diff --git a/python/pyproject.toml b/python/pyproject.toml
index 06b5d5ad8..7d91c7adc 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -18,7 +18,7 @@ dependencies = [
     "yfinance>=0.2.65",
     "requests>=2.32.5",
     "akshare>=1.17.44",
-    "agno[openai]>=1.8.2,<2.0",
+    "agno[openai]>=2.0,<3.0",
     "edgartools>=4.12.2",
     "sqlalchemy>=2.0.43",
     "aiosqlite>=0.19.0",
diff --git a/python/third_party/TradingAgents/uv.lock b/python/third_party/TradingAgents/uv.lock
index 47816dd0e..0b04178e8 100644
--- a/python/third_party/TradingAgents/uv.lock
+++ b/python/third_party/TradingAgents/uv.lock
@@ -31,11 +31,12 @@ http-server = [
 
 [[package]]
 name = "agno"
-version = "1.8.2"
+version = "2.1.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "docstring-parser" },
     { name = "gitpython" },
+    { name = "h11" },
     { name = "httpx" },
     { name = "packaging" },
     { name = "pydantic" },
@@ -44,13 +45,12 @@ dependencies = [
     { name = "python-multipart" },
     { name = "pyyaml" },
     { name = "rich" },
-    { name = "tomli" },
     { name = "typer" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ac/44/b7aa76f7b2e8268bcd986be432ffad35e081c7b1d3c67e19b2ee2748c4b2/agno-1.8.2.tar.gz", hash = "sha256:f8dab74a91cb56d5329d449b236361f1e39d0f1573182cc20912e16db25b6012", size = 754571, upload-time = "2025-09-08T19:29:50.167Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6e/66/1179519394af5943a2066bbb299e2d104096b68fa43c43200272b7d922a5/agno-2.1.4.tar.gz", hash = "sha256:5f02f221f1e51867025f157575f8d769a1dff5ca49cb0bc2bf212e0d14bf65ab", size = 926685, upload-time = "2025-10-10T15:15:46.61Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c0/7d/756bc6cb78c5f98f06a1f2be2b354fa115dca9be64bf73b0bbada75d20d1/agno-1.8.2-py3-none-any.whl", hash = "sha256:2a55a80848bcfe448c09ba1eed41c299a84c2f882e7e3aed145d887cbba88de1", size = 997067, upload-time = "2025-09-08T19:29:48.043Z" },
+    { url = "https://files.pythonhosted.org/packages/df/4c/fe0e49ccd1da447493ed1985a7b812670128a7d4e5360c2a7effe2419617/agno-2.1.4-py3-none-any.whl", hash = "sha256:4deef2452576f2a2c4dde024e3467a65eea921518c7277b89af01eaf0761cea4", size = 1160516, upload-time = "2025-10-10T15:15:44.226Z" },
 ]
 
 [package.optional-dependencies]
@@ -4792,7 +4792,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "a2a-sdk", extras = ["http-server"], specifier = ">=0.3.4" },
-    { name = "agno", extras = ["openai"], specifier = ">=1.8.2,<2.0" },
+    { name = "agno", extras = ["openai"], specifier = ">=2.0,<3.0" },
     { name = "aiosqlite", specifier = ">=0.19.0" },
     { name = "akshare", specifier = ">=1.17.44" },
     { name = "diff-cover", marker = "extra == 'dev'", specifier = ">=9.0.0" },
diff --git a/python/third_party/ai-hedge-fund/adapter/__main__.py b/python/third_party/ai-hedge-fund/adapter/__main__.py
index 28b3f26d2..01a949822 100644
--- a/python/third_party/ai-hedge-fund/adapter/__main__.py
+++ b/python/third_party/ai-hedge-fund/adapter/__main__.py
@@ -51,7 +51,7 @@ def __init__(self, analyst: Optional[List[str]] = None):
             model=OpenRouter(
                 id=os.getenv("AI_HEDGE_FUND_PARSER_MODEL_ID") or "openai/gpt-4o-mini"
             ),
-            response_model=HedgeFundRequest,
+            output_schema=HedgeFundRequest,
             markdown=True,
         )
         self.analyst = analyst
diff --git a/python/third_party/ai-hedge-fund/uv.lock b/python/third_party/ai-hedge-fund/uv.lock
index 641a7fff3..f892ca782 100644
--- a/python/third_party/ai-hedge-fund/uv.lock
+++ b/python/third_party/ai-hedge-fund/uv.lock
@@ -31,11 +31,12 @@ http-server = [
 
