diff --git a/requirements.aarch64.txt b/requirements.aarch64.txt
index ceb27e513..687557e08 100644
--- a/requirements.aarch64.txt
+++ b/requirements.aarch64.txt
@@ -656,9 +656,9 @@ faiss-cpu==1.13.1 \
     --hash=sha256:ff5bdbf392081659e6b0f98f03b602bf08d1b5a790e28aa1185ae925decff6b2 \
     --hash=sha256:ffc58173e24026ee4dc08c50dd3506ad553d4b2103892500b0d4ae9344027d57
     # via lightspeed-stack (pyproject.toml:llslibdev)
-fastapi==0.124.0 \
-    --hash=sha256:260cd178ad75e6d259991f2fd9b0fee924b224850079df576a3ba604ce58f4e6 \
-    --hash=sha256:91596bdc6dde303c318f06e8d2bc75eafb341fc793a0c9c92c0bc1db1ac52480
+fastapi==0.124.2 \
+    --hash=sha256:6314385777a507bb19b34bd064829fddaea0eea54436deb632b5de587554055c \
+    --hash=sha256:72e188f01f360e2f59da51c8822cbe4bca210c35daaae6321b1b724109101c00
     # via
     #   lightspeed-stack (pyproject.toml)
     #   llama-stack
@@ -1640,62 +1640,62 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-matplotlib==3.10.7 \
-    --hash=sha256:07124afcf7a6504eafcb8ce94091c5898bbdd351519a1beb5c45f7a38c67e77f \
-    --hash=sha256:09d7945a70ea43bf9248f4b6582734c2fe726723204a76eca233f24cffc7ef67 \
-    --hash=sha256:0d8c32b7ea6fb80b1aeff5a2ceb3fb9778e2759e899d9beff75584714afcc5ee \
-    --hash=sha256:11ae579ac83cdf3fb72573bb89f70e0534de05266728740d478f0f818983c695 \
-    --hash=sha256:15112bcbaef211bd663fa935ec33313b948e214454d949b723998a43357b17b0 \
-    --hash=sha256:1d9d3713a237970569156cfb4de7533b7c4eacdd61789726f444f96a0d28f57f \
-    --hash=sha256:1e4bbad66c177a8fdfa53972e5ef8be72a5f27e6a607cec0d8579abd0f3102b1 \
-    --hash=sha256:2222c7ba2cbde7fe63032769f6eb7e83ab3227f47d997a8453377709b7fe3a5a \
-    --hash=sha256:22df30ffaa89f6643206cf13877191c63a50e8f800b038bc39bee9d2d4957632 \
-    --hash=sha256:31963603041634ce1a96053047b40961f7a29eb8f9a62e80cc2c0427aa1d22a2 \
-    --hash=sha256:37a1fea41153dd6ee061d21ab69c9cf2cf543160b1b85d89cd3d2e2a7902ca4c \
-    --hash=sha256:3886e47f64611046bc1db523a09dd0a0a6bed6081e6f90e13806dd1d1d1b5e91 \
-    --hash=sha256:4645fc5d9d20ffa3a39361fcdbcec731382763b623b72627806bf251b6388866 \
-    --hash=sha256:4a11c2e9e72e7de09b7b72e62f3df23317c888299c875e2b778abf1eda8c0a42 \
-    --hash=sha256:4a74f79fafb2e177f240579bc83f0b60f82cc47d2f1d260f422a0627207008ca \
-    --hash=sha256:4c14b6acd16cddc3569a2d515cfdd81c7a68ac5639b76548cfc1a9e48b20eb65 \
-    --hash=sha256:53b492410a6cd66c7a471de6c924f6ede976e963c0f3097a3b7abfadddc67d0a \
-    --hash=sha256:53cc80662dd197ece414dd5b66e07370201515a3eaf52e7c518c68c16814773b \
-    --hash=sha256:5c09cf8f2793f81368f49f118b6f9f937456362bee282eac575cca7f84cda537 \
-    --hash=sha256:5e38c2d581d62ee729a6e144c47a71b3f42fb4187508dbbf4fe71d5612c3433b \
-    --hash=sha256:5f3f6d315dcc176ba7ca6e74c7768fb7e4cf566c49cb143f6bc257b62e634ed8 \
-    --hash=sha256:6516ce375109c60ceec579e699524e9d504cd7578506f01150f7a6bc174a775e \
-    --hash=sha256:667ecd5d8d37813a845053d8f5bf110b534c3c9f30e69ebd25d4701385935a6d \
-    --hash=sha256:6f1851eab59ca082c95df5a500106bad73672645625e04538b3ad0f69471ffcc \
-    --hash=sha256:702590829c30aada1e8cef0568ddbffa77ca747b4d6e36c6d173f66e301f89cc \
-    --hash=sha256:7146d64f561498764561e9cd0ed64fcf582e570fc519e6f521e2d0cfd43365e1 \
-    --hash=sha256:744991e0cc863dd669c8dc9136ca4e6e0082be2070b9d793cbd64bec872a6815 \
-    --hash=sha256:786656bb13c237bbcebcd402f65f44dd61ead60ee3deb045af429d889c8dbc67 \
-    --hash=sha256:7a0edb7209e21840e8361e91ea84ea676658aa93edd5f8762793dec77a4a6748 \
-    --hash=sha256:7ac81eee3b7c266dd92cee1cd658407b16c57eed08c7421fa354ed68234de380 \
-    --hash=sha256:90ad854c0a435da3104c01e2c6f0028d7e719b690998a2333d7218db80950722 \
-    --hash=sha256:9257be2f2a03415f9105c486d304a321168e61ad450f6153d77c69504ad764bb \
-    --hash=sha256:932c55d1fa7af4423422cb6a492a31cbcbdbe68fd1a9a3f545aa5e7a143b5355 \
-    --hash=sha256:a06ba7e2a2ef9131c79c49e63dad355d2d878413a0376c1727c8b9335ff731c7 \
-    --hash=sha256:aebed7b50aa6ac698c90f60f854b47e48cd2252b30510e7a1feddaf5a3f72cbf \
-    --hash=sha256:b172db79759f5f9bc13ef1c3ef8b9ee7b37b0247f987fbbbdaa15e4f87fd46a9 \
-    --hash=sha256:b3c4ea4948d93c9c29dc01c0c23eef66f2101bf75158c291b88de6525c55c3d1 \
-    --hash=sha256:b498e9e4022f93de2d5a37615200ca01297ceebbb56fe4c833f46862a490f9e3 \
-    --hash=sha256:b4d41379b05528091f00e1728004f9a8d7191260f3862178b88e8fd770206318 \
-    --hash=sha256:b69676845a0a66f9da30e87f48be36734d6748024b525ec4710be40194282c84 \
-    --hash=sha256:c17398b709a6cce3d9fdb1595c33e356d91c098cd9486cb2cc21ea2ea418e715 \
-    --hash=sha256:c380371d3c23e0eadf8ebff114445b9f970aff2010198d498d4ab4c3b41eea4f \
-    --hash=sha256:cb783436e47fcf82064baca52ce748af71725d0352e1d31564cbe9c95df92b9c \
-    --hash=sha256:cc1c51b846aca49a5a8b44fbba6a92d583a35c64590ad9e1e950dc88940a4297 \
-    --hash=sha256:d0b181e9fa8daf1d9f2d4c547527b167cb8838fc587deabca7b5c01f97199e84 \
-    --hash=sha256:d2a959c640cdeecdd2ec3136e8ea0441da59bcaf58d67e9c590740addba2cb68 \
-    --hash=sha256:d5f256d49fea31f40f166a5e3131235a5d2f4b7f44520b1cf0baf1ce568ccff0 \
-    --hash=sha256:d883460c43e8c6b173fef244a2341f7f7c0e9725c7fe68306e8e44ed9c8fb100 \
