ea7d140644e091d \
-    --hash=sha256:2a7acb3e120ddba94372b8146e62ea3a0bce203180e34641c817c87f995c91e0 \
-    --hash=sha256:2bb527ac6e5a9721023b24615e1a55c01f47c60007f08b7d2afb89ff9c7a0e22 \
-    --hash=sha256:2c5e11bb1be2de2707c9367f364e73091ef30d34be54b3a4564d7421ac1a16bd \
-    --hash=sha256:2f72a382886ca85bb1247303b9134cf9978c9d454de62e710a1ebcd9d2131927 \
-    --hash=sha256:3292813ac8ed17671a5b1ac8256b6e98b96c29c1c6d061c35899e2f6e0444cac \
-    --hash=sha256:33c1e025c83b3987784191ec5aa78cfb94686f1ba73d98ae4d520c09cdecda8d \
-    --hash=sha256:34336a9cdd8b54e0cbc9d3c36b7be7dd828fa10e4209a7e4b0ca4583aa3e696d \
-    --hash=sha256:38a8b5371b7938e4f6c31060dbd51d3b3229aef7c43eaac2eb8b153e43c3f189 \
-    --hash=sha256:3aaabbdbbbb8dff33fa053ffb2c980f39dec745fc03592f50e1e010449129841 \
-    --hash=sha256:3af9600c680bec4b8d23c32ddaf7a5d91ed39a2cf758c082e34e860140cdcd87 \
-    --hash=sha256:3eb92447d3a079b945b61b8cbd6c3ec2954de3655c4efa0ebd35b069e472c2a9 \
-    --hash=sha256:422c1797a7864b2a9a996435aba92fe571fb80190f67a31edbc1ac040c7b51fe \
-    --hash=sha256:45882c24324f123037982c65eb8d60da778447e6bc87c82241f81d6c6d2c307e \
-    --hash=sha256:473b9a2b2a1f0dd55cbb32d2b902f93babe7f141a0bb48fb4d3d4d2b3e93e9a0 \
-    --hash=sha256:482667e5b7a3e97b0836f33a716199c4ec6ba9c896ca4db6eae799ec527c1e64 \
-    --hash=sha256:482b097637fec5037eb13fe9f9d5fe47e568a5b451d686bc2b854076cc0b50ca \
-    --hash=sha256:497f91a0499fa4ce7ae982756f8a237af19f145d944258c0c991cfb78aee13b0 \
-    --hash=sha256:4ded2d8dc3beb086623ab3256b81a0b51fc026c94eb363f480aec09b204a1cbd \
-    --hash=sha256:52afdd8640d59890539060e91c8a494cf96b463e63b2ba499cc5c23abcb5e96b \
-    --hash=sha256:52d40e074da44e42b2425aedebd513e405a31807036ef597175117a9b01743a6 \
-    --hash=sha256:53368beaf693f6302a6e33bdefe950857534a04d282811421bd20176d0fb5636 \
-    --hash=sha256:55156ee2f6f561ea4e25ab55f84bd70b9c9ed2546a834cb2b038fe10225aaa37 \
-    --hash=sha256:57ff41672a615f38af528ee904602be51c653248354e5db8e9252668abe91e68 \
-    --hash=sha256:58158d0111e86893bc35aacabe509f951ed303cddf8cdba43533190bde317914 \
-    --hash=sha256:5b494566e8e7e1a3992a550900902d6c0051538e53f5957e24003e7775638a24 \
-    --hash=sha256:5c4a885fb50c05903bc703a00830616e680304fdcdd90fc9535a52e72debe712 \
-    --hash=sha256:5d2177b44ba7d9d86850f865f362feeaac6a2ed8517a9b505b97ff0b7fdbd7dd \
-    --hash=sha256:6143463422e3851187657ff677af0cb04c5e1a2c51c028438ce5f20fbb5cb50d \
-    --hash=sha256:67c3f4b57a1cda846a9b6258e0ef70f99b0757d0b6a55f7e3e5b100620937d2c \
-    --hash=sha256:6b02b17e44bcb066b9f3a1d31c0be01a59f81d0b94b5066fdded1a8ccc8f819e \
-    --hash=sha256:6c1cd10d39ef1ff8bcd68b6865bee9c434631ac0608d402fe86e678851c2e2a5 \
-    --hash=sha256:6e37a6974fbd8fa7cae12285a76970d50b3689ffd6ed7c7fdd176ba81dd22d0e \
-    --hash=sha256:70a7aeba54854f5d97da65cb1a61f000f53df3704cab41cd81d65ab127ddd031 \
-    --hash=sha256:7b107cbd764bf68f12a57c7aa5846d868bc7463490a1ac2d0f19bffef624c5a9 \
-    --hash=sha256:7cbe66352fe2b39511d49150e5b52159429cd21f5633a3e801dd2c43829dcdca \
-    --hash=sha256:7eedc31996e9eba3bdfbbc380805ac6d765c889b7e93b17cd00ecb0200fd6dca \
-    --hash=sha256:81de54576de2e20baec76cc5afae2820f9049e6fdc4f357bac3391da02d0ba97 \
-    --hash=sha256:859ca679f00e5feb11b58b616eb7bc0efbb13654be21f5c898e510e27671c900 \
-    --hash=sha256:8623f4e598c9cee799075d0f1ab5174f9f2e7c42b3c5c7d859a97b3c726c84f8 \
-    --hash=sha256:8ad7522d6e0cf28192b30f4c9db62e9b7a13ef10652bf8310de27bcb4a6c1c40 \
-    --hash=sha256:90cbf7e35d597503cbdb5cd85409cbb75f377290bc7e8e37cc5dfe4f5cc66cf8 \
-    --hash=sha256:983e39b39547772543f3518557d0a86dbb3b7bb58bf8e82faba1e0cfa3e816d9 \
-    --hash=sha256:9cefe43d17a5a273d71697c084d3787defa7f578cd5fab4cef4c66d13c9e44b2 \
-    --hash=sha256:9d6098342d4510a9034a500a53b1d737daf9cfc18a47cd21047d02d7d1587557 \
-    --hash=sha256:9fc3193ff0b7e2e168f84c6185e70475738c191f3154e0af8f897cd0f8f9a489 \
-    --hash=sha256:a0078c5695322050ccedbc86eafaf3e2548439782c51d99e575de0e31b9fe4f4 \
-    --hash=sha256:a0f7343305387bb5884f24d384b7978ad099a277b27529e592c041a502a37c32 \
-    --hash=sha256:a1d507f331756f7066cde7c9f35ed78fa78223a54369dbc8a34d6da7a5074fa1 \
-    --hash=sha256:a3c450c65dfd14eee570756f61c823f8a7a36a3f4f4d46a3945d6225dc8a47d8 \
-    --hash=sha256:a7fdaff39a66bf66e9037da482575513d2f20bfb02ea9d9222b5cb3b902fc695 \
-    --hash=sha256:a8c7f5fad73eb404f4b84c75f3d9d3865b748ded248b7366341db6e516fc502b \
-    --hash=sha256:b3abf7fd5e6abe483a63413f9cd26b7c93c20780e19c8556434c7279f6b2f10c \
-    --hash=sha256:b3e6c8ee5ce8c270bfae09763ae4bbbccfe81090c97d670a621fb86cb1ef6042 \
-    --hash=sha256:b87e95e644df2a36bd631dd0d6e097aa73d19a55adf7b1724ebdeece3d9c76b7 \
-    --hash=sha256:c0e97329e38228f57fe1f2d91ba0ef39cc75cc1a84fe6ef58942d2fc6cb406bf \
-    --hash=sha256:c413761260967f4dbb51135e1b49f30a1c29e15bf371fbb39754ed6475739545 \
-    --hash=sha256:c547cac87585ab8a6e9495fd3be22ae8ccaabb3c909f6ae589a180677c105cc8 \
-    --hash=sha256:c5b224dc04c3ff9b08c24419464eb7f6ad7a1049e12284a00bf80df82bd15fdb \
-    --hash=sha256:c6cd3cde901878cce06787608a50c4456b8ad49c2128440c24b96b5624d26937 \
-    --hash=sha256:c96f745745fe778a92e74f40675c57b80dd46fc98186c9020e5ba4514a0470bd \
-    --hash=sha256:c9a891c20be5110deb1904f639f3615ec5022b3495995850d1abe7b8fa1550b5 \