 [[package]]
 name = "agno"
-version = "1.8.2"
+version = "2.1.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "docstring-parser" },
     { name = "gitpython" },
+    { name = "h11" },
     { name = "httpx" },
     { name = "packaging" },
     { name = "pydantic" },
@@ -44,13 +45,12 @@ dependencies = [
     { name = "python-multipart" },
     { name = "pyyaml" },
     { name = "rich" },
-    { name = "tomli" },
     { name = "typer" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ac/44/b7aa76f7b2e8268bcd986be432ffad35e081c7b1d3c67e19b2ee2748c4b2/agno-1.8.2.tar.gz", hash = "sha256:f8dab74a91cb56d5329d449b236361f1e39d0f1573182cc20912e16db25b6012", size = 754571, upload-time = "2025-09-08T19:29:50.167Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6e/66/1179519394af5943a2066bbb299e2d104096b68fa43c43200272b7d922a5/agno-2.1.4.tar.gz", hash = "sha256:5f02f221f1e51867025f157575f8d769a1dff5ca49cb0bc2bf212e0d14bf65ab", size = 926685, upload-time = "2025-10-10T15:15:46.61Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c0/7d/756bc6cb78c5f98f06a1f2be2b354fa115dca9be64bf73b0bbada75d20d1/agno-1.8.2-py3-none-any.whl", hash = "sha256:2a55a80848bcfe448c09ba1eed41c299a84c2f882e7e3aed145d887cbba88de1", size = 997067, upload-time = "2025-09-08T19:29:48.043Z" },
+    { url = "https://files.pythonhosted.org/packages/df/4c/fe0e49ccd1da447493ed1985a7b812670128a7d4e5360c2a7effe2419617/agno-2.1.4-py3-none-any.whl", hash = "sha256:4deef2452576f2a2c4dde024e3467a65eea921518c7277b89af01eaf0761cea4", size = 1160516, upload-time = "2025-10-10T15:15:44.226Z" },
 ]
 
 [package.optional-dependencies]
@@ -2863,35 +2863,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/50/79/bcf350609f3a10f09fe4fc207f132085e497fdd3612f3925ab24d86a0ca0/tiktoken-0.11.0-cp313-cp313-win_amd64.whl", hash = "sha256:2177ffda31dec4023356a441793fed82f7af5291120751dee4d696414f54db0c", size = 883901, upload-time = "2025-08-08T23:57:59.359Z" },
 ]
 