-    --hash=sha256:d8eb7194b084b12feb19142262165832fc6ee879b945491d1c3d4660748020c4 \
-    --hash=sha256:d9749313deb729f08207718d29c86246beb2ea3fdba753595b55901dee5d2fd6 \
-    --hash=sha256:de66744b2bb88d5cd27e80dfc2ec9f0517d0a46d204ff98fe9e5f2864eb67657 \
-    --hash=sha256:e91f61a064c92c307c5a9dc8c05dc9f8a68f0a3be199d9a002a0622e13f874a1 \
-    --hash=sha256:f19410b486fdd139885ace124e57f938c1e6a3210ea13dd29cab58f5d4bc12c7 \
-    --hash=sha256:f79d5de970fc90cd5591f60053aecfce1fcd736e0303d9f0bf86be649fa68fb8 \
-    --hash=sha256:fba2974df0bf8ce3c995fa84b79cde38326e0f7b5409e7a3a481c1141340bcf7
+matplotlib==3.10.8 \
+    --hash=sha256:00270d217d6b20d14b584c521f810d60c5c78406dc289859776550df837dcda7 \
+    --hash=sha256:0a33deb84c15ede243aead39f77e990469fff93ad1521163305095b77b72ce4a \
+    --hash=sha256:113bb52413ea508ce954a02c10ffd0d565f9c3bc7f2eddc27dfe1731e71c7b5f \
+    --hash=sha256:12d90df9183093fcd479f4172ac26b322b1248b15729cb57f42f71f24c7e37a3 \
+    --hash=sha256:15d30132718972c2c074cd14638c7f4592bd98719e2308bccea40e0538bc0cb5 \
+    --hash=sha256:18821ace09c763ec93aef5eeff087ee493a24051936d7b9ebcad9662f66501f9 \
+    --hash=sha256:1ae029229a57cd1e8fe542485f27e7ca7b23aa9e8944ddb4985d0bc444f1eca2 \
+    --hash=sha256:2299372c19d56bcd35cf05a2738308758d32b9eaed2371898d8f5bd33f084aa3 \
+    --hash=sha256:238b7ce5717600615c895050239ec955d91f321c209dd110db988500558e70d6 \
+    --hash=sha256:24d50994d8c5816ddc35411e50a86ab05f575e2530c02752e02538122613371f \
+    --hash=sha256:25d380fe8b1dc32cf8f0b1b448470a77afb195438bafdf1d858bfb876f3edf7b \
+    --hash=sha256:2c1998e92cd5999e295a731bcb2911c75f597d937341f3030cc24ef2733d78a8 \
+    --hash=sha256:2cf5bd12cecf46908f286d7838b2abc6c91cda506c0445b8223a7c19a00df008 \
+    --hash=sha256:32f8dce744be5569bebe789e46727946041199030db8aeb2954d26013a0eb26b \
+    --hash=sha256:37b3c1cc42aa184b3f738cfa18c1c1d72fd496d85467a6cf7b807936d39aa656 \
+    --hash=sha256:3a48a78d2786784cc2413e57397981fb45c79e968d99656706018d6e62e57958 \
+    --hash=sha256:3ab4aabc72de4ff77b3ec33a6d78a68227bf1123465887f9905ba79184a1cc04 \
+    --hash=sha256:3c624e43ed56313651bc18a47f838b60d7b8032ed348911c54906b130b20071b \
+    --hash=sha256:3f2e409836d7f5ac2f1c013110a4d50b9f7edc26328c108915f9075d7d7a91b6 \
+    --hash=sha256:3f5c3e4da343bba819f0234186b9004faba952cc420fbc522dc4e103c1985908 \
+    --hash=sha256:41703cc95688f2516b480f7f339d8851a6035f18e100ee6a32bc0b8536a12a9c \
+    --hash=sha256:495672de149445ec1b772ff2c9ede9b769e3cb4f0d0aa7fa730d7f59e2d4e1c1 \
+    --hash=sha256:4cf267add95b1c88300d96ca837833d4112756045364f5c734a2276038dae27d \
+    --hash=sha256:56271f3dac49a88d7fca5060f004d9d22b865f743a12a23b1e937a0be4818ee1 \
+    --hash=sha256:595ba4d8fe983b88f0eec8c26a241e16d6376fe1979086232f481f8f3f67494c \
+    --hash=sha256:5f62550b9a30afde8c1c3ae450e5eb547d579dd69b25c2fc7a1c67f934c1717a \
+    --hash=sha256:646d95230efb9ca614a7a594d4fcacde0ac61d25e37dd51710b36477594963ce \
+    --hash=sha256:64fcc24778ca0404ce0cb7b6b77ae1f4c7231cdd60e6778f999ee05cbd581b9a \
+    --hash=sha256:6be43b667360fef5c754dda5d25a32e6307a03c204f3c0fc5468b78fa87b4160 \
+    --hash=sha256:6da7c2ce169267d0d066adcf63758f0604aa6c3eebf67458930f9d9b79ad1db1 \
+    --hash=sha256:83d282364ea9f3e52363da262ce32a09dfe241e4080dcedda3c0db059d3c1f11 \
+    --hash=sha256:9153c3292705be9f9c64498a8872118540c3f4123d1a1c840172edf262c8be4a \
+    --hash=sha256:99eefd13c0dc3b3c1b4d561c1169e65fe47aab7b8158754d7c084088e2329466 \
+    --hash=sha256:a0a7f52498f72f13d4a25ea70f35f4cb60642b466cbb0a9be951b5bc3f45a486 \
+    --hash=sha256:a2b336e2d91a3d7006864e0990c83b216fcdca64b5a6484912902cef87313d78 \
+    --hash=sha256:a48f2b74020919552ea25d222d5cc6af9ca3f4eb43a93e14d068457f545c2a17 \
+    --hash=sha256:ad3d9833a64cf48cc4300f2b406c3d0f4f4724a91c0bd5640678a6ba7c102077 \
+    --hash=sha256:b44d07310e404ba95f8c25aa5536f154c0a8ec473303535949e52eb71d0a1565 \
+    --hash=sha256:b53285e65d4fa4c86399979e956235deb900be5baa7fc1218ea67fbfaeaadd6f \
+    --hash=sha256:b5a2b97dbdc7d4f353ebf343744f1d1f1cca8aa8bfddb4262fcf4306c3761d50 \
+    --hash=sha256:b9a5ca4ac220a0cdd1ba6bcba3608547117d30468fefce49bb26f55c1a3d5c58 \
+    --hash=sha256:bab485bcf8b1c7d2060b4fcb6fc368a9e6f4cd754c9c2fea281f4be21df394a2 \
+    --hash=sha256:c108a1d6fa78a50646029cb6d49808ff0fc1330fda87fa6f6250c6b5369b6645 \
+    --hash=sha256:d56a1efd5bfd61486c8bc968fa18734464556f0fb8e51690f4ac25d85cbbbbc2 \
+    --hash=sha256:d9050fee89a89ed57b4fb2c1bfac9a3d0c57a0d55aed95949eedbc42070fea39 \
+    --hash=sha256:dd80ecb295460a5d9d260df63c43f4afbdd832d725a531f008dad1664f458adf \
+    --hash=sha256:e8ea3e2d4066083e264e75c829078f9e149fa119d27e19acd503de65e0b13149 \
+    --hash=sha256:eb3823f11823deade26ce3b9f40dcb4a213da7a670013929f31d5f5ed1055b22 \
+    --hash=sha256:ee40c27c795bda6a5292e9cff9890189d32f7e3a0bf04e0e3c9430c4a00c37df \
+    --hash=sha256:efb30e3baaea72ce5928e32bab719ab4770099079d66726a62b11b1ef7273be4 \
+    --hash=sha256:f254d118d14a7f99d616271d6c3c27922c092dac11112670b157798b89bf4933 \
+    --hash=sha256:f89c151aab2e2e23cb3fe0acad1e8b82841fd265379c4cecd0f3fcb34c15e0f6 \
+    --hash=sha256:f97aeb209c3d2511443f8797e3e5a569aebb040d4f8bc79aa3ee78a8fb9e3dd8 \
+    --hash=sha256:f9b587c9c7274c1613a30afabf65a272114cd6cdbe67b3406f818c79d7ab2e2a \
+    --hash=sha256:fb061f596dad3a0f52b60dc6a5dec4a0c300dec41e058a7efe09256188d170b7
     # via lightspeed-stack (pyproject.toml:llslibdev)
 mcp==1.23.3 \
     --hash=sha256:32768af4b46a1b4f7df34e2bfdf5c6011e7b63d7f1b0e321d0fdef4cd6082031 \
@@ -3323,12 +3323,14 @@ sqlalchemy==2.0.45 \
     --hash=sha256:1d8b4a7a8c9b537509d56d5cd10ecdcfbb95912d72480c8861524efecc6a3fff \
     --hash=sha256:215f0528b914e5c75ef2559f69dca86878a3beeb0c1be7279d77f18e8d180ed4 \
     --hash=sha256:2c0b74aa79e2deade948fe8593654c8ef4228c44ba862bb7c9585c8e0db90f33 \
+    --hash=sha256:2e90a344c644a4fa871eb01809c32096487928bd2038bf10f3e4515cb688cc56 \
     --hash=sha256:3c5f76216e7b85770d5bb5130ddd11ee89f4d52b11783674a662c7dd57018177 \
     --hash=sha256:470daea2c1ce73910f08caf10575676a37159a6d16c4da33d0033546bddebc9b \
     --hash=sha256:4748601c8ea959e37e03d13dcda4a44837afcd1b21338e637f7c935b8da06177 \
     --hash=sha256:4b6bec67ca45bc166c8729910bd2a87f1c0407ee955df110d78948f5b5827e8a \
     --hash=sha256:5225a288e4c8cc2308dbdd874edad6e7d0fd38eac1e9e5f23503425c8eee20d0 \
     --hash=sha256:56ead1f8dfb91a54a28cd1d072c74b3d635bcffbd25e50786533b822d4f2cde2 \
+    --hash=sha256:5964f832431b7cdfaaa22a660b4c7eb1dfcd6ed41375f67fd3e3440fd95cb3cc \
     --hash=sha256:59a8b8bd9c6bedf81ad07c8bd5543eedca55fe9b8780b2b628d495ba55f8db1e \
     --hash=sha256:672c45cae53ba88e0dad74b9027dddd09ef6f441e927786b05bec75d949fbb2e \
     --hash=sha256:6d0beadc2535157070c9c17ecf25ecec31e13c229a8f69196d7590bde8082bf1 \
@@ -3347,7 +3349,9 @@ sqlalchemy==2.0.45 \
     --hash=sha256:b8c8b41b97fba5f62349aa285654230296829672fc9939cd7f35aab246d1c08b \
     --hash=sha256:ba547ac0b361ab4f1608afbc8432db669bd0819b3e12e29fb5fa9529a8bba81d \
     --hash=sha256:c1c2091b1489435ff85728fafeb990f073e64f6f5e81d5cd53059773e8521eb6 \
+    --hash=sha256:c64772786d9eee72d4d3784c28f0a636af5b0a29f3fe26ff11f55efe90c0bd85 \
     --hash=sha256:cd337d3526ec5298f67d6a30bbbe4ed7e5e68862f0bf6dd21d289f8d37b7d60b \
+    --hash=sha256:d29b2b99d527dbc66dd87c3c3248a5dd789d974a507f4653c969999fc7c1191b \
     --hash=sha256:d2c3684fca8a05f0ac1d9a21c1f4a266983a7ea9180efb80ffeb03861ecd01a0 \
     --hash=sha256:d62e47f5d8a50099b17e2bfc1b0c7d7ecd8ba6b46b1507b58cc4f05eefc3bb1c \
     --hash=sha256:d8a2ca754e5415cde2b656c27900b19d50ba076aa05ce66e2207623d3fe41f5a \
diff --git a/requirements.x86_64.txt b/requirements.x86_64.txt
index 82b5db4a7..f71766f1d 100644
--- a/requirements.x86_64.txt
+++ b/requirements.x86_64.txt
@@ -656,9 +656,9 @@ faiss-cpu==1.13.1 \
     --hash=sha256:ff5bdbf392081659e6b0f98f03b602bf08d1b5a790e28aa1185ae925decff6b2 \
     --hash=sha256:ffc58173e24026ee4dc08c50dd3506ad553d4b2103892500b0d4ae9344027d57
     # via lightspeed-stack (pyproject.toml:llslibdev)
-fastapi==0.124.0 \
-    --hash=sha256:260cd178ad75e6d259991f2fd9b0fee924b224850079df576a3ba604ce58f4e6 \
-    --hash=sha256:91596bdc6dde303c318f06e8d2bc75eafb341fc793a0c9c92c0bc1db1ac52480
+fastapi==0.124.2 \
+    --hash=sha256:6314385777a507bb19b34bd064829fddaea0eea54436deb632b5de587554055c \
+    --hash=sha256:72e188f01f360e2f59da51c8822cbe4bca210c35daaae6321b1b724109101c00
     # via
     #   lightspeed-stack (pyproject.toml)
     #   llama-stack
@@ -1640,62 +1640,62 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-matplotlib==3.10.7 \
-    --hash=sha256:07124afcf7a6504eafcb8ce94091c5898bbdd351519a1beb5c45f7a38c67e77f \
-    --hash=sha256:09d7945a70ea43bf9248f4b6582734c2fe726723204a76eca233f24cffc7ef67 \
-    --hash=sha256:0d8c32b7ea6fb80b1aeff5a2ceb3fb9778e2759e899d9beff75584714afcc5ee \
-    --hash=sha256:11ae579ac83cdf3fb72573bb89f70e0534de05266728740d478f0f818983c695 \
-    --hash=sha256:15112bcbaef211bd663fa935ec33313b948e214454d949b723998a43357b17b0 \
-    --hash=sha256:1d9d3713a237970569156cfb4de7533b7c4eacdd61789726f444f96a0d28f57f \
-    --hash=sha256:1e4bbad66c177a8fdfa53972e5ef8be72a5f27e6a607cec0d8579abd0f3102b1 \
-    --hash=sha256:2222c7ba2cbde7fe63032769f6eb7e83ab3227f47d997a8453377709b7fe3a5a \
-    --hash=sha256:22df30ffaa89f6643206cf13877191c63a50e8f800b038bc39bee9d2d4957632 \
-    --hash=sha256:31963603041634ce1a96053047b40961f7a29eb8f9a62e80cc2c0427aa1d22a2 \
-    --hash=sha256:37a1fea41153dd6ee061d21ab69c9cf2cf543160b1b85d89cd3d2e2a7902ca4c \
-    --hash=sha256:3886e47f64611046bc1db523a09dd0a0a6bed6081e6f90e13806dd1d1d1b5e91 \
-    --hash=sha256:4645fc5d9d20ffa3a39361fcdbcec731382763b623b72627806bf251b6388866 \
-    --hash=sha256:4a11c2e9e72e7de09b7b72e62f3df23317c888299c875e2b778abf1eda8c0a42 \
-    --hash=sha256:4a74f79fafb2e177f240579bc83f0b60f82cc47d2f1d260f422a0627207008ca \
-    --hash=sha256:4c14b6acd16cddc3569a2d515cfdd81c7a68ac5639b76548cfc1a9e48b20eb65 \
-    --hash=sha256:53b492410a6cd66c7a471de6c924f6ede976e963c0f3097a3b7abfadddc67d0a \
-    --hash=sha256:53cc80662dd197ece414dd5b66e07370201515a3eaf52e7c518c68c16814773b \
-    --hash=sha256:5c09cf8f2793f81368f49f118b6f9f937456362bee282eac575cca7f84cda537 \
-    --hash=sha256:5e38c2d581d62ee729a6e144c47a71b3f42fb4187508dbbf4fe71d5612c3433b \
-    --hash=sha256:5f3f6d315dcc176ba7ca6e74c7768fb7e4cf566c49cb143f6bc257b62e634ed8 \
-    --hash=sha256:6516ce375109c60ceec579e699524e9d504cd7578506f01150f7a6bc174a775e \
-    --hash=sha256:667ecd5d8d37813a845053d8f5bf110b534c3c9f30e69ebd25d4701385935a6d \
-    --hash=sha256:6f1851eab59ca082c95df5a500106bad73672645625e04538b3ad0f69471ffcc \
-    --hash=sha256:702590829c30aada1e8cef0568ddbffa77ca747b4d6e36c6d173f66e301f89cc \
-    --hash=sha256:7146d64f561498764561e9cd0ed64fcf582e570fc519e6f521e2d0cfd43365e1 \
-    --hash=sha256:744991e0cc863dd669c8dc9136ca4e6e0082be2070b9d793cbd64bec872a6815 \
-    --hash=sha256:786656bb13c237bbcebcd402f65f44dd61ead60ee3deb045af429d889c8dbc67 \
-    --hash=sha256:7a0edb7209e21840e8361e91ea84ea676658aa93edd5f8762793dec77a4a6748 \
-    --hash=sha256:7ac81eee3b7c266dd92cee1cd658407b16c57eed08c7421fa354ed68234de380 \
-    --hash=sha256:90ad854c0a435da3104c01e2c6f0028d7e719b690998a2333d7218db80950722 \
-    --hash=sha256:9257be2f2a03415f9105c486d304a321168e61ad450f6153d77c69504ad764bb \
-    --hash=sha256:932c55d1fa7af4423422cb6a492a31cbcbdbe68fd1a9a3f545aa5e7a143b5355 \
-    --hash=sha256:a06ba7e2a2ef9131c79c49e63dad355d2d878413a0376c1727c8b9335ff731c7 \
-    --hash=sha256:aebed7b50aa6ac698c90f60f854b47e48cd2252b30510e7a1feddaf5a3f72cbf \
-    --hash=sha256:b172db79759f5f9bc13ef1c3ef8b9ee7b37b0247f987fbbbdaa15e4f87fd46a9 \
-    --hash=sha256:b3c4ea4948d93c9c29dc01c0c23eef66f2101bf75158c291b88de6525c55c3d1 \
-    --hash=sha256:b498e9e4022f93de2d5a37615200ca01297ceebbb56fe4c833f46862a490f9e3 \
-    --hash=sha256:b4d41379b05528091f00e1728004f9a8d7191260f3862178b88e8fd770206318 \
-    --hash=sha256:b69676845a0a66f9da30e87f48be36734d6748024b525ec4710be40194282c84 \
-    --hash=sha256:c17398b709a6cce3d9fdb1595c33e356d91c098cd9486cb2cc21ea2ea418e715 \
-    --hash=sha256:c380371d3c23e0eadf8ebff114445b9f970aff2010198d498d4ab4c3b41eea4f \
-    --hash=sha256:cb783436e47fcf82064baca52ce748af71725d0352e1d31564cbe9c95df92b9c \
-    --hash=sha256:cc1c51b846aca49a5a8b44fbba6a92d583a35c64590ad9e1e950dc88940a4297 \
-    --hash=sha256:d0b181e9fa8daf1d9f2d4c547527b167cb8838fc587deabca7b5c01f97199e84 \
-    --hash=sha256:d2a959c640cdeecdd2ec3136e8ea0441da59bcaf58d67e9c590740addba2cb68 \
-    --hash=sha256:d5f256d49fea31f40f166a5e3131235a5d2f4b7f44520b1cf0baf1ce568ccff0 \
-    --hash=sha256:d883460c43e8c6b173fef244a2341f7f7c0e9725c7fe68306e8e44ed9c8fb100 \
-    --hash=sha256:d8eb7194b084b12feb19142262165832fc6ee879b945491d1c3d4660748020c4 \
-    --hash=sha256:d9749313deb729f08207718d29c86246beb2ea3fdba753595b55901dee5d2fd6 \
-    --hash=sha256:de66744b2bb88d5cd27e80dfc2ec9f0517d0a46d204ff98fe9e5f2864eb67657 \
-    --hash=sha256:e91f61a064c92c307c5a9dc8c05dc9f8a68f0a3be199d9a002a0622e13f874a1 \
-    --hash=sha256:f19410b486fdd139885ace124e57f938c1e6a3210ea13dd29cab58f5d4bc12c7 \
-    --hash=sha256:f79d5de970fc90cd5591f60053aecfce1fcd736e0303d9f0bf86be649fa68fb8 \
-    --hash=sha256:fba2974df0bf8ce3c995fa84b79cde38326e0f7b5409e7a3a481c1141340bcf7
+matplotlib==3.10.8 \
+    --hash=sha256:00270d217d6b20d14b584c521f810d60c5c78406dc289859776550df837dcda7 \
+    --hash=sha256:0a33deb84c15ede243aead39f77e990469fff93ad1521163305095b77b72ce4a \
+    --hash=sha256:113bb52413ea508ce954a02c10ffd0d565f9c3bc7f2eddc27dfe1731e71c7b5f \
+    --hash=sha256:12d90df9183093fcd479f4172ac26b322b1248b15729cb57f42f71f24c7e37a3 \
+    --hash=sha256:15d30132718972c2c074cd14638c7f4592bd98719e2308bccea40e0538bc0cb5 \
+    --hash=sha256:18821ace09c763ec93aef5eeff087ee493a24051936d7b9ebcad9662f66501f9 \
+    --hash=sha256:1ae029229a57cd1e8fe542485f27e7ca7b23aa9e8944ddb4985d0bc444f1eca2 \
+    --hash=sha256:2299372c19d56bcd35cf05a2738308758d32b9eaed2371898d8f5bd33f084aa3 \
+    --hash=sha256:238b7ce5717600615c895050239ec955d91f321c209dd110db988500558e70d6 \
+    --hash=sha256:24d50994d8c5816ddc35411e50a86ab05f575e2530c02752e02538122613371f \
+    --hash=sha256:25d380fe8b1dc32cf8f0b1b448470a77afb195438bafdf1d858bfb876f3edf7b \
+    --hash=sha256:2c1998e92cd5999e295a731bcb2911c75f597d937341f3030cc24ef2733d78a8 \
+    --hash=sha256:2cf5bd12cecf46908f286d7838b2abc6c91cda506c0445b8223a7c19a00df008 \
+    --hash=sha256:32f8dce744be5569bebe789e46727946041199030db8aeb2954d26013a0eb26b \
+    --hash=sha256:37b3c1cc42aa184b3f738cfa18c1c1d72fd496d85467a6cf7b807936d39aa656 \
+    --hash=sha256:3a48a78d2786784cc2413e57397981fb45c79e968d99656706018d6e62e57958 \
+    --hash=sha256:3ab4aabc72de4ff77b3ec33a6d78a68227bf1123465887f9905ba79184a1cc04 \
+    --hash=sha256:3c624e43ed56313651bc18a47f838b60d7b8032ed348911c54906b130b20071b \
+    --hash=sha256:3f2e409836d7f5ac2f1c013110a4d50b9f7edc26328c108915f9075d7d7a91b6 \
+    --hash=sha256:3f5c3e4da343bba819f0234186b9004faba952cc420fbc522dc4e103c1985908 \
+    --hash=sha256:41703cc95688f2516b480f7f339d8851a6035f18e100ee6a32bc0b8536a12a9c \
+    --hash=sha256:495672de149445ec1b772ff2c9ede9b769e3cb4f0d0aa7fa730d7f59e2d4e1c1 \
+    --hash=sha256:4cf267add95b1c88300d96ca837833d4112756045364f5c734a2276038dae27d \