-    --hash=sha256:cdf4dc2cdd0eacad1bd81c4d25422b4c25b206acae095d2d64e5d5cb7facc6b3 \
-    --hash=sha256:cf3cfcea028f41a9b42a47f4a53d72ca4274d04e3ee525bd58ca89ea8c5e1910 \
-    --hash=sha256:d4c7148fc6c0bb727139010e15aab198be6c5d00276f83246b417ce69831f9d6 \
-    --hash=sha256:d57d46021c20d4efc28f69b4ca4670dffbb7bdafa51d1967b747849726ec643b \
-    --hash=sha256:d648515c65f8871ceca6a0446be32fb1a0aae414db3907ec0df6cc2380dd0c04 \
-    --hash=sha256:d93c02ae8bd33f73624319d85cba47e754155c5bf104c0c5ca96fcd1f3094939 \
-    --hash=sha256:dbe50ffd50c7e1b8e3bedafafd10fabe8a7cf51916f995fd57316eb1293f2439 \
-    --hash=sha256:dbfb8f8ac48a8fd5a9f83cdbba0a23796f3ff5f9421c735808ed134d3318046f \
-    --hash=sha256:df82086e6efb002a8e4f8f787dd2ddf9db46403fe8697b7620111663799b62b8 \
-    --hash=sha256:dfa0820888cc4549fcce7e6bd8affa7d75198d885ccd0bb0760def4bb8461862 \
-    --hash=sha256:e1b52aa981e034896712460c899ee30707c8c6a385e79bb7648aac76c748a3da \
-    --hash=sha256:e1c8ea447dcfaa7f7d815d07bddb131383275682601878b5711f59fac68045a2 \
-    --hash=sha256:e35192a1d53e55d510d8bb1023c988c7cdae6d94539074971741b2a7656e49a1 \
-    --hash=sha256:e38cdae682cfec4b3816722dccf6376ca59049726d57dca83c2fe7cc13665589 \
-    --hash=sha256:e42feab6c93fa3264708502f5062147073c7e57bc56bc1c44ed00efa53bc1859 \
-    --hash=sha256:eba39fca6e1fc7c58a5e6b5c320c6eec86014f7075dfa0fb1a79076e00304b3a \
-    --hash=sha256:f13b18e7dec056336f29ee77dea3cc5db0271d6215cac7249cc5c61b0a49d293 \
-    --hash=sha256:f343c39928097175acf2f7d0cba5c00b0f62265d88a173a4ce264266ac849bd9 \
-    --hash=sha256:f50abe60347bf8afe2b2f58db86cf3ac6e418eec7ffa01d9dc90ba29fc64f243 \
-    --hash=sha256:f8f9f2be064c8bf1189f46f7062fd42765d94f59cfb7db7ef8db19563192110a \
-    --hash=sha256:faf83e50714837af72f13e9369c50377552a4a74049d4477bed51c7e5822d94b \
-    --hash=sha256:fb57a6b538ec7a01b937986bc093aec530fb056135b6bc9cfdd0bf8460c25bc2 \
-    --hash=sha256:fe87ccbc39a103709d0a5afa75240c15a94611af129261e9484bef0bc97960b2 \
-    --hash=sha256:ff201e8b93cd6a3849ec3fecb1d642d0391ca4a387f1162adaadddfd1986598c
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.2 \
-    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
-    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
-    # via mcp
-pyjwt==2.13.0 \
-    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
-    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
-    # via mcp
-pyopenssl==26.3.0 \
-    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
-    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
-    # via google-auth
-pyparsing==3.3.2 \
-    --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
-    --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
-    # via httplib2
-python-dateutil==2.9.0.post0 \
-    --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
-    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
-    # via
-    #   google-adk
-    #   google-cloud-bigquery
 python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
-    # via
-    #   google-adk
-    #   pydantic-settings
-python-multipart==0.0.32 \
-    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
-    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
-    # via mcp
+    # via -r requirements.in
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
     --hash=sha256:0150219816b6a1fa26fb4699fb7daa9caf09eb1999f3b70fb6e786805e80375a \
@@ -1961,416 +1240,62 @@ pyyaml==6.0.3 \
     --hash=sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6 \
     --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
     --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
-    # via
-    #   google-adk
-    #   google-ads
-rapidfuzz==3.14.5 \
-    --hash=sha256:0084b687b02b4e569b46d8d6d4ad25659528e6081cd6d067ca453a69035f07e4 \
-    --hash=sha256:01550fe5f60fd176aa66b7611289d46dc4aa4b1b904874c7b6d1d54e581c5ec1 \
-    --hash=sha256:0298d357e2bc59d572da4db0bc631009b6f8f6c9bc8c11e99a12b833f16b6575 \
-    --hash=sha256:068b3e965ca9d9ee4debe40001ae7c3938ba646308afd33cf0c66618147db65c \
-    --hash=sha256:071d96b957a33b9296b9284b6350a0fb6d030b154a04efd7c15e56b98b79a517 \
-    --hash=sha256:09d6c9ba091854f07817055d795d604179c12a8f308ba4c7d56f3719dfea1646 \
-    --hash=sha256:0d3378f471ef440473a396ce2f8e97ee12f89a78b495540e0a5617bbfe895638 \
-    --hash=sha256:0ebd1a18e2e47bc0b292a07e6ed9c3642f8aaa672d12253885f599b50807a4f9 \
-    --hash=sha256:0f23e37019ec07712d58976b1ab2b889f8649a7f7c2f626a2f34ea9139e79279 \
-    --hash=sha256:11bfc2ed8fbe4ab86bd516fadefab126f90e6dcadffa761739fcb304707dfd35 \
-    --hash=sha256:13cb79c23ef5516e4c4e3830877be8b19aa75203636be1163d690d37803f6504 \
-    --hash=sha256:17a34330cd2a538c1ce5d400b61ba358c5b72c654b928ff87b362e88f8b864c7 \
-    --hash=sha256:1a31cc6d7d03e7318a0974c038959c59e19c752b81115f2e9138b3331cd64d45 \
-    --hash=sha256:1e910eebca9fd0eba245c0555e764597e8a0cccb673a92da2dc2397050725f48 \
-    --hash=sha256:1e989f86113be66574113b9c7bdf4793f3f863d248e47d911b355e05ca6b6b10 \
-    --hash=sha256:2e83cd2e25bb4edd97b689d9979d9c3acccdaaf26ceac08212ceece202febcfa \
-    --hash=sha256:39ef8658aaf67d51667e7bdaf7096f432333377d8302ac43c70b5df8a4cf89b8 \
-    --hash=sha256:3d50e5861872935fece391351cbb5ba21d1bced277cf5e1143d207a0a35f1925 \