-[[package]]
-name = "tomli"
-version = "2.2.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/18/87/302344fed471e44a87289cf4967697d07e532f2421fdaf868a303cbae4ff/tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff", size = 17175, upload-time = "2024-11-27T22:38:36.873Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/52/e1/f8af4c2fcde17500422858155aeb0d7e93477a0d59a98e56cbfe75070fd0/tomli-2.2.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:4a8f6e44de52d5e6c657c9fe83b562f5f4256d8ebbfe4ff922c495620a7f6cea", size = 132762, upload-time = "2024-11-27T22:38:07.731Z" },
-    { url = "https://files.pythonhosted.org/packages/03/b8/152c68bb84fc00396b83e7bbddd5ec0bd3dd409db4195e2a9b3e398ad2e3/tomli-2.2.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8d57ca8095a641b8237d5b079147646153d22552f1c637fd3ba7f4b0b29167a8", size = 123453, upload-time = "2024-11-27T22:38:09.384Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/d6/fc9267af9166f79ac528ff7e8c55c8181ded34eb4b0e93daa767b8841573/tomli-2.2.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4e340144ad7ae1533cb897d406382b4b6fede8890a03738ff1683af800d54192", size = 233486, upload-time = "2024-11-27T22:38:10.329Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/51/51c3f2884d7bab89af25f678447ea7d297b53b5a3b5730a7cb2ef6069f07/tomli-2.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db2b95f9de79181805df90bedc5a5ab4c165e6ec3fe99f970d0e302f384ad222", size = 242349, upload-time = "2024-11-27T22:38:11.443Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/df/bfa89627d13a5cc22402e441e8a931ef2108403db390ff3345c05253935e/tomli-2.2.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:40741994320b232529c802f8bc86da4e1aa9f413db394617b9a256ae0f9a7f77", size = 252159, upload-time = "2024-11-27T22:38:13.099Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/6e/fa2b916dced65763a5168c6ccb91066f7639bdc88b48adda990db10c8c0b/tomli-2.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:400e720fe168c0f8521520190686ef8ef033fb19fc493da09779e592861b78c6", size = 237243, upload-time = "2024-11-27T22:38:14.766Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/04/885d3b1f650e1153cbb93a6a9782c58a972b94ea4483ae4ac5cedd5e4a09/tomli-2.2.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:02abe224de6ae62c19f090f68da4e27b10af2b93213d36cf44e6e1c5abd19fdd", size = 259645, upload-time = "2024-11-27T22:38:15.843Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/de/6b432d66e986e501586da298e28ebeefd3edc2c780f3ad73d22566034239/tomli-2.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b82ebccc8c8a36f2094e969560a1b836758481f3dc360ce9a3277c65f374285e", size = 244584, upload-time = "2024-11-27T22:38:17.645Z" },
-    { url = "https://files.pythonhosted.org/packages/1c/9a/47c0449b98e6e7d1be6cbac02f93dd79003234ddc4aaab6ba07a9a7482e2/tomli-2.2.1-cp312-cp312-win32.whl", hash = "sha256:889f80ef92701b9dbb224e49ec87c645ce5df3fa2cc548664eb8a25e03127a98", size = 98875, upload-time = "2024-11-27T22:38:19.159Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/60/9b9638f081c6f1261e2688bd487625cd1e660d0a85bd469e91d8db969734/tomli-2.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:7fc04e92e1d624a4a63c76474610238576942d6b8950a2d7f908a340494e67e4", size = 109418, upload-time = "2024-11-27T22:38:20.064Z" },
-    { url = "https://files.pythonhosted.org/packages/04/90/2ee5f2e0362cb8a0b6499dc44f4d7d48f8fff06d28ba46e6f1eaa61a1388/tomli-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7", size = 132708, upload-time = "2024-11-27T22:38:21.659Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/ec/46b4108816de6b385141f082ba99e315501ccd0a2ea23db4a100dd3990ea/tomli-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c", size = 123582, upload-time = "2024-11-27T22:38:22.693Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/bd/b470466d0137b37b68d24556c38a0cc819e8febe392d5b199dcd7f578365/tomli-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13", size = 232543, upload-time = "2024-11-27T22:38:24.367Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/e5/82e80ff3b751373f7cead2815bcbe2d51c895b3c990686741a8e56ec42ab/tomli-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281", size = 241691, upload-time = "2024-11-27T22:38:26.081Z" },
-    { url = "https://files.pythonhosted.org/packages/05/7e/2a110bc2713557d6a1bfb06af23dd01e7dde52b6ee7dadc589868f9abfac/tomli-2.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272", size = 251170, upload-time = "2024-11-27T22:38:27.921Z" },
-    { url = "https://files.pythonhosted.org/packages/64/7b/22d713946efe00e0adbcdfd6d1aa119ae03fd0b60ebed51ebb3fa9f5a2e5/tomli-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140", size = 236530, upload-time = "2024-11-27T22:38:29.591Z" },
-    { url = "https://files.pythonhosted.org/packages/38/31/3a76f67da4b0cf37b742ca76beaf819dca0ebef26d78fc794a576e08accf/tomli-2.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2", size = 258666, upload-time = "2024-11-27T22:38:30.639Z" },
-    { url = "https://files.pythonhosted.org/packages/07/10/5af1293da642aded87e8a988753945d0cf7e00a9452d3911dd3bb354c9e2/tomli-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744", size = 243954, upload-time = "2024-11-27T22:38:31.702Z" },
-    { url = "https://files.pythonhosted.org/packages/5b/b9/1ed31d167be802da0fc95020d04cd27b7d7065cc6fbefdd2f9186f60d7bd/tomli-2.2.1-cp313-cp313-win32.whl", hash = "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec", size = 98724, upload-time = "2024-11-27T22:38:32.837Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/32/b0963458706accd9afcfeb867c0f9175a741bf7b19cd424230714d722198/tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69", size = 109383, upload-time = "2024-11-27T22:38:34.455Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/c2/61d3e0f47e2b74ef40a68b9e6ad5984f6241a942f7cd3bbfbdbd03861ea9/tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc", size = 14257, upload-time = "2024-11-27T22:38:35.385Z" },
-]
-
 [[package]]
 name = "tqdm"
 version = "4.67.1"
@@ -3046,7 +3017,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "a2a-sdk", extras = ["http-server"], specifier = ">=0.3.4" },
-    { name = "agno", extras = ["openai"], specifier = ">=1.8.2,<2.0" },
+    { name = "agno", extras = ["openai"], specifier = ">=2.0,<3.0" },
     { name = "aiosqlite", specifier = ">=0.19.0" },
     { name = "akshare", specifier = ">=1.17.44" },
     { name = "diff-cover", marker = "extra == 'dev'", specifier = ">=9.0.0" },
diff --git a/python/uv.lock b/python/uv.lock
index 95434f458..7352a1dc2 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.13'",
@@ -31,11 +31,12 @@ http-server = [
 