+    --hash=sha256:56271f3dac49a88d7fca5060f004d9d22b865f743a12a23b1e937a0be4818ee1 \
+    --hash=sha256:595ba4d8fe983b88f0eec8c26a241e16d6376fe1979086232f481f8f3f67494c \
+    --hash=sha256:5f62550b9a30afde8c1c3ae450e5eb547d579dd69b25c2fc7a1c67f934c1717a \
+    --hash=sha256:646d95230efb9ca614a7a594d4fcacde0ac61d25e37dd51710b36477594963ce \
+    --hash=sha256:64fcc24778ca0404ce0cb7b6b77ae1f4c7231cdd60e6778f999ee05cbd581b9a \
+    --hash=sha256:6be43b667360fef5c754dda5d25a32e6307a03c204f3c0fc5468b78fa87b4160 \
+    --hash=sha256:6da7c2ce169267d0d066adcf63758f0604aa6c3eebf67458930f9d9b79ad1db1 \
+    --hash=sha256:83d282364ea9f3e52363da262ce32a09dfe241e4080dcedda3c0db059d3c1f11 \
+    --hash=sha256:9153c3292705be9f9c64498a8872118540c3f4123d1a1c840172edf262c8be4a \
+    --hash=sha256:99eefd13c0dc3b3c1b4d561c1169e65fe47aab7b8158754d7c084088e2329466 \
+    --hash=sha256:a0a7f52498f72f13d4a25ea70f35f4cb60642b466cbb0a9be951b5bc3f45a486 \
+    --hash=sha256:a2b336e2d91a3d7006864e0990c83b216fcdca64b5a6484912902cef87313d78 \
+    --hash=sha256:a48f2b74020919552ea25d222d5cc6af9ca3f4eb43a93e14d068457f545c2a17 \
+    --hash=sha256:ad3d9833a64cf48cc4300f2b406c3d0f4f4724a91c0bd5640678a6ba7c102077 \
+    --hash=sha256:b44d07310e404ba95f8c25aa5536f154c0a8ec473303535949e52eb71d0a1565 \
+    --hash=sha256:b53285e65d4fa4c86399979e956235deb900be5baa7fc1218ea67fbfaeaadd6f \
+    --hash=sha256:b5a2b97dbdc7d4f353ebf343744f1d1f1cca8aa8bfddb4262fcf4306c3761d50 \
+    --hash=sha256:b9a5ca4ac220a0cdd1ba6bcba3608547117d30468fefce49bb26f55c1a3d5c58 \
+    --hash=sha256:bab485bcf8b1c7d2060b4fcb6fc368a9e6f4cd754c9c2fea281f4be21df394a2 \
+    --hash=sha256:c108a1d6fa78a50646029cb6d49808ff0fc1330fda87fa6f6250c6b5369b6645 \
+    --hash=sha256:d56a1efd5bfd61486c8bc968fa18734464556f0fb8e51690f4ac25d85cbbbbc2 \
+    --hash=sha256:d9050fee89a89ed57b4fb2c1bfac9a3d0c57a0d55aed95949eedbc42070fea39 \
+    --hash=sha256:dd80ecb295460a5d9d260df63c43f4afbdd832d725a531f008dad1664f458adf \
+    --hash=sha256:e8ea3e2d4066083e264e75c829078f9e149fa119d27e19acd503de65e0b13149 \
+    --hash=sha256:eb3823f11823deade26ce3b9f40dcb4a213da7a670013929f31d5f5ed1055b22 \
+    --hash=sha256:ee40c27c795bda6a5292e9cff9890189d32f7e3a0bf04e0e3c9430c4a00c37df \
+    --hash=sha256:efb30e3baaea72ce5928e32bab719ab4770099079d66726a62b11b1ef7273be4 \
+    --hash=sha256:f254d118d14a7f99d616271d6c3c27922c092dac11112670b157798b89bf4933 \
+    --hash=sha256:f89c151aab2e2e23cb3fe0acad1e8b82841fd265379c4cecd0f3fcb34c15e0f6 \
+    --hash=sha256:f97aeb209c3d2511443f8797e3e5a569aebb040d4f8bc79aa3ee78a8fb9e3dd8 \
+    --hash=sha256:f9b587c9c7274c1613a30afabf65a272114cd6cdbe67b3406f818c79d7ab2e2a \
+    --hash=sha256:fb061f596dad3a0f52b60dc6a5dec4a0c300dec41e058a7efe09256188d170b7
     # via lightspeed-stack (pyproject.toml:llslibdev)
 mcp==1.23.3 \
     --hash=sha256:32768af4b46a1b4f7df34e2bfdf5c6011e7b63d7f1b0e321d0fdef4cd6082031 \
@@ -3323,12 +3323,14 @@ sqlalchemy==2.0.45 \
     --hash=sha256:1d8b4a7a8c9b537509d56d5cd10ecdcfbb95912d72480c8861524efecc6a3fff \
     --hash=sha256:215f0528b914e5c75ef2559f69dca86878a3beeb0c1be7279d77f18e8d180ed4 \
     --hash=sha256:2c0b74aa79e2deade948fe8593654c8ef4228c44ba862bb7c9585c8e0db90f33 \
+    --hash=sha256:2e90a344c644a4fa871eb01809c32096487928bd2038bf10f3e4515cb688cc56 \
     --hash=sha256:3c5f76216e7b85770d5bb5130ddd11ee89f4d52b11783674a662c7dd57018177 \
     --hash=sha256:470daea2c1ce73910f08caf10575676a37159a6d16c4da33d0033546bddebc9b \
     --hash=sha256:4748601c8ea959e37e03d13dcda4a44837afcd1b21338e637f7c935b8da06177 \
     --hash=sha256:4b6bec67ca45bc166c8729910bd2a87f1c0407ee955df110d78948f5b5827e8a \
     --hash=sha256:5225a288e4c8cc2308dbdd874edad6e7d0fd38eac1e9e5f23503425c8eee20d0 \
     --hash=sha256:56ead1f8dfb91a54a28cd1d072c74b3d635bcffbd25e50786533b822d4f2cde2 \
+    --hash=sha256:5964f832431b7cdfaaa22a660b4c7eb1dfcd6ed41375f67fd3e3440fd95cb3cc \
     --hash=sha256:59a8b8bd9c6bedf81ad07c8bd5543eedca55fe9b8780b2b628d495ba55f8db1e \
     --hash=sha256:672c45cae53ba88e0dad74b9027dddd09ef6f441e927786b05bec75d949fbb2e \
     --hash=sha256:6d0beadc2535157070c9c17ecf25ecec31e13c229a8f69196d7590bde8082bf1 \
@@ -3347,7 +3349,9 @@ sqlalchemy==2.0.45 \
     --hash=sha256:b8c8b41b97fba5f62349aa285654230296829672fc9939cd7f35aab246d1c08b \
     --hash=sha256:ba547ac0b361ab4f1608afbc8432db669bd0819b3e12e29fb5fa9529a8bba81d \
     --hash=sha256:c1c2091b1489435ff85728fafeb990f073e64f6f5e81d5cd53059773e8521eb6 \
+    --hash=sha256:c64772786d9eee72d4d3784c28f0a636af5b0a29f3fe26ff11f55efe90c0bd85 \
     --hash=sha256:cd337d3526ec5298f67d6a30bbbe4ed7e5e68862f0bf6dd21d289f8d37b7d60b \
+    --hash=sha256:d29b2b99d527dbc66dd87c3c3248a5dd789d974a507f4653c969999fc7c1191b \
     --hash=sha256:d2c3684fca8a05f0ac1d9a21c1f4a266983a7ea9180efb80ffeb03861ecd01a0 \
     --hash=sha256:d62e47f5d8a50099b17e2bfc1b0c7d7ecd8ba6b46b1507b58cc4f05eefc3bb1c \
     --hash=sha256:d8a2ca754e5415cde2b656c27900b19d50ba076aa05ce66e2207623d3fe41f5a \
diff --git a/uv.lock b/uv.lock
index 79d27324c..3e726b8c0 100644
--- a/uv.lock
+++ b/uv.lock
@@ -699,7 +699,7 @@ wheels = [
 
 [[package]]
 name = "fastapi"