-    --hash=sha256:3e91dcd2549b8f8d843f98ba03a17e01f3d8b72ce942adbbb6761bc58ffce813 \
-    --hash=sha256:419e4397a36e2665ec992d8d64c20ba4b2a42500c76ecadeca78a4f19cb9cc32 \
-    --hash=sha256:440d30faaf682ca496170a7f0cc5453ec942e3e079f0fd802c9a7f938dfb50a3 \
-    --hash=sha256:46b92a9970dcc34f0096901c792644094cab49554ac3547f35e3aebbdf0a3610 \
-    --hash=sha256:478b59bb018a6780d73f33e38d0b3ec5e968a6c1ed42876b993dd456b7aa20e8 \
-    --hash=sha256:48bee0b91bebfaec41e1081e351000659ab7570cc4598d617aa04d5bf827f9e6 \
-    --hash=sha256:4900143d82071bdda533b00300c40b14b963ff826b3642cc463b6dd0f036585e \
-    --hash=sha256:4a60f0057231188e3bd30216f7b4e0f279b11fa4ec818bb6c1d9f014d1562fbc \
-    --hash=sha256:56227a61fd3d17b0cd9793132431f3a3d07c8654be96794ba9f89fe0fc8b2d09 \
-    --hash=sha256:578e6051f6d5e6200c259b47a103cf06bb875ab5814d17333fc0b5c290b22f4c \
-    --hash=sha256:593c00dac4e30231c35bf3b4f1da8ec0998762e9e94425586a5d636fcd57f9d0 \
-    --hash=sha256:59b3dba758661a318995655435c6ab20a04ade79fa51e75bc8dc107cac8df280 \
-    --hash=sha256:5ab449c9abd0d4e1f8145dce0798a4c822a1a1933d613c764a641bea88b8bdab \
-    --hash=sha256:5dfa89d78f22cd773054caff44827b846161a29f2dcf7e78b8f90d086621e502 \
-    --hash=sha256:649712823f3abcdc48427147a5384fac15623ba435d0013959b52e6462521397 \
-    --hash=sha256:667f40fe9c81ad129b198d236881b00dd9e8314d9cc72d03c3e16bdfe5879051 \
-    --hash=sha256:6737b35d5af7479c5bf9710f7b17edd9d2c43128d974d25fb4ea653e42c64609 \
-    --hash=sha256:67f3f9d2b444268ab53e47d31bab89954888d23c04c6789f2c727e51fe4b1d13 \
-    --hash=sha256:7092a216728f80c960bd6b3807275d1ee318b168986bd5dc523349581d4890b8 \
-    --hash=sha256:738c96944d076deeaff70e92b65696ab4f7ecb8081d7791c5403a3257dfaf8ff \
-    --hash=sha256:77eac0526899b3c3ad1454bb2b03cdb491d67358ec8ef0c9c48bd61b632b431d \
-    --hash=sha256:7d5ca9c7832e6879a707296d1463685f7c243a27846227044504741640caec66 \
-    --hash=sha256:7e580cb04ad849ae9b786fa21383c6b994b6e6c1444ad1cb9f22392759d72741 \
-    --hash=sha256:8166efddea49fdbc61185559f47593239e4794fd7c9044dd5a789d1a90af852d \
-    --hash=sha256:823b1b9d9230809d8edcc18872770764bfe8ef4357995e16744047c8ccf0e489 \
-    --hash=sha256:88b7d31ff1cc5e9bc0e4406e6b1fa00b6d37163d50bb58091e9b976ff1129faa \
-    --hash=sha256:8c90cdf8516d9057e502aa6003cea71cf5ec27cc44699ca52412b502a04761bb \
-    --hash=sha256:8ce1d850b3c0178440efde9e884d98421b5e87ff925f364d6d79e23910d7593f \
-    --hash=sha256:8f4a8f5cc84c7ad6bffa0e9947b33eb343ad66e6b53e94fe54378a5508c5ed53 \
-    --hash=sha256:93d8da883a35116d6813432177f35e570db5b0a5e30ecb0cbd7cb39c815735df \
-    --hash=sha256:95d937e74c1a7a1287dfb03b62a827be08ede10a155cf1af73bbf47f2b73ee6e \
-    --hash=sha256:9669753caef7fdc6529f6adcc5883ed98d65976445d9322e7dbdb6b697feee13 \
-    --hash=sha256:97131ab2be39043054ee28d99e09efe316e6d53449b7e962dfcf3c2de8b2b246 \
-    --hash=sha256:97c6d85283629646fa87acc22c66b30ea9d4de7f6fdf887daa2e30fa041829b5 \
-    --hash=sha256:9981d38a703b86f0e315a3cd229fd1906fe1d91c989ed121fb975b3c849f89f5 \
-    --hash=sha256:9ad37a0be705b544af6296da8edddc260d10a8ae5462530fc9991f66498bb1f9 \
-    --hash=sha256:a2ae6f53f99c9a0eca7a0afc5b4e45fc73bc1dd4ac74c00509031d76df80ed98 \
-    --hash=sha256:aac0ad28c686a5e72b81668b906c030ee28050b244544b8af68e12fb32543895 \
-    --hash=sha256:af3b859726cd3374287e405e14b9634563c078c5531a4f62375508addebddad1 \
-    --hash=sha256:af6a90a4ed2a48fa1a2d17e9d824e6c7c950bea5bad0b707c77fd55751e6bfef \
-    --hash=sha256:b002c7994cc9f2bc9d9856f0fbaee6e8072c983873846c92f25cefba5b2a925f \
-    --hash=sha256:b486b5218808f6f4dc471b114b1054e63553db69705c97da0271f47bd706aedd \
-    --hash=sha256:b9c6bd754d11f6e78ac54e3d86b4b11dc1ba2f13e5fc958899574532897f5a99 \
-    --hash=sha256:ba10ac57884ce82112f7ed910b67e7fb6072d8ef2c06e30dc63c0f604a112e0e \
-    --hash=sha256:bf5018938208d4597b2e679a4f8cff9fd252f1df53583130ae56281a21801b64 \
-    --hash=sha256:c0919d1f89ddf91129906705723118ea09754171e4116f5a5dbc667c7bc9b261 \
-    --hash=sha256:c5801a89604c65ab4cc9e91b23bc4076d0ca80efd8c976fb63843d7879a85d7f \
-    --hash=sha256:c84af70bcf34e99aee894e46a0f1ac77f17d0ef828179c387407642e2466d28a \
-    --hash=sha256:cb2829fedd672dd7107267189dabe2bbe07972801d636014417c6861eb89e358 \
-    --hash=sha256:d45e06f60729e07d9b20c205f7e5cff90b6ef2584e852eecf46e045aea69627d \
-    --hash=sha256:d7ca16637c0ede8243f84074044bd0b2335a0341421f8227c85756de2d18c819 \
-    --hash=sha256:d8375e3da319593389727c3187ccaf3e0e84199accc530866b8e0f2b79af05e9 \
-    --hash=sha256:dfa552338f51aec280f17b02d28bace1e162d1a84ccd80e3339a57f98aedb56b \
-    --hash=sha256:dfef96543ced67d9513a422755db422ae1dc34dade0a1485e0b43e7342ed3ebf \
-    --hash=sha256:e012177c8e8a8a0754ae0d6027d63042aa5ff036d9f40f07cb3466a6082e21b8 \
-    --hash=sha256:e251126d48615e1f02b4a178f2cd0cd4f0332b8a019c01a2e10480f7552554b4 \
-    --hash=sha256:e52da10236aa6212de71b9e170bace65b64b129c0dea7fc243d6c9ce976f5074 \
-    --hash=sha256:eacb434410b8d9ca99a8d42352ef085cf423e3c76c1f0b86be2fcba3bff2952c \
-    --hash=sha256:ebd8fd343bf8492a1e60bcb6dc99f90f74f65d98d8241a6b3e1fed225b76ecd6 \
-    --hash=sha256:f0b2af76b7e7060c09e1a0dfa9410eb19369cbe6164509bff2ef94094b54d2b6 \
-    --hash=sha256:f2073495a7f9b75e57e600747ac09510d67683fd64d3228e009740b7ef88f9fe \
-    --hash=sha256:f4c1bca487a17fe4226b4ffb2d30e799d2b274d692cffa76bd0746f56235fca3 \
-    --hash=sha256:f9fff308486bbd2c8c24f25e8e152c7594d3fe8db265a2d6a1ce24d58671127f \
-    --hash=sha256:fbf1b8bb2695415b347f3727da1addca2acb82c9b97ac86bebf8b1bead1eb12d \
-    --hash=sha256:feedf219672eef83ea6be6f3bb093bba396a8560fc75be85ba225f082903df0a
-    # via -r projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/ads_agent/requirements.txt
-referencing==0.37.0 \
-    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
-    --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
+    # via google-ads
 requests==2.34.2 \
     --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
     --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
-    #   google-adk
     #   google-api-core
     #   google-auth
-    #   google-cloud-bigquery
     #   google-cloud-storage
     #   google-genai
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-resourcedetector-gcp
     #   requests-oauthlib
 requests-oauthlib==2.0.0 \
     --hash=sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36 \
     --hash=sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9
     # via google-auth-oauthlib
-rpds-py==2026.6.3 \
-    --hash=sha256:0be972be84cfcaf46c8c6edf690ca0f154ac17babf1f6a955a51579b34ad2dc5 \
-    --hash=sha256:127565fead0a10943b282957bd5447804ff3160ad79f2ad2635e6d249e380680 \
-    --hash=sha256:127e08c0642d880cf32ca47ec2a4a77b901f7e2dd1ad9762adb13955d72ffcc9 \
-    --hash=sha256:166cf54d9f44fc6ceb53c7860258dde44a81406646de79f8ed3234fca3b6e538 \
-    --hash=sha256:168c733a7112e071bb7a66460e667edfcff06c017a3c523f7a8a8e08d0140804 \
-    --hash=sha256:1967debc37f64f2c4dc90a7f563aec558b471966e12adcac4e1c4240496b6ebf \
-    --hash=sha256:1cebd1337c242e4ec2293e541f712b2da849b29f48f0c293684b71c0632625d4 \
-    --hash=sha256:1cf01971c4f2c5553b772a542e4aaf191789cd331bc2cd4ff0e6e65ba49e1e97 \
-    --hash=sha256:1e5822dfc2f0d4ab7e745eaa6d85945069329beeccef965af3f3bb26058fcab6 \
-    --hash=sha256:22bffe6042b9bcb0822bcd1955ec00e245daf17b4344e4ed8e9551b976b63e96 \
-    --hash=sha256:23a439f31ccbeff1574e24889128821d1f7917470e830cf6544dced1c662262a \
-    --hash=sha256:24e9c5386e16669b674a69c156c8eeefcb578f3b3397b713b08e6d60f3c7b187 \
-    --hash=sha256:270b293dae9058fc9fcedab50f13cebf46fb8ed1d1d54e0521a9da5d6b211975 \
-    --hash=sha256:29dfa0533a5d4c94d4dfa1b694fcb56c9c63aad8330ffdd816fd225d0a7a162f \
-    --hash=sha256:2a9c6f195058cb45335e8cc3802745c603d716eb96bc9625950c1aac71c0c703 \
-    --hash=sha256:2bfd04c19ddbd6640de0b51894d764bd2758854d5b75bd102d2ef10cb9c293a9 \
-    --hash=sha256:2c54a076ca4d370980ab57bc0e31df57bbe8d41340436a90ef8b1219a3cbb127 \
-    --hash=sha256:2c958bf94822e9290a40aaf2a822d4bc5c88099093e3948ad6c571eca9272e5f \
-    --hash=sha256:2c99f7e8ccb3dd6e3e4bfeac657a7b208c9bac8075f4b078c02d7404c34107fa \
-    --hash=sha256:2f7c26fbc5acd2522b95d4177fe4710ffd8e9b20529e703ffbf8db4d93903f05 \
-    --hash=sha256:30c6dc199b24a5e3e81d50da0f00858c5bbdb2617a750395687f4339c5818171 \
-    --hash=sha256:38a2fea2787428f811719ceb9114cb78964a3138838320c29ac39526c79c16ba \
-    --hash=sha256:3a83ae6c67b7676b9878378547ca8e93ed77a580037bcbcd1d32f739e1e6089c \
-    --hash=sha256:3cfe765c1da0072636ca06628261e0ea05688e160d5c8a03e0217c3854037223 \
-    --hash=sha256:421aba32367055614287a4292b6a17f1939c9452299f7a0209c117e990b646d4 \
-    --hash=sha256:425560c6fa0415f27261727bb20bd097568485e5eb0c121f1949417d1c516885 \
-    --hash=sha256:4470ce197d4090875cf6affbf1f853338387428df97c4fb7b7106317b8214698 \
-    --hash=sha256:4cf2d36a2357e4d07bb5a4f98801265327b48256867816cfd2ceb001e9754a8f \
-    --hash=sha256:4f4bca01b63096f606e095734dd56e74e175f94cfbf24ff3d63281cec61f7bb7 \
-    --hash=sha256:501f9f04a588d6a09179368c57071301445191767c64e4b52a6aa9871f1ef5ed \
-    --hash=sha256:536bceea4fa4acf7e1c61da2b5786304367c816c8895be71b8f537c480b0ea1f \
-    --hash=sha256:538949e262e46caa31ac01bdb3c1e8f642622922cacbabbae6a8445d9dc33eaf \
-    --hash=sha256:539d75de9e0d536c84ff18dfeb805398e58227001ce09231a26a08b9aed1ee0e \
-    --hash=sha256:54f45a148e28767bf343d33a684693c70e451c6f4c0e9904709a723fafbdfc1f \
-    --hash=sha256:55927d532399c2c646100ff7feb48eaa940ad70f42cd68e1328f3ded9f81ca24 \
-    --hash=sha256:58eadac9cd119677b60e1cf8ac4052f35949d71b8a9e5556efccbe82533cf22a \
-    --hash=sha256:5e8d07bddee435a2ff6f1920e18feff28d0bc4533e42f4bf6927fbd073312c41 \
-    --hash=sha256:62698275682bf121181861295c9181e789030a2d516071f5b8f3c23c170cd0fc \
-    --hash=sha256:639c8929aa0afe81be836b04de888460d6bed38b9c54cfc18da8f6bfabf5af5d \
-    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146 \
-    --hash=sha256:6de4744d05bd1aa1be4ed7ea1189e3979196808008113bbbf899a460966b925e \
-    --hash=sha256:6e84adbcf4bf841aed8116a8264b9f50b4cb3e7bd89b516122e616ac56ca269e \
-    --hash=sha256:7491ee23305ac3eb59e492b6945881f5cd77a6f731061a3f25b77fd40f9e99a4 \
-    --hash=sha256:79486287de1730dbaff3dbd124d0ca4d2ef7f9d29bf2544f1f93c09b5bcbbd12 \
-    --hash=sha256:7b689145a1485c335569bd056464f3243a29af7ed3871c7be31ad624ba239bc7 \
-    --hash=sha256:7f88d653e7b3b779d71ae7454e20dcc9b6bae903f33c269db9f2be41bda3f261 \
-    --hash=sha256:8020133a74bd81b4572dd8e4be028a6b1ebcd70e6726edc3918008c08bee6ee6 \
-    --hash=sha256:808345f53cb952433ca2816f1604ff3515608a81784954f38d4452acfe8e61d5 \