 [[package]]
 name = "agno"
-version = "1.8.2"
+version = "2.1.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "docstring-parser" },
     { name = "gitpython" },
+    { name = "h11" },
     { name = "httpx" },
     { name = "packaging" },
     { name = "pydantic" },
@@ -44,13 +45,12 @@ dependencies = [
     { name = "python-multipart" },
     { name = "pyyaml" },
     { name = "rich" },
-    { name = "tomli" },
     { name = "typer" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ac/44/b7aa76f7b2e8268bcd986be432ffad35e081c7b1d3c67e19b2ee2748c4b2/agno-1.8.2.tar.gz", hash = "sha256:f8dab74a91cb56d5329d449b236361f1e39d0f1573182cc20912e16db25b6012", size = 754571, upload-time = "2025-09-08T19:29:50.167Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6e/66/1179519394af5943a2066bbb299e2d104096b68fa43c43200272b7d922a5/agno-2.1.4.tar.gz", hash = "sha256:5f02f221f1e51867025f157575f8d769a1dff5ca49cb0bc2bf212e0d14bf65ab", size = 926685, upload-time = "2025-10-10T15:15:46.61Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c0/7d/756bc6cb78c5f98f06a1f2be2b354fa115dca9be64bf73b0bbada75d20d1/agno-1.8.2-py3-none-any.whl", hash = "sha256:2a55a80848bcfe448c09ba1eed41c299a84c2f882e7e3aed145d887cbba88de1", size = 997067, upload-time = "2025-09-08T19:29:48.043Z" },
+    { url = "https://files.pythonhosted.org/packages/df/4c/fe0e49ccd1da447493ed1985a7b812670128a7d4e5360c2a7effe2419617/agno-2.1.4-py3-none-any.whl", hash = "sha256:4deef2452576f2a2c4dde024e3467a65eea921518c7277b89af01eaf0761cea4", size = 1160516, upload-time = "2025-10-10T15:15:44.226Z" },
 ]
 
 [package.optional-dependencies]
@@ -1950,35 +1950,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c6/c2/c62601c858010b0513a6434b9be19bd740533a6e861eddfd30b7258d92a0/textdistance-4.6.3-py3-none-any.whl", hash = "sha256:0cb1b2cc8e3339ddc3e0f8c870e49fb49de6ecc42a718917308b3c971f34aa56", size = 31263, upload-time = "2024-07-16T09:34:51.082Z" },
 ]
 