-version = "0.124.0"
+version = "0.124.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
@@ -707,9 +707,9 @@ dependencies = [
     { name = "starlette" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/48/9c/11969bd3e3bc4aa3a711f83dd3720239d3565a934929c74fc32f6c9f3638/fastapi-0.124.0.tar.gz", hash = "sha256:260cd178ad75e6d259991f2fd9b0fee924b224850079df576a3ba604ce58f4e6", size = 357623, upload-time = "2025-12-06T13:11:35.692Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/58/b7/4dbca3f9d847ba9876dcb7098c13a4c6c86ee8db148c923fab78e27748d3/fastapi-0.124.2.tar.gz", hash = "sha256:72e188f01f360e2f59da51c8822cbe4bca210c35daaae6321b1b724109101c00", size = 361867, upload-time = "2025-12-10T12:10:10.676Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/4d/29/9e1e82e16e9a1763d3b55bfbe9b2fa39d7175a1fd97685c482fa402e111d/fastapi-0.124.0-py3-none-any.whl", hash = "sha256:91596bdc6dde303c318f06e8d2bc75eafb341fc793a0c9c92c0bc1db1ac52480", size = 112505, upload-time = "2025-12-06T13:11:34.392Z" },
+    { url = "https://files.pythonhosted.org/packages/25/c5/8a5231197b81943b2df126cc8ea2083262e004bee3a39cf85a471392d145/fastapi-0.124.2-py3-none-any.whl", hash = "sha256:6314385777a507bb19b34bd064829fddaea0eea54436deb632b5de587554055c", size = 112711, upload-time = "2025-12-10T12:10:08.855Z" },
 ]
 
 [[package]]
@@ -1692,7 +1692,7 @@ wheels = [
 
 [[package]]
 name = "matplotlib"
-version = "3.10.7"
+version = "3.10.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "contourpy" },
@@ -1705,29 +1705,29 @@ dependencies = [
     { name = "pyparsing" },
     { name = "python-dateutil" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ae/e2/d2d5295be2f44c678ebaf3544ba32d20c1f9ef08c49fe47f496180e1db15/matplotlib-3.10.7.tar.gz", hash = "sha256:a06ba7e2a2ef9131c79c49e63dad355d2d878413a0376c1727c8b9335ff731c7", size = 34804865, upload-time = "2025-10-09T00:28:00.669Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/be/b3/09eb0f7796932826ec20c25b517d568627754f6c6462fca19e12c02f2e12/matplotlib-3.10.7-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:7a0edb7209e21840e8361e91ea84ea676658aa93edd5f8762793dec77a4a6748", size = 8272389, upload-time = "2025-10-09T00:26:42.474Z" },
-    { url = "https://files.pythonhosted.org/packages/11/0b/1ae80ddafb8652fd8046cb5c8460ecc8d4afccb89e2c6d6bec61e04e1eaf/matplotlib-3.10.7-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:c380371d3c23e0eadf8ebff114445b9f970aff2010198d498d4ab4c3b41eea4f", size = 8128247, upload-time = "2025-10-09T00:26:44.77Z" },
-    { url = "https://files.pythonhosted.org/packages/7d/18/95ae2e242d4a5c98bd6e90e36e128d71cf1c7e39b0874feaed3ef782e789/matplotlib-3.10.7-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d5f256d49fea31f40f166a5e3131235a5d2f4b7f44520b1cf0baf1ce568ccff0", size = 8696996, upload-time = "2025-10-09T00:26:46.792Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/3d/5b559efc800bd05cb2033aa85f7e13af51958136a48327f7c261801ff90a/matplotlib-3.10.7-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:11ae579ac83cdf3fb72573bb89f70e0534de05266728740d478f0f818983c695", size = 9530153, upload-time = "2025-10-09T00:26:49.07Z" },
-    { url = "https://files.pythonhosted.org/packages/88/57/eab4a719fd110312d3c220595d63a3c85ec2a39723f0f4e7fa7e6e3f74ba/matplotlib-3.10.7-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:4c14b6acd16cddc3569a2d515cfdd81c7a68ac5639b76548cfc1a9e48b20eb65", size = 9593093, upload-time = "2025-10-09T00:26:51.067Z" },
-    { url = "https://files.pythonhosted.org/packages/31/3c/80816f027b3a4a28cd2a0a6ef7f89a2db22310e945cd886ec25bfb399221/matplotlib-3.10.7-cp312-cp312-win_amd64.whl", hash = "sha256:0d8c32b7ea6fb80b1aeff5a2ceb3fb9778e2759e899d9beff75584714afcc5ee", size = 8122771, upload-time = "2025-10-09T00:26:53.296Z" },
-    { url = "https://files.pythonhosted.org/packages/de/77/ef1fc78bfe99999b2675435cc52120887191c566b25017d78beaabef7f2d/matplotlib-3.10.7-cp312-cp312-win_arm64.whl", hash = "sha256:5f3f6d315dcc176ba7ca6e74c7768fb7e4cf566c49cb143f6bc257b62e634ed8", size = 7992812, upload-time = "2025-10-09T00:26:54.882Z" },
-    { url = "https://files.pythonhosted.org/packages/02/9c/207547916a02c78f6bdd83448d9b21afbc42f6379ed887ecf610984f3b4e/matplotlib-3.10.7-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1d9d3713a237970569156cfb4de7533b7c4eacdd61789726f444f96a0d28f57f", size = 8273212, upload-time = "2025-10-09T00:26:56.752Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/d0/b3d3338d467d3fc937f0bb7f256711395cae6f78e22cef0656159950adf0/matplotlib-3.10.7-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:37a1fea41153dd6ee061d21ab69c9cf2cf543160b1b85d89cd3d2e2a7902ca4c", size = 8128713, upload-time = "2025-10-09T00:26:59.001Z" },
-    { url = "https://files.pythonhosted.org/packages/22/ff/6425bf5c20d79aa5b959d1ce9e65f599632345391381c9a104133fe0b171/matplotlib-3.10.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b3c4ea4948d93c9c29dc01c0c23eef66f2101bf75158c291b88de6525c55c3d1", size = 8698527, upload-time = "2025-10-09T00:27:00.69Z" },