-    --hash=sha256:83e35b57523816c8613fd0776b40cd8bb9f596b37ddd2692eb4a6bb5ab2f8c93 \
-    --hash=sha256:842e7b070435622248c7a2c44ae53fa1440e073cc3023bc919fed570884097a7 \
-    --hash=sha256:847927daf4cffbd4e90e42bc890069897101edd015f956cb8721b3473372edda \
-    --hash=sha256:882076c00c0a608b131187055ddc5ae29f2e7eaf870d6168980420d58528a5c8 \
-    --hash=sha256:8b95977e7211527ab0ba576e286d023389fbeeb32a6b7b771665d333c60e5342 \
-    --hash=sha256:8bb68f03f395eb793220b45c097bd4d8c32944393da0fad8b999efac0868fc8c \
-    --hash=sha256:8c2642a7603ec0b16ed77da4555db3b4b472341904873788327c0b0d7b95f1bb \
-    --hash=sha256:8c3d1e9c15b9d51ca0391e13da1a25a0a4df3c58a37c9dc368e0736cf7f69df0 \
-    --hash=sha256:8c6e5a2f750cc71c3e3b11d71661f21d6f9bc6cebc6564b1466417a1ec03ec77 \
-    --hash=sha256:8d2294a31386bfa251d8c8a39472beee17db67d4f1a6eabea665d35c9a4461c3 \
-    --hash=sha256:8e4320744c1ffdd95a603def63344bfab2d33edeab301c5007e7de9f9f5b3885 \
-    --hash=sha256:8e65860d238379ed982fd9ba690579b5e95af2f4840f99c772816dbe573cb826 \
-    --hash=sha256:8f2e5c5ee828d42cb11760761c0af6507927bec42d0ad5458f97c9203b054617 \
-    --hash=sha256:900a67df3fd1660b035a4761c4ce73c382ea6b35f90f9863c36c6fd8bf8b09bb \
-    --hash=sha256:913ca42ccad3f8cc6e292b587ae8ae49c8c823e5dce51a736252fc7c7cdfa577 \
-    --hash=sha256:9250a9a0a6fd4648b3f868da8d91a4c52b5811a62df58e753d50ae4454a36f80 \
-    --hash=sha256:931908d9fc855d8f74783377822be318edb6dcb19e47169dc038f9a1bf60b06e \
-    --hash=sha256:9826217f048f620d9a712672818bf231442c1b35d96b227a07eabd11b4bb6945 \
-    --hash=sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90 \
-    --hash=sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7 \
-    --hash=sha256:a0811d33247c3d6128a3001d763f2aa056bb3425204335400ac54f89eec3a0d0 \
-    --hash=sha256:a136d453475ac0fcbda502ef1e6504bd28d6d904700915d278deeab0d00fe140 \
-    --hash=sha256:a214c993455f99a89aaeadc9b21241900037adc9d97203e374d75513c5911822 \
-    --hash=sha256:a3086b538543802f84c843911242db20447de00d8752dd0efc936dbcf02218ba \
-    --hash=sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9 \
-    --hash=sha256:a550fb4950a06dde3beb4721f5ad4b25bf4513784665b0a8522c792e2bd822a4 \
-    --hash=sha256:a9f4645593036b81bbdb36b9c8e0ea0d1c3fee968c4d59db0344c14087ef143a \
-    --hash=sha256:aca6c1ef08a82bfe327cc156da694660f599923e2e6665b6d81c9c2d0ac9ffc8 \
-    --hash=sha256:acac386b453c2516111b50985d60ce46e7fadb5ea71ae7b25f4c946935bf27cf \
-    --hash=sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4 \
-    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324 \
-    --hash=sha256:ae50181a047c871561212bb97f7932a2d45fb53e947bd9b57ebad85b529cbc53 \
-    --hash=sha256:ae6dd8f10bd17aad820876d24caec9efdafd80a318d16c0a48edb5e136902c6b \
-    --hash=sha256:af05d726809bff6b141be124d4c7ce998f9c9c7f30edb1f46c07aa103d540b41 \
-    --hash=sha256:afd70d95892096cdb26f15a00c45907b17817577aa8d1c76b2dcc2788391f9e9 \
-    --hash=sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca \
-    --hash=sha256:bc0011654b91cc4fb2ae701bec0a0ba1e552c0714247fa7af6c59e0ccfa3a4e1 \
-    --hash=sha256:bcfbcf66006befb9fd2aeaa9e01feaf881b4dc330a02ba07d2322b1c11be7b5d \
-    --hash=sha256:bdbd97738551fca3917c1bd7188bec1920bb520104f28e7e1007f9ceb17b7690 \
-    --hash=sha256:c60924535c75f1566b6eb75b5c31a48a43fef04fa2d0d201acbad8a9969c6107 \
-    --hash=sha256:c7b9a2f8f4d8e90af72571d3d495deebdd7e3c75451f5b41719aee166e940fc2 \
-    --hash=sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76 \
-    --hash=sha256:ccffae9a092a00deb7efd545fe5e2c33c33b88e7c054337e9a74c179347d0b7d \
-    --hash=sha256:cdc7e35386f3847df728fbcb5e887e2d79c19e2fa1eba9e51b6621d23e3243af \
-    --hash=sha256:d15fde0e6fb0d88a60d221204873743e5d9f0b7d29165e62cd86d0413ad74ba6 \
-    --hash=sha256:d34c20167764fbcf927194d532dd7e0c56772f0a5f943fa5ef9e9afbba8fb9db \
-    --hash=sha256:d483fe17f01ad64b7bf7cc38fcefff1ca9fb83f8c2b2542b68f97ffe0611b369 \
-    --hash=sha256:d7469697dce35be237db177d42e2a2ee26e6dcc5fc052078a6fefabd288c6edd \
-    --hash=sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911 \
-    --hash=sha256:dc319e5a1de4b6913aac94bf6a2f9e847371e0a140a43dd4991db1a09bc2d504 \
-    --hash=sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a \
-    --hash=sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9 \
-    --hash=sha256:e059c5dde6452b44424bd1834557556c226b57781dee1227af23518459722b13 \
-    --hash=sha256:e4316bf32babbed84e691e352faf967ce2f0f024174a8643c37c94a1080374fc \
-    --hash=sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278 \
-    --hash=sha256:e55d236be29255554da47abe5c577637db7c24a02b8b46f0ca9524c855801868 \
-    --hash=sha256:ea7bb13b7c9a29791f87a0387ba7d3ad3a6d783d827e4d3f27b40a0ff44495e2 \
-    --hash=sha256:ea964164cc9afa72d4d9b23cc28dafae93693c0a53e0b42acbff15b22c3f9ddd \
-    --hash=sha256:ec829541c45bca16e61c7ae50c20501f213605beb75d1aba91a6ee37fbbb56a4 \
-    --hash=sha256:ecabd69db66de867690f9797f2f8fa27ba501bbc24540cbdbdc649cd15888ba6 \
-    --hash=sha256:ed0c1e5d10cdc7135537988c74a0188da68e2f3c30813ba3744ab1e42e0480f9 \
-    --hash=sha256:f0840b5b17057f7fd918b76183a4b5a0635f43e14eb2ce60dce1d4ee4707ea00 \
-    --hash=sha256:f4d78253f6996be4901669ad25319f842f740eccf4d58e3c7f3dd39e6dde1d8f \
-    --hash=sha256:f56f1695bc5c0871cbc33dc0130fcf503aab0c57dcc5a6700a4f49eba4f2652e \
-    --hash=sha256:f826877d462181e5eb1c26a0026b8d0cab05d99844ecb6d8bf3627a2ca0c0442 \
-    --hash=sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da \
-    --hash=sha256:f90938e92afda60266da758ee7d363447f7f0138c9559f9e1811629580582d90 \
-    --hash=sha256:faa679d19a6696fd54259ad321251ad77a13e70e03dd834daa762a44fb6196ef
-    # via
-    #   jsonschema
-    #   referencing
-six==1.17.0 \
-    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
-    --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
-    # via python-dateutil
+smmap==5.0.3 \
+    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+    # via gitdb
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
     # via google-genai
-sqlalchemy==2.1.0b3 \
-    --hash=sha256:01175cf8f66306fd33da4bf11f6899df9dc8c117b1604556967eed97c66a250a \
-    --hash=sha256:030fb4bae174e47df07f2f2d03e122eafe2d901df5655cd8cc2756396343a38f \
-    --hash=sha256:09a1088bbfdea0dc9069e4e46094f5ab2dacf11031afd090b663dc29829482df \
-    --hash=sha256:0c4ff2d1abb3528a5343e8f3cc4230a9cf6c34ef620624d89cf280345a66559a \
-    --hash=sha256:0e2ab1d4f7571de1f03a928b52384ca5bf275c3c18e929183255d38d18c3b8ea \
-    --hash=sha256:10e978f7675cc462fe47411194a7c71da7d6f78e967604f119b629756a26485e \
-    --hash=sha256:127c8623009b3c64f0066a7ee2b37fec7bf8cc1dbe6fd42f9db174713097a0d7 \
-    --hash=sha256:14c037cb95d6661fedd0da539dcf34e9a9cf52f6760de8d5081a2b944eb7957a \
-    --hash=sha256:14f79c2c10d5573ee697b8ac71cb9d924479bc93b1fa5b687831d3807e5bf404 \
-    --hash=sha256:1bc8dd7d8f5290d337096873e6b6c6c01ffe8fbec3f6b897aa9e13003ecf6cf3 \
-    --hash=sha256:22b17a03984475f08bef8389f9f3ccd6a8d5e9192e4f184d7925a3b540605ac5 \
-    --hash=sha256:2686f1612190cdd90e726cce4d223f40ce9160535a6ca1e155a32b9779756739 \
-    --hash=sha256:2b0e40f34bd7f936472a4cfdc215a3bdfdb2f5c8697eb55f90c471e7d33b51c3 \
-    --hash=sha256:2f43c2789b53b43ff971b76d418d4ee77aca111d5d4556ee5e4572ebb84351c3 \
-    --hash=sha256:3abd1794a7d350b48230c4bf1d7c659194f0084c177ec83dcbf7308165cfde00 \
-    --hash=sha256:3bf8f31ef487cb609918ab7a04dfade2a15cdbd5430de6fd6b7421a336c6a581 \
-    --hash=sha256:4560bf101d13ab20d75ebf70ce852eac6a9c16372a820c39812ddbed0b2d9adb \
-    --hash=sha256:486fa1118320a748033b3e7a23e49d58706b4ce1b98d1f6505755c58a9c38e80 \
-    --hash=sha256:4d17b5c21c24a5b7b6609e007bb2a8df1c144264be488dfe1ab1fb144c608897 \
-    --hash=sha256:4f78fccc17b46639bf583e299b0250de67098be33d101081c4dc6bd42c299188 \
-    --hash=sha256:509d9512ba8a1407b29fa9884fb8873c8997ec0d96ad35ddac532f7f86185741 \
-    --hash=sha256:53266e619324e252dd517d2b061316cf01e4376857d8e5b65fd74dc92fd0c326 \
-    --hash=sha256:55acea673789d9dea931ee2b9dc2231d091ce0976bae64a5ad04c2e4d0b2cbe8 \
-    --hash=sha256:5937846dff90bc3730e11ac94ef1b860e6079676d5bc34777428e8834a4343c3 \
-    --hash=sha256:60234b666e4c86f270d8387bf716c89a8e2e5735b241500fbf33e2530f598d0e \
-    --hash=sha256:62f231c91af1947c2185317c41cd5077d9890d3c11116c49eefb39b454ae0f8c \
-    --hash=sha256:656d6539bee0895fd82823ad111ef49d971289563701b59586d595db84746f00 \
-    --hash=sha256:68e9cd28deb1ea91c57c63bc16410f654e0c6c06942b3447d4af9f9feb633da5 \
-    --hash=sha256:6c727f18d6689caad8af4633fb98420a2b2ea72729284cd2ecfb9e6caf8770a2 \
-    --hash=sha256:803ec6ad62f978a0ae663c11bbe53259a4e33a7e4d416b7680a770fa8d9fc052 \
-    --hash=sha256:86ccaf41f89b98da04afc933e229ec54ede3674b4fe751f2cb3d8c002293a617 \
-    --hash=sha256:8c7c780f4b6a720b80ea43eb2932cad9ab2a49afbb29ef6d96ac9ac93bedf18b \
-    --hash=sha256:8e9153f3b01b5ae8bae828a9de443c9cfb452a603438bab0cdb150343b31c289 \
-    --hash=sha256:929fe3415cc4791e343397981fb372753c59f750ce2d0fcd1de2a442406dbd02 \
-    --hash=sha256:95ced600a762b3c3d0e3a39986c87613425442b99bc03947d6c4c78983090430 \
-    --hash=sha256:998fd1e19275dba2889b53d57db2df95e190cd2867819342b856ec79c74bef00 \
-    --hash=sha256:9a4381da62435c56570d3717101a2a02c1f7e71975ef4fd3a001b7d152394ed4 \
-    --hash=sha256:a20644d019ac2f8e6d37959f1171ccf99852338ca19950863c1e3d70c505a9b6 \
-    --hash=sha256:a47a8b5d06879c012ef7fa9d9169462e950ecba2be2e3f681606096f4baf58fa \
-    --hash=sha256:a8ca6931a259f32cafe93054a227d64b16fa68d29ba22d60ba223762a2dae272 \
-    --hash=sha256:aa6ac63cbe02f341564fd35f8227fbc4d20ab493760b7bacf6be2cef39d8e682 \
-    --hash=sha256:aaf982beb4809aa379af5e37af7fe11c437b2748bfa22aba22cc524b07808c6a \
-    --hash=sha256:ab3b2978a73819cd70da3c74e22f95a20f125ceb1e642d757ab431eb2a30e3ef \
-    --hash=sha256:ad798a6b6aa6e87f1e229e80be413f508588d8fa65be172e2d9a587cef73a99f \
-    --hash=sha256:b3db5ee21c3a295c60de92698bc65cff9cce1720458734f3705c23fd44737821 \
-    --hash=sha256:b8c1742341b6f84f6b0a2325196e71ddd9089c36f911f7caac0a2752a79962cc \
-    --hash=sha256:ba1dacc33b3da57b9cb92216492a41c9124d5011fad1265c6e885a3b2882e428 \
-    --hash=sha256:c1d4da3c9fe28dba3f2cbc8dded02f0651f9f94f2b7c92b9192def6480b64509 \
-    --hash=sha256:c7b1666bda952f6f63f5ad108c62c6373c5809e999f92e9da2beb574a0748c79 \
-    --hash=sha256:cb6d3f81fc37329d211e2ccfe1acfb115f514480aca0609b4c42d0dded0d423c \
-    --hash=sha256:d250f9713c0af7dfe7f68fa802a3eb106b05da4e3c6a08d2b31dd49e2a76e5f2 \
-    --hash=sha256:d3d9e872f235bea2b4e723f43da5a738c79a88001c07ca2514da7f404f7c4fe7 \
-    --hash=sha256:d4e6e16d82130c47aabbba08e69d37dd010f3754a093fd9ecd7f6a7dfa4a7afd \
-    --hash=sha256:d4f4691071684eeab915d854abba174d4569508d23f9780b42cba81d9b1a6fba \
-    --hash=sha256:db3ca3476e1f94576936288874d19a9315a0babfe9119edfdfdb3ccd133de171 \
-    --hash=sha256:dc2115cd9d6997a3c50b13a63c3f60dac46f394cb744017dba189aee553e186e \
-    --hash=sha256:e09e36e4e770483e86c5408bb8cd76286ff4ab21cfc732da2d46cccd5fd11130 \
-    --hash=sha256:e44dd0e4e1ec4429e7d235662d2130703753d136abfdb1d3e165ca77c83b495a \
-    --hash=sha256:f178f1e2ad2ea8fe843570b463297c0b87274d7302286ddd9f42af988c0a0cdf \
-    --hash=sha256:f45b74e818c347d5dfbb64e8b962cb7a21404d70f39318aebfd51e2f0fb244b1 \
-    --hash=sha256:f4c1419fd1ec33d26caad80c70fe2c17e84a0702a41226c0b77ea089ee38e925 \
-    --hash=sha256:fab024f1624b76182609884a03877b4e1a5aecd76616c4b74ffaace50cf85dee
-    # via
-    #   alembic
-    #   google-adk
-    #   sqlalchemy-spanner
-sqlalchemy-spanner==1.19.0 \
-    --hash=sha256:3367a89388d9b7106111fc48c7fac441163602c414ad157f62e18b5705cc760e \
-    --hash=sha256:834cec66fb418e5085a44c68cee570c594c66dd8535b67dd5e8be3571d172136
-    # via google-adk
-sqlparse==0.5.5 \
-    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
-    --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
-    # via google-cloud-spanner
-sse-starlette==3.4.6 \
-    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
-    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
-    # via mcp
 starlette==1.3.1 \
     --hash=sha256:0029d43eb3d273bc4f83a08720b4912ea4b071087a3b48db01b7c839f7954d74 \
     --hash=sha256:834edd1b0a23167694292e94f597773bc3f89f362be6effee198165a35d62933
     # via
+    #   -r requirements.in
     #   fastapi
-    #   google-adk
-    #   mcp
-    #   sse-starlette
 tenacity==9.1.4 \
     --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55 \
     --hash=sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a
-    # via
-    #   google-adk
-    #   google-genai
+    # via google-genai
 typing-extensions==4.16.0 \
     --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
     --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
-    #   alembic
     #   fastapi
-    #   google-adk
-    #   google-cloud-aiplatform
     #   google-genai
     #   grpcio
-    #   mcp
-    #   opentelemetry-api
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-resourcedetector-gcp
-    #   opentelemetry-sdk
-    #   opentelemetry-semantic-conventions
     #   pydantic
     #   pydantic-core
-    #   sqlalchemy
     #   typing-inspection
 typing-inspection==0.4.2 \
     --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7 \
     --hash=sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464
     # via
     #   fastapi
-    #   mcp
     #   pydantic
-    #   pydantic-settings
-tzlocal==5.4.4 \
-    --hash=sha256:8dbb8660838688a7b6ba4fed31d18dedf842afb4d47ca050d6d891c2c15f3be4 \
-    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
-    # via google-adk
-uritemplate==4.2.0 \
-    --hash=sha256:480c2ed180878955863323eea31b0ede668795de182617fef9c6ca09e6ec9d0e \
-    --hash=sha256:962201ba1c4edcab02e60f9a0d3821e82dfc5d2d6662a21abd533879bdb8a686
-    # via google-api-python-client
 urllib3==2.7.0 \
     --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
     --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-uvicorn==0.51.0 \
-    --hash=sha256:5d38af6cd620f2ae3849fb44fd4879e0890aa1febe8d47eb355fb45d93fe6a5b \
-    --hash=sha256:f6f4b69b657c312f516dd2d268ab9ae6f254b11e4bac504f37b2ab58b24dd0b0
-    # via
-    #   google-adk
-    #   mcp
-watchdog==6.0.0 \
-    --hash=sha256:07df1fdd701c5d4c8e55ef6cf55b8f0120fe1aef7ef39a1c6fc6bc2e606d517a \
-    --hash=sha256:20ffe5b202af80ab4266dcd3e91aae72bf2da48c0d33bdb15c66658e685e94e2 \
-    --hash=sha256:212ac9b8bf1161dc91bd09c048048a95ca3a4c4f5e5d4a7d1b1a7d5752a7f96f \
-    --hash=sha256:2cce7cfc2008eb51feb6aab51251fd79b85d9894e98ba847408f662b3395ca3c \
-    --hash=sha256:490ab2ef84f11129844c23fb14ecf30ef3d8a6abafd3754a6f75ca1e6654136c \
-    --hash=sha256:6eb11feb5a0d452ee41f824e271ca311a09e250441c262ca2fd7ebcf2461a06c \
-    --hash=sha256:6f10cb2d5902447c7d0da897e2c6768bca89174d0c6e1e30abec5421af97a5b0 \
-    --hash=sha256:7607498efa04a3542ae3e05e64da8202e58159aa1fa4acddf7678d34a35d4f13 \
-    --hash=sha256:76aae96b00ae814b181bb25b1b98076d5fc84e8a53cd8885a318b42b6d3a5134 \
-    --hash=sha256:7a0e56874cfbc4b9b05c60c8a1926fedf56324bb08cfbc188969777940aef3aa \
-    --hash=sha256:82dc3e3143c7e38ec49d61af98d6558288c415eac98486a5c581726e0737c00e \
-    --hash=sha256:9041567ee8953024c83343288ccc458fd0a2d811d6a0fd68c4c22609e3490379 \
-    --hash=sha256:90c8e78f3b94014f7aaae121e6b909674df5b46ec24d6bebc45c44c56729af2a \
-    --hash=sha256:9513f27a1a582d9808cf21a07dae516f0fab1cf2d7683a742c498b93eedabb11 \
-    --hash=sha256:9ddf7c82fda3ae8e24decda1338ede66e1c99883db93711d8fb941eaa2d8c282 \
-    --hash=sha256:a175f755fc2279e0b7312c0035d52e27211a5bc39719dd529625b1930917345b \
-    --hash=sha256:a1914259fa9e1454315171103c6a30961236f508b9b623eae470268bbcc6a22f \
-    --hash=sha256:afd0fe1b2270917c5e23c2a65ce50c2a4abb63daafb0d419fde368e272a76b7c \
-    --hash=sha256:bc64ab3bdb6a04d69d4023b29422170b74681784ffb9463ed4870cf2f3e66112 \
-    --hash=sha256:bdd4e6f14b8b18c334febb9c4425a878a2ac20efd1e0b231978e7b150f92a948 \
-    --hash=sha256:c7ac31a19f4545dd92fc25d200694098f42c9a8e391bc00bdd362c5736dbf881 \
-    --hash=sha256:c7c15dda13c4eb00d6fb6fc508b3c0ed88b9d5d374056b239c4ad1611125c860 \
-    --hash=sha256:c897ac1b55c5a1461e16dae288d22bb2e412ba9807df8397a635d88f671d36c3 \
-    --hash=sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680 \
-    --hash=sha256:d1cdb490583ebd691c012b3d6dae011000fe42edb7a82ece80965b42abd61f26 \
-    --hash=sha256:e3df4cbb9a450c6d49318f6d14f4bbc80d763fa587ba46ec86f99f9e6876bb26 \
-    --hash=sha256:e6439e374fc012255b4ec786ae3c4bc838cd7309a540e5fe0952d03687d8804e \
-    --hash=sha256:e6f0e77c9417e7cd62af82529b10563db3423625c5fce018430b249bf977f9e8 \
-    --hash=sha256:e7631a77ffb1f7d2eefa4445ebbee491c720a5661ddf6df3498ebecae5ed375c \
-    --hash=sha256:ef810fbf7b781a5a593894e4f439773830bdecb885e6880d957d5b9382a960d2
-    # via google-adk
+uvicorn==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
+    # via -r requirements.in
 websockets==15.0.1 \
     --hash=sha256:0701bc3cfcb9164d04a14b149fd74be7347a530ad3bbf15ab2c678a2cd3dd9a2 \
     --hash=sha256:0a34631031a8f05657e8e90903e656959234f3a04552259458aac0b0f9ae6fd9 \
@@ -2441,9 +1366,7 @@ websockets==15.0.1 \
     --hash=sha256:f29d80eb9a9263b8d109135351caf568cc3f80b9928bccde535c235de55c22d9 \
     --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f \
     --hash=sha256:fcd5cf9e305d7b8338754470cf69cf81f420459dbae8a3b40cee57417f4614a7
-    # via
-    #   google-adk
-    #   google-genai
+    # via google-genai
 yarl==1.24.5 \
     --hash=sha256:0055afc45e864b92729ac7600e2d102c17bef060647e74bca75fa84d66b9ff36 \
     --hash=sha256:0465ec8cedc2349b97a6b595ace64084a50c6e839eca40aa0626f38b8350e331 \
@@ -2550,7 +1473,3 @@ yarl==1.24.5 \
     --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
     --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
-zipp==4.1.0 \
-    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
-    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
-    # via importlib-metadata
diff --git a/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/lj_marketing_agent/pyproject.toml b/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/lj_marketing_agent/pyproject.toml
index 5dec273e..0040ac6a 100644
--- a/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/lj_marketing_agent/pyproject.toml
+++ b/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/lj_marketing_agent/pyproject.toml
@@ -27,7 +27,7 @@ dependencies = [
     "tenacity==9.1.4",
     "google-ads==31.2.0",
     "rapidfuzz==3.14.5",
-    "gitpython==3.1.57",
+    "gitpython==3.1.58",
 ]
 
 [tool.uv]
diff --git a/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/lj_marketing_agent/uv.lock b/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/lj_marketing_agent/uv.lock
index 732c775c..00da439b 100644
--- a/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/lj_marketing_agent/uv.lock
+++ b/projects/ai/gen-media/marketing-agent/marketing_agent/streamlit_demo/lj_marketing_agent/uv.lock
@@ -2,10 +2,18 @@ version = 1
 revision = 3
 requires-python = ">=3.11"
 resolution-markers = [
-    "python_full_version >= '3.14'",
-    "python_full_version == '3.13.*'",
-    "python_full_version == '3.12.*'",
-    "python_full_version < '3.12'",
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.12' and sys_platform == 'win32'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 
 [manifest]
@@ -15,18 +23,18 @@ overrides = [{ name = "pillow", specifier = "==12.3.0" }]
 name = "absl-py"
 version = "2.5.0"
 source = { registry = "https://pypi.org/simple" }
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+sdist = { url = "https://files.pythonhosted.org/packages/d0/4f/d79676ab82f2e42fc3611618139f13a9c4c31d0cff4b486982047679a802/absl_py-2.5.0.tar.gz", hash = "sha256:0c996f25c0490700fadabe6351630f6111534fa0ae252cc6d2014ea3b141135f", size = 118119, upload-time = "2026-07-03T10:57:48.157Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/58/0a/a10b45aab35b175aded078a462dc8d0c698f5b13946e7cb0869097b78bb6/absl_py-2.5.0-py3-none-any.whl", hash = "sha256:0f17b89f2a4eaaedc4f28c622998aa690564b3012a396a4ffad0821007fe03ba", size = 137410, upload-time = "2026-07-03T10:57:46.735Z" },
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+sdist = { url = "https://files.pythonhosted.org/packages/ce/f4/eec0465c2f67b2664688d0240b3212d5196fd89e741df67ddb81f8d35658/aiohappyeyeballs-2.7.1.tar.gz", hash = "sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d", size = 24757, upload-time = "2026-07-01T17:11:55.501Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/71/43/1947f06babed6b3f1d7f38b0c767f52df66bfb2bc10b468c4a7de9eceff2/aiohappyeyeballs-2.7.1-py3-none-any.whl", hash = "sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472", size = 15038, upload-time = "2026-07-01T17:11:54.055Z" },
 ]
 
 [[package]]
@@ -43,108 +51,108 @@ dependencies = [
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
     { name = "yarl" },
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 [[package]]
@@ -424,27 +432,27 @@ source = { registry = "https://pypi.org/simple" }
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