-[[package]]
-name = "tomli"
-version = "2.2.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/18/87/302344fed471e44a87289cf4967697d07e532f2421fdaf868a303cbae4ff/tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff", size = 17175, upload-time = "2024-11-27T22:38:36.873Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/52/e1/f8af4c2fcde17500422858155aeb0d7e93477a0d59a98e56cbfe75070fd0/tomli-2.2.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:4a8f6e44de52d5e6c657c9fe83b562f5f4256d8ebbfe4ff922c495620a7f6cea", size = 132762, upload-time = "2024-11-27T22:38:07.731Z" },
-    { url = "https://files.pythonhosted.org/packages/03/b8/152c68bb84fc00396b83e7bbddd5ec0bd3dd409db4195e2a9b3e398ad2e3/tomli-2.2.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8d57ca8095a641b8237d5b079147646153d22552f1c637fd3ba7f4b0b29167a8", size = 123453, upload-time = "2024-11-27T22:38:09.384Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/d6/fc9267af9166f79ac528ff7e8c55c8181ded34eb4b0e93daa767b8841573/tomli-2.2.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4e340144ad7ae1533cb897d406382b4b6fede8890a03738ff1683af800d54192", size = 233486, upload-time = "2024-11-27T22:38:10.329Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/51/51c3f2884d7bab89af25f678447ea7d297b53b5a3b5730a7cb2ef6069f07/tomli-2.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db2b95f9de79181805df90bedc5a5ab4c165e6ec3fe99f970d0e302f384ad222", size = 242349, upload-time = "2024-11-27T22:38:11.443Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/df/bfa89627d13a5cc22402e441e8a931ef2108403db390ff3345c05253935e/tomli-2.2.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:40741994320b232529c802f8bc86da4e1aa9f413db394617b9a256ae0f9a7f77", size = 252159, upload-time = "2024-11-27T22:38:13.099Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/6e/fa2b916dced65763a5168c6ccb91066f7639bdc88b48adda990db10c8c0b/tomli-2.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:400e720fe168c0f8521520190686ef8ef033fb19fc493da09779e592861b78c6", size = 237243, upload-time = "2024-11-27T22:38:14.766Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/04/885d3b1f650e1153cbb93a6a9782c58a972b94ea4483ae4ac5cedd5e4a09/tomli-2.2.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:02abe224de6ae62c19f090f68da4e27b10af2b93213d36cf44e6e1c5abd19fdd", size = 259645, upload-time = "2024-11-27T22:38:15.843Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/de/6b432d66e986e501586da298e28ebeefd3edc2c780f3ad73d22566034239/tomli-2.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b82ebccc8c8a36f2094e969560a1b836758481f3dc360ce9a3277c65f374285e", size = 244584, upload-time = "2024-11-27T22:38:17.645Z" },
-    { url = "https://files.pythonhosted.org/packages/1c/9a/47c0449b98e6e7d1be6cbac02f93dd79003234ddc4aaab6ba07a9a7482e2/tomli-2.2.1-cp312-cp312-win32.whl", hash = "sha256:889f80ef92701b9dbb224e49ec87c645ce5df3fa2cc548664eb8a25e03127a98", size = 98875, upload-time = "2024-11-27T22:38:19.159Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/60/9b9638f081c6f1261e2688bd487625cd1e660d0a85bd469e91d8db969734/tomli-2.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:7fc04e92e1d624a4a63c76474610238576942d6b8950a2d7f908a340494e67e4", size = 109418, upload-time = "2024-11-27T22:38:20.064Z" },
-    { url = "https://files.pythonhosted.org/packages/04/90/2ee5f2e0362cb8a0b6499dc44f4d7d48f8fff06d28ba46e6f1eaa61a1388/tomli-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7", size = 132708, upload-time = "2024-11-27T22:38:21.659Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/ec/46b4108816de6b385141f082ba99e315501ccd0a2ea23db4a100dd3990ea/tomli-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c", size = 123582, upload-time = "2024-11-27T22:38:22.693Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/bd/b470466d0137b37b68d24556c38a0cc819e8febe392d5b199dcd7f578365/tomli-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13", size = 232543, upload-time = "2024-11-27T22:38:24.367Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/e5/82e80ff3b751373f7cead2815bcbe2d51c895b3c990686741a8e56ec42ab/tomli-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281", size = 241691, upload-time = "2024-11-27T22:38:26.081Z" },
-    { url = "https://files.pythonhosted.org/packages/05/7e/2a110bc2713557d6a1bfb06af23dd01e7dde52b6ee7dadc589868f9abfac/tomli-2.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272", size = 251170, upload-time = "2024-11-27T22:38:27.921Z" },