-    { url = "https://files.pythonhosted.org/packages/d0/7f/ccdca06f4c2e6c7989270ed7829b8679466682f4cfc0f8c9986241c023b6/matplotlib-3.10.7-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:22df30ffaa89f6643206cf13877191c63a50e8f800b038bc39bee9d2d4957632", size = 9529690, upload-time = "2025-10-09T00:27:02.664Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/95/b80fc2c1f269f21ff3d193ca697358e24408c33ce2b106a7438a45407b63/matplotlib-3.10.7-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b69676845a0a66f9da30e87f48be36734d6748024b525ec4710be40194282c84", size = 9593732, upload-time = "2025-10-09T00:27:04.653Z" },
-    { url = "https://files.pythonhosted.org/packages/e1/b6/23064a96308b9aeceeffa65e96bcde459a2ea4934d311dee20afde7407a0/matplotlib-3.10.7-cp313-cp313-win_amd64.whl", hash = "sha256:744991e0cc863dd669c8dc9136ca4e6e0082be2070b9d793cbd64bec872a6815", size = 8122727, upload-time = "2025-10-09T00:27:06.814Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/a6/2faaf48133b82cf3607759027f82b5c702aa99cdfcefb7f93d6ccf26a424/matplotlib-3.10.7-cp313-cp313-win_arm64.whl", hash = "sha256:fba2974df0bf8ce3c995fa84b79cde38326e0f7b5409e7a3a481c1141340bcf7", size = 7992958, upload-time = "2025-10-09T00:27:08.567Z" },
-    { url = "https://files.pythonhosted.org/packages/4a/f0/b018fed0b599bd48d84c08794cb242227fe3341952da102ee9d9682db574/matplotlib-3.10.7-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:932c55d1fa7af4423422cb6a492a31cbcbdbe68fd1a9a3f545aa5e7a143b5355", size = 8316849, upload-time = "2025-10-09T00:27:10.254Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/b7/bb4f23856197659f275e11a2a164e36e65e9b48ea3e93c4ec25b4f163198/matplotlib-3.10.7-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:5e38c2d581d62ee729a6e144c47a71b3f42fb4187508dbbf4fe71d5612c3433b", size = 8178225, upload-time = "2025-10-09T00:27:12.241Z" },
-    { url = "https://files.pythonhosted.org/packages/62/56/0600609893ff277e6f3ab3c0cef4eafa6e61006c058e84286c467223d4d5/matplotlib-3.10.7-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:786656bb13c237bbcebcd402f65f44dd61ead60ee3deb045af429d889c8dbc67", size = 8711708, upload-time = "2025-10-09T00:27:13.879Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/1a/6bfecb0cafe94d6658f2f1af22c43b76cf7a1c2f0dc34ef84cbb6809617e/matplotlib-3.10.7-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:09d7945a70ea43bf9248f4b6582734c2fe726723204a76eca233f24cffc7ef67", size = 9541409, upload-time = "2025-10-09T00:27:15.684Z" },
-    { url = "https://files.pythonhosted.org/packages/08/50/95122a407d7f2e446fd865e2388a232a23f2b81934960ea802f3171518e4/matplotlib-3.10.7-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d0b181e9fa8daf1d9f2d4c547527b167cb8838fc587deabca7b5c01f97199e84", size = 9594054, upload-time = "2025-10-09T00:27:17.547Z" },
-    { url = "https://files.pythonhosted.org/packages/13/76/75b194a43b81583478a81e78a07da8d9ca6ddf50dd0a2ccabf258059481d/matplotlib-3.10.7-cp313-cp313t-win_amd64.whl", hash = "sha256:31963603041634ce1a96053047b40961f7a29eb8f9a62e80cc2c0427aa1d22a2", size = 8200100, upload-time = "2025-10-09T00:27:20.039Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/9e/6aefebdc9f8235c12bdeeda44cc0383d89c1e41da2c400caf3ee2073a3ce/matplotlib-3.10.7-cp313-cp313t-win_arm64.whl", hash = "sha256:aebed7b50aa6ac698c90f60f854b47e48cd2252b30510e7a1feddaf5a3f72cbf", size = 8042131, upload-time = "2025-10-09T00:27:21.608Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/8a/76/d3c6e3a13fe484ebe7718d14e269c9569c4eb0020a968a327acb3b9a8fe6/matplotlib-3.10.8.tar.gz", hash = "sha256:2299372c19d56bcd35cf05a2738308758d32b9eaed2371898d8f5bd33f084aa3", size = 34806269, upload-time = "2025-12-10T22:56:51.155Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9e/67/f997cdcbb514012eb0d10cd2b4b332667997fb5ebe26b8d41d04962fa0e6/matplotlib-3.10.8-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:64fcc24778ca0404ce0cb7b6b77ae1f4c7231cdd60e6778f999ee05cbd581b9a", size = 8260453, upload-time = "2025-12-10T22:55:30.709Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/65/07d5f5c7f7c994f12c768708bd2e17a4f01a2b0f44a1c9eccad872433e2e/matplotlib-3.10.8-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b9a5ca4ac220a0cdd1ba6bcba3608547117d30468fefce49bb26f55c1a3d5c58", size = 8148321, upload-time = "2025-12-10T22:55:33.265Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/f3/c5195b1ae57ef85339fd7285dfb603b22c8b4e79114bae5f4f0fcf688677/matplotlib-3.10.8-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3ab4aabc72de4ff77b3ec33a6d78a68227bf1123465887f9905ba79184a1cc04", size = 8716944, upload-time = "2025-12-10T22:55:34.922Z" },
+    { url = "https://files.pythonhosted.org/packages/00/f9/7638f5cc82ec8a7aa005de48622eecc3ed7c9854b96ba15bd76b7fd27574/matplotlib-3.10.8-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:24d50994d8c5816ddc35411e50a86ab05f575e2530c02752e02538122613371f", size = 9550099, upload-time = "2025-12-10T22:55:36.789Z" },
+    { url = "https://files.pythonhosted.org/packages/57/61/78cd5920d35b29fd2a0fe894de8adf672ff52939d2e9b43cb83cd5ce1bc7/matplotlib-3.10.8-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:99eefd13c0dc3b3c1b4d561c1169e65fe47aab7b8158754d7c084088e2329466", size = 9613040, upload-time = "2025-12-10T22:55:38.715Z" },
+    { url = "https://files.pythonhosted.org/packages/30/4e/c10f171b6e2f44d9e3a2b96efa38b1677439d79c99357600a62cc1e9594e/matplotlib-3.10.8-cp312-cp312-win_amd64.whl", hash = "sha256:dd80ecb295460a5d9d260df63c43f4afbdd832d725a531f008dad1664f458adf", size = 8142717, upload-time = "2025-12-10T22:55:41.103Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/76/934db220026b5fef85f45d51a738b91dea7d70207581063cd9bd8fafcf74/matplotlib-3.10.8-cp312-cp312-win_arm64.whl", hash = "sha256:3c624e43ed56313651bc18a47f838b60d7b8032ed348911c54906b130b20071b", size = 8012751, upload-time = "2025-12-10T22:55:42.684Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/b9/15fd5541ef4f5b9a17eefd379356cf12175fe577424e7b1d80676516031a/matplotlib-3.10.8-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:3f2e409836d7f5ac2f1c013110a4d50b9f7edc26328c108915f9075d7d7a91b6", size = 8261076, upload-time = "2025-12-10T22:55:44.648Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/a0/2ba3473c1b66b9c74dc7107c67e9008cb1782edbe896d4c899d39ae9cf78/matplotlib-3.10.8-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:56271f3dac49a88d7fca5060f004d9d22b865f743a12a23b1e937a0be4818ee1", size = 8148794, upload-time = "2025-12-10T22:55:46.252Z" },
+    { url = "https://files.pythonhosted.org/packages/75/97/a471f1c3eb1fd6f6c24a31a5858f443891d5127e63a7788678d14e249aea/matplotlib-3.10.8-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:a0a7f52498f72f13d4a25ea70f35f4cb60642b466cbb0a9be951b5bc3f45a486", size = 8718474, upload-time = "2025-12-10T22:55:47.864Z" },
+    { url = "https://files.pythonhosted.org/packages/01/be/cd478f4b66f48256f42927d0acbcd63a26a893136456cd079c0cc24fbabf/matplotlib-3.10.8-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:646d95230efb9ca614a7a594d4fcacde0ac61d25e37dd51710b36477594963ce", size = 9549637, upload-time = "2025-12-10T22:55:50.048Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/7c/8dc289776eae5109e268c4fb92baf870678dc048a25d4ac903683b86d5bf/matplotlib-3.10.8-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f89c151aab2e2e23cb3fe0acad1e8b82841fd265379c4cecd0f3fcb34c15e0f6", size = 9613678, upload-time = "2025-12-10T22:55:52.21Z" },
+    { url = "https://files.pythonhosted.org/packages/64/40/37612487cc8a437d4dd261b32ca21fe2d79510fe74af74e1f42becb1bdb8/matplotlib-3.10.8-cp313-cp313-win_amd64.whl", hash = "sha256:e8ea3e2d4066083e264e75c829078f9e149fa119d27e19acd503de65e0b13149", size = 8142686, upload-time = "2025-12-10T22:55:54.253Z" },
+    { url = "https://files.pythonhosted.org/packages/66/52/8d8a8730e968185514680c2a6625943f70269509c3dcfc0dcf7d75928cb8/matplotlib-3.10.8-cp313-cp313-win_arm64.whl", hash = "sha256:c108a1d6fa78a50646029cb6d49808ff0fc1330fda87fa6f6250c6b5369b6645", size = 8012917, upload-time = "2025-12-10T22:55:56.268Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/27/51fe26e1062f298af5ef66343d8ef460e090a27fea73036c76c35821df04/matplotlib-3.10.8-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:ad3d9833a64cf48cc4300f2b406c3d0f4f4724a91c0bd5640678a6ba7c102077", size = 8305679, upload-time = "2025-12-10T22:55:57.856Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/1e/4de865bc591ac8e3062e835f42dd7fe7a93168d519557837f0e37513f629/matplotlib-3.10.8-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:eb3823f11823deade26ce3b9f40dcb4a213da7a670013929f31d5f5ed1055b22", size = 8198336, upload-time = "2025-12-10T22:55:59.371Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/cb/2f7b6e75fb4dce87ef91f60cac4f6e34f4c145ab036a22318ec837971300/matplotlib-3.10.8-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d9050fee89a89ed57b4fb2c1bfac9a3d0c57a0d55aed95949eedbc42070fea39", size = 8731653, upload-time = "2025-12-10T22:56:01.032Z" },
+    { url = "https://files.pythonhosted.org/packages/46/b3/bd9c57d6ba670a37ab31fb87ec3e8691b947134b201f881665b28cc039ff/matplotlib-3.10.8-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b44d07310e404ba95f8c25aa5536f154c0a8ec473303535949e52eb71d0a1565", size = 9561356, upload-time = "2025-12-10T22:56:02.95Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/3d/8b94a481456dfc9dfe6e39e93b5ab376e50998cddfd23f4ae3b431708f16/matplotlib-3.10.8-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:0a33deb84c15ede243aead39f77e990469fff93ad1521163305095b77b72ce4a", size = 9614000, upload-time = "2025-12-10T22:56:05.411Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/cd/bc06149fe5585ba800b189a6a654a75f1f127e8aab02fd2be10df7fa500c/matplotlib-3.10.8-cp313-cp313t-win_amd64.whl", hash = "sha256:3a48a78d2786784cc2413e57397981fb45c79e968d99656706018d6e62e57958", size = 8220043, upload-time = "2025-12-10T22:56:07.551Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/de/b22cf255abec916562cc04eef457c13e58a1990048de0c0c3604d082355e/matplotlib-3.10.8-cp313-cp313t-win_arm64.whl", hash = "sha256:15d30132718972c2c074cd14638c7f4592bd98719e2308bccea40e0538bc0cb5", size = 8062075, upload-time = "2025-12-10T22:56:09.178Z" },
 ]
 
 [[package]]