-    { url = "https://files.pythonhosted.org/packages/64/7b/22d713946efe00e0adbcdfd6d1aa119ae03fd0b60ebed51ebb3fa9f5a2e5/tomli-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140", size = 236530, upload-time = "2024-11-27T22:38:29.591Z" },
-    { url = "https://files.pythonhosted.org/packages/38/31/3a76f67da4b0cf37b742ca76beaf819dca0ebef26d78fc794a576e08accf/tomli-2.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2", size = 258666, upload-time = "2024-11-27T22:38:30.639Z" },
-    { url = "https://files.pythonhosted.org/packages/07/10/5af1293da642aded87e8a988753945d0cf7e00a9452d3911dd3bb354c9e2/tomli-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744", size = 243954, upload-time = "2024-11-27T22:38:31.702Z" },
-    { url = "https://files.pythonhosted.org/packages/5b/b9/1ed31d167be802da0fc95020d04cd27b7d7065cc6fbefdd2f9186f60d7bd/tomli-2.2.1-cp313-cp313-win32.whl", hash = "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec", size = 98724, upload-time = "2024-11-27T22:38:32.837Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/32/b0963458706accd9afcfeb867c0f9175a741bf7b19cd424230714d722198/tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69", size = 109383, upload-time = "2024-11-27T22:38:34.455Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/c2/61d3e0f47e2b74ef40a68b9e6ad5984f6241a942f7cd3bbfbdbd03861ea9/tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc", size = 14257, upload-time = "2024-11-27T22:38:35.385Z" },
-]
-
 [[package]]
 name = "tqdm"
 version = "4.67.1"
@@ -2122,7 +2093,7 @@ test = [
 [package.metadata]
 requires-dist = [
     { name = "a2a-sdk", extras = ["http-server"], specifier = ">=0.3.4" },
-    { name = "agno", extras = ["openai"], specifier = ">=1.8.2,<2.0" },
+    { name = "agno", extras = ["openai"], specifier = ">=2.0,<3.0" },
     { name = "aiosqlite", specifier = ">=0.19.0" },
     { name = "akshare", specifier = ">=1.17.44" },
     { name = "diff-cover", marker = "extra == 'dev'", specifier = ">=9.0.0" },
diff --git a/python/valuecell/agents/sec_agent.py b/python/valuecell/agents/sec_agent.py
index 8b627470b..6203ba599 100644
--- a/python/valuecell/agents/sec_agent.py
+++ b/python/valuecell/agents/sec_agent.py
@@ -93,13 +93,13 @@ def __init__(self):
             # Query classification agent - for determining query type
             self.classifier_agent = Agent(
                 model=OpenRouter(id=self.config.parser_model_id),
-                response_model=SecRequest,
+                output_schema=SecRequest,
                 markdown=True,
             )
             # Traditional 13F parsing agent - maintains backward compatibility
             self.parser_agent = Agent(
                 model=OpenRouter(id=self.config.parser_model_id),
-                response_model=Sec13FundRequest,
+                output_schema=Sec13FundRequest,
                 markdown=True,
             )
             # Analysis agent
diff --git a/python/valuecell/core/coordinate/planner.py b/python/valuecell/core/coordinate/planner.py
index 980cd2a22..7f8d7890e 100644
--- a/python/valuecell/core/coordinate/planner.py
+++ b/python/valuecell/core/coordinate/planner.py
@@ -19,7 +19,6 @@
 from a2a.types import AgentCard
 from agno.agent import Agent
 from agno.models.openrouter import OpenRouter
-from agno.tools.user_control_flow import UserControlFlowTools
 
 from valuecell.core.agent.connect import RemoteConnections
 from valuecell.core.coordinate.planner_prompts import (
@@ -149,7 +148,8 @@ async def _analyze_input_and_create_tasks(
                 max_tokens=None,
             ),
             tools=[
-                UserControlFlowTools(),
+                # TODO: enable UserControlFlowTools when stable
+                # UserControlFlowTools(),
                 self.tool_get_agent_description,
             ],
             markdown=False,
@@ -161,7 +161,7 @@ async def _analyze_input_and_create_tasks(
 
         # Execute planning with the agent
         run_response = agent.run(
-            message=PlannerInput(
+            PlannerInput(
                 desired_agent_name=user_input.desired_agent_name,
                 query=user_input.query,
             )
@@ -187,7 +187,9 @@ async def _analyze_input_and_create_tasks(
 
             # Continue agent execution with updated inputs
             run_response = agent.continue_run(
-                run_id=run_response.run_id, updated_tools=run_response.tools
+                # TODO: rollback to `run_id=run_response.run_id` when bug fixed by Agno
+                run_response=run_response,
+                updated_tools=run_response.tools,
             )
 
             if not run_response.is_paused: