diff --git a/.flox/env/manifest.lock b/.flox/env/manifest.lock
index 95450299..8b844769 100644
--- a/.flox/env/manifest.lock
+++ b/.flox/env/manifest.lock
@@ -13,6 +13,9 @@
         "pkg-path": "cargo",
         "pkg-group": "rust-toolchain"
       },
+      "cargo-audit": {
+        "pkg-path": "cargo-audit"
+      },
       "cargo-llvm-cov": {
         "pkg-path": "cargo-llvm-cov",
         "pkg-group": "rust-toolchain"
@@ -120,6 +123,9 @@
       "vulture": {
         "pkg-path": "python312Packages.vulture"
       },
+      "xenon": {
+        "pkg-path": "xenon"
+      },
       "yamllint": {
         "pkg-path": "yamllint"
       }
@@ -127,9 +133,6 @@
     "hook": {
       "on-activate": "if [[ -f .env ]]; then\n  set -a\n  source .env\n  set +a\nfi\n"
     },
-    "profile": {
-      "common": "if [[ -f .env ]]; then\n  set -a\n  source .env\n  set +a\nfi\n"
-    },
     "options": {
       "systems": [
         "aarch64-darwin",
@@ -1353,6 +1356,122 @@
       "group": "toplevel",
       "priority": 5
     },
+    {
+      "attr_path": "cargo-audit",
+      "broken": false,
+      "derivation": "/nix/store/5l5z80gx41n0kqd6r28h02bnb78qqaqa-cargo-audit-0.21.2.drv",
+      "description": "Audit Cargo.lock files for crates with security vulnerabilities",
+      "install_id": "cargo-audit",
+      "license": "[ MIT, Apache-2.0 ]",
+      "locked_url": "https://github.com/flox/nixpkgs?rev=f61125a668a320878494449750330ca58b78c557",
+      "name": "cargo-audit-0.21.2",
+      "pname": "cargo-audit",
+      "rev": "f61125a668a320878494449750330ca58b78c557",
+      "rev_count": 907002,
+      "rev_date": "2025-12-05T15:54:32Z",
+      "scrape_date": "2025-12-07T02:54:46.841606Z",
+      "stabilities": [
+        "unstable"
+      ],
+      "unfree": false,
+      "version": "0.21.2",
+      "outputs_to_install": [
+        "out"
+      ],
+      "outputs": {
+        "out": "/nix/store/h3fclrsvyk6ylbw5hlwj23a5cpbc90i2-cargo-audit-0.21.2"
+      },
+      "system": "aarch64-darwin",
+      "group": "toplevel",
+      "priority": 5
+    },
+    {
+      "attr_path": "cargo-audit",
+      "broken": false,
+      "derivation": "/nix/store/nr6nrc98qfmmgf4094nz6kgj6134gy6w-cargo-audit-0.21.2.drv",
+      "description": "Audit Cargo.lock files for crates with security vulnerabilities",
+      "install_id": "cargo-audit",
+      "license": "[ MIT, Apache-2.0 ]",
+      "locked_url": "https://github.com/flox/nixpkgs?rev=f61125a668a320878494449750330ca58b78c557",
+      "name": "cargo-audit-0.21.2",
+      "pname": "cargo-audit",
+      "rev": "f61125a668a320878494449750330ca58b78c557",
+      "rev_count": 907002,
+      "rev_date": "2025-12-05T15:54:32Z",
+      "scrape_date": "2025-12-07T03:04:24.702412Z",
+      "stabilities": [
+        "unstable"
+      ],
+      "unfree": false,
+      "version": "0.21.2",
+      "outputs_to_install": [
+        "out"
+      ],
+      "outputs": {
+        "out": "/nix/store/wyfr4vw3wmgczajrj6ikfhq8wip0ash0-cargo-audit-0.21.2"
+      },
+      "system": "aarch64-linux",
+      "group": "toplevel",
+      "priority": 5
+    },
+    {
+      "attr_path": "cargo-audit",
+      "broken": false,
+      "derivation": "/nix/store/ykfgywkz04yk9zg5hb2ash6ywqrj218b-cargo-audit-0.21.2.drv",
+      "description": "Audit Cargo.lock files for crates with security vulnerabilities",
+      "install_id": "cargo-audit",
+      "license": "[ MIT, Apache-2.0 ]",
+      "locked_url": "https://github.com/flox/nixpkgs?rev=f61125a668a320878494449750330ca58b78c557",
+      "name": "cargo-audit-0.21.2",
+      "pname": "cargo-audit",
+      "rev": "f61125a668a320878494449750330ca58b78c557",
+      "rev_count": 907002,
+      "rev_date": "2025-12-05T15:54:32Z",
+      "scrape_date": "2025-12-07T03:14:44.969242Z",
+      "stabilities": [
+        "unstable"
+      ],
+      "unfree": false,
+      "version": "0.21.2",
+      "outputs_to_install": [
+        "out"
+      ],
+      "outputs": {
+        "out": "/nix/store/30y2a72jzbsais6d45nlcf5dhhnsm9yl-cargo-audit-0.21.2"
+      },
+      "system": "x86_64-darwin",
+      "group": "toplevel",
+      "priority": 5
+    },
+    {
+      "attr_path": "cargo-audit",
+      "broken": false,
+      "derivation": "/nix/store/av867g4gjbdjd48dyndqm34dpbv54cfm-cargo-audit-0.21.2.drv",
+      "description": "Audit Cargo.lock files for crates with security vulnerabilities",
+      "install_id": "cargo-audit",
+      "license": "[ MIT, Apache-2.0 ]",
+      "locked_url": "https://github.com/flox/nixpkgs?rev=f61125a668a320878494449750330ca58b78c557",
+      "name": "cargo-audit-0.21.2",
+      "pname": "cargo-audit",
+      "rev": "f61125a668a320878494449750330ca58b78c557",
+      "rev_count": 907002,
+      "rev_date": "2025-12-05T15:54:32Z",
+      "scrape_date": "2025-12-07T03:23:59.181238Z",
+      "stabilities": [
+        "unstable"
+      ],
+      "unfree": false,
+      "version": "0.21.2",
+      "outputs_to_install": [
+        "out"
+      ],
+      "outputs": {
+        "out": "/nix/store/x69l7ybsvq1zjgvi1d0rbq87nii5q2qb-cargo-audit-0.21.2"
+      },
+      "system": "x86_64-linux",
+      "group": "toplevel",
+      "priority": 5
+    },
     {
       "attr_path": "cargo-nextest",
       "broken": false,
@@ -3846,6 +3965,126 @@
       "group": "toplevel",
       "priority": 5
     },
+    {
+      "attr_path": "xenon",
+      "broken": false,
+      "derivation": "/nix/store/yimma6wljfig168ilbki8iwfannznniz-xenon-0.9.3.drv",
+      "description": "Monitoring tool based on radon",
+      "install_id": "xenon",
+      "license": "MIT",
+      "locked_url": "https://github.com/flox/nixpkgs?rev=f61125a668a320878494449750330ca58b78c557",
+      "name": "xenon-0.9.3",
+      "pname": "xenon",
+      "rev": "f61125a668a320878494449750330ca58b78c557",
+      "rev_count": 907002,
+      "rev_date": "2025-12-05T15:54:32Z",
+      "scrape_date": "2025-12-07T02:57:24.134342Z",
+      "stabilities": [
+        "unstable"
+      ],
+      "unfree": false,
+      "version": "0.9.3",
+      "outputs_to_install": [
+        "out"
+      ],
+      "outputs": {
+        "dist": "/nix/store/h707xs7v5p453a3ld80ykawgbmskqsmr-xenon-0.9.3-dist",
+        "out": "/nix/store/12fqv1v3pl5bj068xk6iarari7af9qfm-xenon-0.9.3"
+      },
+      "system": "aarch64-darwin",
+      "group": "toplevel",
+      "priority": 5
+    },
+    {
+      "attr_path": "xenon",
+      "broken": false,
+      "derivation": "/nix/store/qn3i7jk8cmrq1syirx11lipk3i2hzcw0-xenon-0.9.3.drv",
+      "description": "Monitoring tool based on radon",
+      "install_id": "xenon",
+      "license": "MIT",
+      "locked_url": "https://github.com/flox/nixpkgs?rev=f61125a668a320878494449750330ca58b78c557",
+      "name": "xenon-0.9.3",
+      "pname": "xenon",
+      "rev": "f61125a668a320878494449750330ca58b78c557",
+      "rev_count": 907002,
+      "rev_date": "2025-12-05T15:54:32Z",
+      "scrape_date": "2025-12-07T03:07:48.320764Z",
+      "stabilities": [
+        "unstable"
+      ],
+      "unfree": false,
+      "version": "0.9.3",
+      "outputs_to_install": [
+        "out"
+      ],
+      "outputs": {
+        "dist": "/nix/store/6gdi03dhwl9r1r1kk1isds1sdvxjlqk0-xenon-0.9.3-dist",
+        "out": "/nix/store/2cqazgb5nvvlw2m2i704ni55a0a070mx-xenon-0.9.3"
+      },
+      "system": "aarch64-linux",
+      "group": "toplevel",
+      "priority": 5
+    },
+    {
+      "attr_path": "xenon",
+      "broken": false,
+      "derivation": "/nix/store/l6h708isjw1k8nxwf29lyl4zssg7xpnk-xenon-0.9.3.drv",
+      "description": "Monitoring tool based on radon",
+      "install_id": "xenon",
+      "license": "MIT",
+      "locked_url": "https://github.com/flox/nixpkgs?rev=f61125a668a320878494449750330ca58b78c557",
+      "name": "xenon-0.9.3",
+      "pname": "xenon",
+      "rev": "f61125a668a320878494449750330ca58b78c557",
+      "rev_count": 907002,
+      "rev_date": "2025-12-05T15:54:32Z",
+      "scrape_date": "2025-12-07T03:17:11.917914Z",
+      "stabilities": [
+        "unstable"
+      ],
+      "unfree": false,
+      "version": "0.9.3",
+      "outputs_to_install": [
+        "out"
+      ],
+      "outputs": {
+        "dist": "/nix/store/rvgppp1fj1jpxkgyql9dni0b64gy07jn-xenon-0.9.3-dist",
+        "out": "/nix/store/13x9sz293mi4hkp2p3nn9hsm4qdbyx15-xenon-0.9.3"
+      },
+      "system": "x86_64-darwin",
+      "group": "toplevel",
+      "priority": 5
+    },
+    {
+      "attr_path": "xenon",
+      "broken": false,
+      "derivation": "/nix/store/631zg34bnfrnqr3jfdgvh5glnm278ddf-xenon-0.9.3.drv",
+      "description": "Monitoring tool based on radon",
+      "install_id": "xenon",
+      "license": "MIT",
+      "locked_url": "https://github.com/flox/nixpkgs?rev=f61125a668a320878494449750330ca58b78c557",
+      "name": "xenon-0.9.3",
+      "pname": "xenon",
+      "rev": "f61125a668a320878494449750330ca58b78c557",
+      "rev_count": 907002,
+      "rev_date": "2025-12-05T15:54:32Z",
+      "scrape_date": "2025-12-07T03:27:23.885060Z",
+      "stabilities": [
+        "unstable"
+      ],
+      "unfree": false,
+      "version": "0.9.3",
+      "outputs_to_install": [
+        "out"
+      ],
+      "outputs": {
+        "dist": "/nix/store/sgjrpkpv7nri4pbwh07ixr5829rhkg43-xenon-0.9.3-dist",
+        "out": "/nix/store/4l814ds66cdq01prr8q5krjzz29fchri-xenon-0.9.3"
+      },
+      "system": "x86_64-linux",
+      "group": "toplevel",
+      "priority": 5
+    },
     {
       "attr_path": "yamllint",
       "broken": false,
diff --git a/.flox/env/manifest.toml b/.flox/env/manifest.toml
index 21fbbf63..be5abf74 100644
--- a/.flox/env/manifest.toml
+++ b/.flox/env/manifest.toml
@@ -8,7 +8,6 @@ ruff.pkg-path = "ruff"
 ruff.version = "0.14.7"
 uv.pkg-path = "uv"
 vulture.pkg-path = "python312Packages.vulture"
-yamllint.pkg-path = "yamllint"
 nushell.pkg-path = "nushell"
 fselect.pkg-path = "fselect"
 awscli2.pkg-path = "awscli2"
@@ -46,6 +45,8 @@ direnv.pkg-path = "direnv"
 jq.pkg-path = "jq"
 markdownlint-cli.pkg-path = "markdownlint-cli"
 pre-commit.pkg-path = "pre-commit"
+yamllint.pkg-path = "yamllint"
+xenon.pkg-path = "xenon"
 
 [hook]
 on-activate = '''
diff --git a/.flox/pip.ini b/.flox/pip.ini
new file mode 100644
index 00000000..7905638d
--- /dev/null
+++ b/.flox/pip.ini
@@ -0,0 +1,2 @@
+[global]
+require-virtualenv = true
diff --git a/.github/workflows/run_claude_code_coding_agent.yaml b/.github/workflows/run_claude_code_coding_agent.yaml
index 631b30bc..a07e4267 100644
--- a/.github/workflows/run_claude_code_coding_agent.yaml
+++ b/.github/workflows/run_claude_code_coding_agent.yaml
@@ -18,10 +18,16 @@ on:
 jobs:
   claude:
     if: |
-      (github.event_name == 'issue_comment' && contains(github.event.comment.body, '@claude')) ||
-      (github.event_name == 'pull_request_review_comment' && contains(github.event.comment.body, '@claude')) ||
-      (github.event_name == 'pull_request_review' && contains(github.event.review.body, '@claude')) ||
-      (github.event_name == 'issues' && (contains(github.event.issue.body, '@claude') || contains(github.event.issue.title, '@claude')))
+      (github.event_name == 'issue_comment' &&
+        contains(github.event.comment.body, '@claude')) ||
+      (github.event_name == 'pull_request_review_comment' &&
+        contains(github.event.comment.body, '@claude')) ||
+      (github.event_name == 'pull_request_review' &&
+        contains(github.event.review.body, '@claude')) ||
+      (github.event_name == 'issues' && (
+        contains(github.event.issue.body, '@claude') ||
+        contains(github.event.issue.title, '@claude')
+      ))
     runs-on: ubuntu-latest
     permissions:
       contents: read
diff --git a/.github/workflows/run_code_checks.yaml b/.github/workflows/run_code_checks.yaml
index 9bf207fa..7da9e27e 100644
--- a/.github/workflows/run_code_checks.yaml
+++ b/.github/workflows/run_code_checks.yaml
@@ -83,11 +83,23 @@ jobs:
         uses: flox/activate-action@v1
         with:
           command: mask development markdown all
+  run_yaml_code_checks:
+    name: Run YAML code checks
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+      - name: Install Flox
+        uses: flox/install-flox-action@v2
+      - name: Run YAML code checks
+        uses: flox/activate-action@v1
+        with:
+          command: mask development yaml all
   upload_test_coverage:
     needs:
       - run_rust_code_checks
       - run_python_code_checks
-    if: ${{ always() && (needs.run_rust_code_checks.result == 'success' || needs.run_python_code_checks.result == 'success') }}
+    if: always() && (needs.run_rust_code_checks.result == 'success' && needs.run_python_code_checks.result == 'success')
     name: Upload coverage to Coveralls
     runs-on: ubuntu-latest
     steps:
diff --git a/.markdownlint.yaml b/.markdownlint.yaml
index 414c5a86..a83561b7 100644
--- a/.markdownlint.yaml
+++ b/.markdownlint.yaml
@@ -1,3 +1,4 @@
+---
 # Markdownlint configuration
 # See https://github.com/DavidAnson/markdownlint/blob/main/doc/Rules.md
 
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 828121a9..24411fb4 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -29,3 +29,12 @@ repos:
           - markdown
         language: system
         fail_fast: true
+      - id: yaml
+        name: Check all YAML code
+        entry: mask development yaml all
+        pass_filenames: false
+        types:
+          - file
+          - yaml
+        language: system
+        fail_fast: true
diff --git a/.yamllint b/.yamllint
new file mode 100644
index 00000000..4c6591b0
--- /dev/null
+++ b/.yamllint
@@ -0,0 +1,13 @@
+---
+extends: default
+
+ignore: |
+  .venv/
+  target/
+  .flox/
+
+rules:
+  line-length:
+    max: 120
+  truthy:
+    allowed-values: ['true', 'false', 'on']
diff --git a/Cargo.lock b/Cargo.lock
index f3720a8c..dc43b66d 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -72,6 +72,12 @@ version = "0.2.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "683d7910e743518b0e34f1186f92494becacb047c7b6bf616c96772180fef923"
 
+[[package]]
+name = "android-tzdata"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e999941b234f3131b00bc13c22d06e8c5ff726d1b6318ac7eb276997bbb4fef0"
+
 [[package]]
 name = "android_system_properties"
 version = "0.1.5"
@@ -111,6 +117,7 @@ version = "0.6.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "70f13d10a41ac8d2ec79ee34178d61e6f47a29c2edfe7ef1721c7383b0359e65"
 dependencies = [
+ "half",
  "num-traits",
 ]
 
@@ -256,7 +263,7 @@ version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b3aa9e59c611ebc291c28582077ef25c97f1975383f1479b12f3b9ffee2ffabe"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
 ]
 
 [[package]]
@@ -300,6 +307,22 @@ dependencies = [
  "serde_json",
 ]
 
+[[package]]
+name = "astral-tokio-tar"
+version = "0.5.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec179a06c1769b1e42e1e2cbe74c7dcdb3d6383c838454d063eaac5bbb7ebbe5"
+dependencies = [
+ "filetime",
+ "futures-core",
+ "libc",
+ "portable-atomic",
+ "rustc-hash",
+ "tokio",
+ "tokio-stream",
+ "xattr",
+]
+
 [[package]]
 name = "async-channel"
 version = "2.5.0"
@@ -331,7 +354,7 @@ checksum = "c7c24de15d275a1ecfd47a380fb4d5ec9bfe0933f309ed5e705b775596a3574d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -342,7 +365,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -356,9 +379,9 @@ dependencies = [
 
 [[package]]
 name = "atoi_simd"
-version = "0.16.1"
+version = "0.17.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c2a49e05797ca52e312a0c658938b7d00693ef037799ef7187678f212d7684cf"
+checksum = "8ad17c7c205c2c28b527b9845eeb91cf1b4d008b438f98ce0e628227a822758e"
 dependencies = [
  "debug_unsafe",
 ]
@@ -881,7 +904,7 @@ dependencies = [
  "miniz_oxide",
  "object",
  "rustc-demangle",
- "windows-link",
+ "windows-link 0.2.1",
 ]
 
 [[package]]
@@ -940,15 +963,9 @@ dependencies = [
 
 [[package]]
 name = "bitflags"
-version = "1.3.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
-
-[[package]]
-name = "bitflags"
-version = "2.10.0"
+version = "2.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "812e12b5285cc515a9c72a5c1d3b6d46a19dac5acfef5265968c166106e31dd3"
+checksum = "843867be96c8daad0d758b57df9392b6d8d271134fce549de6ce169ff98a92af"
 dependencies = [
  "serde_core",
 ]
@@ -999,13 +1016,17 @@ dependencies = [
 
 [[package]]
 name = "bollard"
-version = "0.18.1"
+version = "0.19.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "97ccca1260af6a459d75994ad5acc1651bcabcbdbc41467cc9786519ab854c30"
+checksum = "87a52479c9237eb04047ddb94788c41ca0d26eaff8b697ecfbb4c32f7fdc3b1b"
 dependencies = [
+ "async-stream",
  "base64 0.22.1",
+ "bitflags",
+ "bollard-buildkit-proto",
  "bollard-stubs",
  "bytes",
+ "chrono",
  "futures-core",
  "futures-util",
  "hex",
@@ -1018,7 +1039,9 @@ dependencies = [
  "hyper-util",
  "hyperlocal",
  "log",
+ "num",
  "pin-project-lite",
+ "rand 0.9.2",
  "rustls 0.23.36",
  "rustls-native-certs",
  "rustls-pemfile",
@@ -1030,19 +1053,40 @@ dependencies = [
  "serde_urlencoded",
  "thiserror 2.0.18",
  "tokio",
+ "tokio-stream",
  "tokio-util",
+ "tonic",
  "tower-service",
  "url",
  "winapi",
 ]
 
+[[package]]
+name = "bollard-buildkit-proto"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "85a885520bf6249ab931a764ffdb87b0ceef48e6e7d807cfdb21b751e086e1ad"
+dependencies = [
+ "prost",
+ "prost-types",
+ "tonic",
+ "tonic-prost",
+ "ureq 3.2.0",
+]
+
 [[package]]
 name = "bollard-stubs"
-version = "1.47.1-rc.27.3.1"
+version = "1.49.1-rc.28.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3f179cfbddb6e77a5472703d4b30436bff32929c0aa8a9008ecf23d1d3cdd0da"
+checksum = "5731fe885755e92beff1950774068e0cae67ea6ec7587381536fca84f1779623"
 dependencies = [
+ "base64 0.22.1",
+ "bollard-buildkit-proto",
+ "bytes",
+ "chrono",
+ "prost",
  "serde",
+ "serde_json",
  "serde_repr",
  "serde_with",
 ]
@@ -1067,7 +1111,7 @@ dependencies = [
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1142,7 +1186,7 @@ checksum = "f9abbd1bc6865053c427f7198e6af43bfdedc55ab791faed4fbd361d789575ff"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1181,9 +1225,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.55"
+version = "1.2.56"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "47b26a0954ae34af09b50f0de26458fa95369a0d478d8236d3f93082b219bd29"
+checksum = "aebf35691d1bfb0ac386a69bac2fde4dd276fb618cf8bf4f5318fe285e821bb2"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -1205,16 +1249,17 @@ checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
 
 [[package]]
 name = "chrono"
-version = "0.4.43"
+version = "0.4.41"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fac4744fb15ae8337dc853fee7fb3f4e48c0fbaa23d0afe49c447b4fab126118"
+checksum = "c469d952047f47f91b68d1cba3f10d63c11d73e4636f24f08daf0278abf01c4d"
 dependencies = [
+ "android-tzdata",
  "iana-time-zone",
  "js-sys",
  "num-traits",
  "serde",
  "wasm-bindgen",
- "windows-link",
+ "windows-link 0.1.3",
 ]
 
 [[package]]
@@ -1434,7 +1479,7 @@ version = "0.27.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f476fe445d41c9e991fd07515a6f463074b782242ccf4a5b7b1d1012e70824df"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "crossterm_winapi",
  "libc",
  "parking_lot",
@@ -1447,7 +1492,7 @@ version = "0.28.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "829d955a0bb380ef178a640b91779e3987da38c9aea133b20614cfed8cdea9c6"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "parking_lot",
  "rustix 0.38.44",
 ]
@@ -1530,7 +1575,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1544,7 +1589,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1555,7 +1600,7 @@ checksum = "fc34b93ccb385b40dc71c6fceac4b2ad23662c7eeb248cf10d529b7e055b6ead"
 dependencies = [
  "darling_core 0.20.11",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1566,7 +1611,7 @@ checksum = "d38308df82d1080de0afee5d069fa14b0326a88c14f15c5ccda35b4a6c414c81"
 dependencies = [
  "darling_core 0.21.3",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1646,7 +1691,7 @@ checksum = "1e567bd82dcff979e4b03460c307b3cdc9e96fde3d73bed1496d2bc75d9dd62a"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1666,7 +1711,7 @@ version = "0.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "89a09f22a6c6069a18470eb92d2298acf25463f14256d24778e1230d789a2aec"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "objc2",
 ]
 
@@ -1678,7 +1723,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -1788,13 +1833,12 @@ dependencies = [
 
 [[package]]
 name = "etcetera"
-version = "0.8.0"
+version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "136d1b5283a1ab77bd9257427ffd09d8667ced0570b6f938942bc7568ed5b943"
+checksum = "de48cc4d1c1d97a20fd819def54b890cadde72ed3ad0c614822a0a433361be96"
 dependencies = [
  "cfg-if",
- "home",
- "windows-sys 0.48.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -1848,6 +1892,17 @@ version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
 
+[[package]]
+name = "ferroid"
+version = "0.8.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bb330bbd4cb7a5b9f559427f06f98a4f853a137c8298f3bd3f8ca57663e21986"
+dependencies = [
+ "portable-atomic",
+ "rand 0.9.2",
+ "web-time",
+]
+
 [[package]]
 name = "ff"
 version = "0.12.1"
@@ -1973,9 +2028,9 @@ checksum = "e6d5a32815ae3f33302d95fdcb2ce17862f8c65363dcfd29360480ba1001fc9c"
 
 [[package]]
 name = "futures"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65bc07b1a8bc7c85c5f2e110c476c7389b4554ba72af57d8445ea63a576b0876"
+checksum = "8b147ee9d1f6d097cef9ce628cd2ee62288d963e16fb287bd9286455b241382d"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -1988,9 +2043,9 @@ dependencies = [
 
 [[package]]
 name = "futures-channel"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2dff15bf788c671c1934e366d07e30c1814a8ef514e1af724a602e8a2fbe1b10"
+checksum = "07bbe89c50d7a535e539b8c17bc0b49bdb77747034daa8087407d655f3f7cc1d"
 dependencies = [
  "futures-core",
  "futures-sink",
@@ -1998,15 +2053,15 @@ dependencies = [
 
 [[package]]
 name = "futures-core"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05f29059c0c2090612e8d742178b0580d2dc940c837851ad723096f87af6663e"
+checksum = "7e3450815272ef58cec6d564423f6e755e25379b217b0bc688e295ba24df6b1d"
 
 [[package]]
 name = "futures-executor"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e28d1d997f585e54aebc3f97d39e72338912123a67330d723fdbb564d646c9f"
+checksum = "baf29c38818342a3b26b5b923639e7b1f4a61fc5e76102d4b1981c6dc7a7579d"
 dependencies = [
  "futures-core",
  "futures-task",
@@ -2015,38 +2070,38 @@ dependencies = [
 
 [[package]]
 name = "futures-io"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9e5c1b78ca4aae1ac06c48a526a655760685149f0d465d21f37abfe57ce075c6"
+checksum = "cecba35d7ad927e23624b22ad55235f2239cfa44fd10428eecbeba6d6a717718"
 
 [[package]]
 name = "futures-macro"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
+checksum = "e835b70203e41293343137df5c0664546da5745f82ec9b84d40be8336958447b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
 name = "futures-sink"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e575fab7d1e0dcb8d0c7bcf9a63ee213816ab51902e6d244a95819acacf1d4f7"
+checksum = "c39754e157331b013978ec91992bde1ac089843443c49cbc7f46150b0fad0893"
 
 [[package]]
 name = "futures-task"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
+checksum = "037711b3d59c33004d3856fbdc83b99d4ff37a24768fa1be9ce3538a1cde4393"
 
 [[package]]
 name = "futures-util"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9fa08315bb612088cc391249efdc3bc77536f16c91f6cf495e6fbe85b20a4a81"
+checksum = "389ca41296e6190b48053de0321d02a77f32f8a5d2461dd38762c0593805c6d6"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -2056,7 +2111,6 @@ dependencies = [
  "futures-task",
  "memchr",
  "pin-project-lite",
- "pin-utils",
  "slab",
 ]
 
@@ -2177,19 +2231,21 @@ version = "2.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
 dependencies = [
+ "bytemuck",
  "cfg-if",
  "crunchy",
  "num-traits",
+ "serde",
  "zerocopy",
 ]
 
 [[package]]
 name = "halfbrown"
-version = "0.3.0"
+version = "0.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aa2c385c6df70fd180bbb673d93039dbd2cd34e41d782600bdf6e1ca7bce39aa"
+checksum = "0c7ed2f2edad8a14c8186b847909a41fbb9c3eafa44f88bd891114ed5019da09"
 dependencies = [
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "serde",
 ]
 
@@ -2211,8 +2267,6 @@ dependencies = [
  "allocator-api2",
  "equivalent",
  "foldhash 0.1.5",
- "rayon",
- "serde",
 ]
 
 [[package]]
@@ -2224,6 +2278,9 @@ dependencies = [
  "allocator-api2",
  "equivalent",
  "foldhash 0.2.0",
+ "rayon",
+ "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -2273,7 +2330,7 @@ checksum = "617aaa3557aef3810a6369d0a99fac8a080891b68bd9f9812a1eeda0c0730cbd"
 dependencies = [
  "cfg-if",
  "libc",
- "windows-link",
+ "windows-link 0.2.1",
 ]
 
 [[package]]
@@ -2444,6 +2501,19 @@ dependencies = [
  "webpki-roots 1.0.6",
 ]
 
+[[package]]
+name = "hyper-timeout"
+version = "0.5.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2b90d566bffbce6a75bd8b09a05aa8c2cb1fabb6cb348f8840c9e4c90a0d83b0"
+dependencies = [
+ "hyper 1.8.1",
+ "hyper-util",
+ "pin-project-lite",
+ "tokio",
+ "tower-service",
+]
+
 [[package]]
 name = "hyper-tls"
 version = "0.6.0"
@@ -2794,9 +2864,9 @@ dependencies = [
 
 [[package]]
 name = "libc"
-version = "0.2.181"
+version = "0.2.182"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "459427e2af2b9c839b132acb702a1c654d95e10f8c326bfc2ad11310e458b1c5"
+checksum = "6800badb6cb2082ffd7b6a67e6125bb39f18782f793520caee8cb8846be06112"
 
 [[package]]
 name = "libduckdb-sys"
@@ -2826,7 +2896,7 @@ version = "0.1.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3d0b95e02c851351f877147b7deea7b1afb1df71b63aa5f8270716e0c5720616"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "libc",
  "redox_syscall 0.7.1",
 ]
@@ -2931,9 +3001,9 @@ checksum = "f8ca58f447f06ed17d5fc4043ce1b10dd205e060fb3ce5b979b8ed8e59ff3f79"
 
 [[package]]
 name = "memmap2"
-version = "0.9.9"
+version = "0.9.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "744133e4a0e0a658e1374cf3bf8e415c4052a15a111acd372764c55b4177d490"
+checksum = "714098028fe011992e1c3962653c96b2d578c4b4bce9036e15ff220319b1e0e3"
 dependencies = [
  "libc",
 ]
@@ -2992,17 +3062,17 @@ dependencies = [
 
 [[package]]
 name = "native-tls"
-version = "0.2.14"
+version = "0.2.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "87de3442987e9dbec73158d5c715e7ad9072fda936bb03d19d7fa10e00520f0e"
+checksum = "9d5d26952a508f321b4d3d2e80e78fc2603eaefcdf0c30783867f19586518bdc"
 dependencies = [
  "libc",
  "log",
  "openssl",
- "openssl-probe 0.1.6",
+ "openssl-probe",
  "openssl-sys",
  "schannel",
- "security-framework 2.11.1",
+ "security-framework",
  "security-framework-sys",
  "tempfile",
 ]
@@ -3013,7 +3083,7 @@ version = "0.30.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "74523f3a35e05aba87a1d978330aef40f67b0304ac79c1c00b294c9830543db6"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "cfg-if",
  "cfg_aliases",
  "libc",
@@ -3076,6 +3146,17 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cf97ec579c3c42f953ef76dbf8d55ac91fb219dde70e49aa4a6b7d74e9919050"
 
+[[package]]
+name = "num-derive"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ed3955f1a9c7c0c15e092f9c887db08b1fc683305fdf6eb6684f22555355e202"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.116",
+]
+
 [[package]]
 name = "num-integer"
 version = "0.1.46"
@@ -3132,7 +3213,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "73ad74d880bb43877038da939b7427bba67e9dd42004a18b809ba7d87cee241c"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "objc2",
  "objc2-foundation",
 ]
@@ -3153,7 +3234,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2a180dd8642fa45cdb7dd721cd4c11b1cadd4929ce112ebd8b9f5803cc79d536"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "dispatch2",
  "objc2",
 ]
@@ -3164,7 +3245,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e022c9d066895efa1345f8e33e584b9f958da2fd4cd116792e15e07e4720a807"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "dispatch2",
  "objc2",
  "objc2-core-foundation",
@@ -3197,7 +3278,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0cde0dfb48d25d2b4862161a4d5fcc0e3c24367869ad306b0c9ec0073bfed92d"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "objc2",
  "objc2-core-foundation",
  "objc2-core-graphics",
@@ -3215,7 +3296,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e3e0adef53c21f888deb4fa59fc59f7eb17404926ee8a6f59f5df0fd7f9f3272"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "block2",
  "libc",
  "objc2",
@@ -3228,7 +3309,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "180788110936d59bab6bd83b6060ffdfffb3b922ba1396b312ae795e1de9d81d"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "objc2",
  "objc2-core-foundation",
 ]
@@ -3239,7 +3320,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "96c1358452b371bf9f104e21ec536d37a650eb10f7ee379fff67d2e08d537f1f"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "objc2",
  "objc2-core-foundation",
  "objc2-foundation",
@@ -3251,7 +3332,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d87d638e33c06f577498cbcc50491496a3ed4246998a7fbba7ccb98b1e7eab22"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "block2",
  "objc2",
  "objc2-cloud-kit",
@@ -3287,9 +3368,9 @@ dependencies = [
 
 [[package]]
 name = "object_store"
-version = "0.12.5"
+version = "0.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fbfbfff40aeccab00ec8a910b57ca8ecf4319b335c542f2edcd19dd25a1e2a00"
+checksum = "c2858065e55c148d294a9f3aae3b0fa9458edadb41a108397094566f4e3c0dfb"
 dependencies = [
  "async-trait",
  "base64 0.22.1",
@@ -3332,7 +3413,7 @@ version = "0.10.75"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08838db121398ad17ab8531ce9de97b244589089e290a384c900cb9ff7434328"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "cfg-if",
  "foreign-types",
  "libc",
@@ -3349,15 +3430,9 @@ checksum = "a948666b637a0f465e8564c73e89d4dde00d72d4d473cc972f390fc3dcee7d9c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
-[[package]]
-name = "openssl-probe"
-version = "0.1.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d05e27ee213611ffe7d6348b942e8f942b37114c00cc03cec254295a4a17852e"
-
 [[package]]
 name = "openssl-probe"
 version = "0.2.1"
@@ -3435,7 +3510,7 @@ dependencies = [
  "libc",
  "redox_syscall 0.5.18",
  "smallvec",
- "windows-link",
+ "windows-link 0.2.1",
 ]
 
 [[package]]
@@ -3460,7 +3535,7 @@ dependencies = [
  "regex",
  "regex-syntax",
  "structmeta",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3504,7 +3579,7 @@ checksum = "6e918e4ff8c4549eb882f14b3a4bc8c8bc93de829416eacf579f1207a8fbf861"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -3547,13 +3622,15 @@ dependencies = [
 
 [[package]]
 name = "polars"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5f7feb5d56b954e691dff22a8b2d78d77433dcc93c35fe21c3777fdc121b697"
+checksum = "899852b723e563dc3cbdc7ea833b14ec44e61309f55df29ba86d45cfd6bc141a"
 dependencies = [
  "getrandom 0.2.17",
  "getrandom 0.3.4",
  "polars-arrow",
+ "polars-buffer",
+ "polars-compute",
  "polars-core",
  "polars-error",
  "polars-io",
@@ -3568,13 +3645,14 @@ dependencies = [
 
 [[package]]
 name = "polars-arrow"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32b4fed2343961b3eea3db2cee165540c3e1ad9d5782350cc55a9e76cf440148"
+checksum = "6f672743a042b72ace4f88b29f8205ab200b29c5ac976c0560899680c07d2d09"
 dependencies = [
  "atoi_simd",
- "bitflags 2.10.0",
+ "bitflags",
  "bytemuck",
+ "bytes",
  "chrono",
  "chrono-tz",
  "dyn-clone",
@@ -3582,11 +3660,13 @@ dependencies = [
  "ethnum",
  "getrandom 0.2.17",
  "getrandom 0.3.4",
- "hashbrown 0.15.5",
+ "half",
+ "hashbrown 0.16.1",
  "itoa",
  "lz4",
  "num-traits",
  "polars-arrow-format",
+ "polars-buffer",
  "polars-error",
  "polars-schema",
  "polars-utils",
@@ -3608,50 +3688,64 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "polars-buffer"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5d7011424c3a79ca9c1272c7b4f5fe98695d3bed45595e37bb23c16a2978c80c"
+dependencies = [
+ "bytemuck",
+ "either",
+ "serde",
+ "version_check",
+]
+
 [[package]]
 name = "polars-compute"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "138785beda4e4a90a025219f09d0d15a671b2be9091513ede58e05db6ad4413f"
+checksum = "42a32eca8e08ac4cc5de2ac3996d2b38567bba72cdb19bbfd94c370193ed51dd"
 dependencies = [
  "atoi_simd",
  "bytemuck",
  "chrono",
  "either",
  "fast-float2",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "itoa",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-error",
  "polars-utils",
  "rand 0.9.2",
- "ryu",
  "serde",
- "skiplist",
  "strength_reduce",
  "strum_macros 0.27.2",
  "version_check",
+ "zmij",
 ]
 
 [[package]]
 name = "polars-core"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e77b1f08ef6dbb032bb1d0d3365464be950df9905f6827a95b24c4ca5518901d"
+checksum = "726296966d04268ee9679c2062af2d06c83c7a87379be471defe616b244c5029"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "boxcar",
  "bytemuck",
  "chrono",
  "chrono-tz",
  "comfy-table",
  "either",
- "hashbrown 0.15.5",
+ "getrandom 0.3.4",
+ "hashbrown 0.16.1",
  "indexmap 2.13.0",
  "itoa",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-dtype",
  "polars-error",
@@ -3672,12 +3766,12 @@ dependencies = [
 
 [[package]]
 name = "polars-dtype"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89c43d0ea57168be4546c4d8064479ed8b29a9c79c31a0c7c367ee734b9b7158"
+checksum = "51976dc46d42cd1e7ca252a9e3bdc90c63b0bfa7030047ebaf5250c2b7838fa6"
 dependencies = [
  "boxcar",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "polars-arrow",
  "polars-error",
  "polars-utils",
@@ -3687,9 +3781,9 @@ dependencies = [
 
 [[package]]
 name = "polars-error"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b9cb5d98f59f8b94673ee391840440ad9f0d2170afced95fc98aa86f895563c0"
+checksum = "8c13126f8baebc13dadf26a80dcf69a607977fc8a67b18671ad2cefc713a7bdd"
 dependencies = [
  "object_store",
  "parking_lot",
@@ -3701,17 +3795,19 @@ dependencies = [
 
 [[package]]
 name = "polars-expr"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "343931b818cf136349135ba11dbc18c27683b52c3477b1ba8ca606cf5ab1965c"
+checksum = "2151f54b0ae5d6b86c3c47df0898ff90edfe774807823f742f36e44973d51ea1"
 dependencies = [
- "bitflags 2.10.0",
- "hashbrown 0.15.5",
+ "bitflags",
+ "hashbrown 0.16.1",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-io",
+ "polars-json",
  "polars-ops",
  "polars-plan",
  "polars-row",
@@ -3720,13 +3816,15 @@ dependencies = [
  "rand 0.9.2",
  "rayon",
  "recursive",
+ "regex",
+ "version_check",
 ]
 
 [[package]]
 name = "polars-io"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "10388c64b8155122488229a881d1c6f4fdc393bc988e764ab51b182fcb2307e4"
+checksum = "059724d7762d7332cbc225e6504d996091b28fa1337716e06e5a81d9e54a34ad"
 dependencies = [
  "async-trait",
  "atoi_simd",
@@ -3737,7 +3835,7 @@ dependencies = [
  "fs4",
  "futures",
  "glob",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "home",
  "itoa",
  "memchr",
@@ -3746,6 +3844,8 @@ dependencies = [
  "object_store",
  "percent-encoding",
  "polars-arrow",
+ "polars-buffer",
+ "polars-compute",
  "polars-core",
  "polars-error",
  "polars-json",
@@ -3756,25 +3856,23 @@ dependencies = [
  "rayon",
  "regex",
  "reqwest",
- "ryu",
  "serde",
  "serde_json",
  "simd-json",
  "simdutf8",
  "tokio",
- "tokio-util",
- "url",
+ "zmij",
 ]
 
 [[package]]
 name = "polars-json"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b26d1a04292a82183c8eba94fdf1584f200bfac5ac2f4a6c5652c8c8ed3bb41c"
+checksum = "55581d4cc8f4122cae92d12aec997e6713ac483871391a7db09501604007be4b"
 dependencies = [
  "chrono",
  "fallible-streaming-iterator",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "indexmap 2.13.0",
  "itoa",
  "num-traits",
@@ -3782,22 +3880,23 @@ dependencies = [
  "polars-compute",
  "polars-error",
  "polars-utils",
- "ryu",
  "simd-json",
  "streaming-iterator",
+ "zmij",
 ]
 
 [[package]]
 name = "polars-lazy"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0fb6e2c6c2fa4ea0c660df1c06cf56960c81e7c2683877995bae3d4e3d408147"
+checksum = "02e1e24d4db8c349e9576564cfff47a3f08bb831dba9168f6599be178bc725e8"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "chrono",
  "either",
  "memchr",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-expr",
@@ -3815,11 +3914,10 @@ dependencies = [
 
 [[package]]
 name = "polars-mem-engine"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "20a856e98e253587c28d8132a5e7e5a75cb2c44731ca090f1481d45f1d123771"
+checksum = "c394e4cd90186043d4051ce118e90794afbe81ac5eb9a51e358a56728e8ebde3"
 dependencies = [
- "futures",
  "memmap2",
  "polars-arrow",
  "polars-core",
@@ -3833,14 +3931,13 @@ dependencies = [
  "polars-utils",
  "rayon",
  "recursive",
- "tokio",
 ]
 
 [[package]]
 name = "polars-ops"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "acf6062173fdc9ba05775548beb66e76643a148d9aeadc9984ed712bc4babd76"
+checksum = "7e47b2d9b3627662650da0a8c76ce5101ed1c61b104cb2b3663e0dc711571b12"
 dependencies = [
  "argminmax",
  "base64 0.22.1",
@@ -3848,7 +3945,7 @@ dependencies = [
  "chrono",
  "chrono-tz",
  "either",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "hex",
  "indexmap 2.13.0",
  "jsonpath_lib_polars_vendor",
@@ -3856,6 +3953,7 @@ dependencies = [
  "memchr",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-error",
@@ -3874,9 +3972,9 @@ dependencies = [
 
 [[package]]
 name = "polars-parquet"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cc1d769180dec070df0dc4b89299b364bf2cfe32b218ecc4ddd8f1a49ae60669"
+checksum = "436bae3e89438cafe69400e7567057d7d9820d21ac9a4f69a33b413f2666f03d"
 dependencies = [
  "async-stream",
  "base64 0.22.1",
@@ -3885,14 +3983,16 @@ dependencies = [
  "ethnum",
  "flate2",
  "futures",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "lz4",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-error",
  "polars-parquet-format",
  "polars-utils",
+ "regex",
  "serde",
  "simdutf8",
  "snap",
@@ -3912,22 +4012,24 @@ dependencies = [
 
 [[package]]
 name = "polars-plan"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1cd3a2e33ae4484fe407ab2d2ba5684f0889d1ccf3ad6b844103c03638e6d0a0"
+checksum = "f7930d5ae1d006179e65f01af57c859307b5875a4cc078dc75257250b9ae5162"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
+ "blake3",
  "bytemuck",
  "bytes",
  "chrono",
  "chrono-tz",
  "either",
  "futures",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "memmap2",
  "num-traits",
  "percent-encoding",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-error",
@@ -3941,19 +4043,22 @@ dependencies = [
  "recursive",
  "regex",
  "sha2",
+ "slotmap",
  "strum_macros 0.27.2",
+ "tokio",
  "version_check",
 ]
 
 [[package]]
 name = "polars-row"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "18734f17e0e348724df3ae65f3ee744c681117c04b041cac969dfceb05edabc0"
+checksum = "d29ea1a4554fe06442db1d6229235cd358e8eacba96aed8718f612caf3e3a646"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "bytemuck",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-dtype",
  "polars-error",
@@ -3962,9 +4067,9 @@ dependencies = [
 
 [[package]]
 name = "polars-schema"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e6c1ab13e04d5167661a9854ed1ea0482b2ed9b8a0f1118dabed7cd994a85e3"
+checksum = "d688e73f9156f93cb29350be144c8f1e84c1bc705f00ee7f15eb9706a7971273"
 dependencies = [
  "indexmap 2.13.0",
  "polars-error",
@@ -3975,11 +4080,11 @@ dependencies = [
 
 [[package]]
 name = "polars-sql"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4e7766da02cc1d464994404d3e88a7a0ccd4933df3627c325480fbd9bbc0a11"
+checksum = "100415f86069d7e9fbf54737148fc161a7c7316a6a7d375fb6cfc7fc64f570ae"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "hex",
  "polars-core",
  "polars-error",
@@ -3988,7 +4093,6 @@ dependencies = [
  "polars-plan",
  "polars-time",
  "polars-utils",
- "rand 0.9.2",
  "regex",
  "serde",
  "sqlparser",
@@ -3996,47 +4100,54 @@ dependencies = [
 
 [[package]]
 name = "polars-stream"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "31f6c6ca1ea01f9dea424d167e4f33f5ec44cd67fbfac9efd40575ed20521f14"
+checksum = "65a0c054bdf16efd16bbc587e8d5418ae28464d61afd735513579cd3c338fa70"
 dependencies = [
  "async-channel",
  "async-trait",
  "atomic-waker",
- "bitflags 2.10.0",
+ "bitflags",
+ "bytes",
+ "chrono-tz",
  "crossbeam-channel",
  "crossbeam-deque",
  "crossbeam-queue",
  "crossbeam-utils",
  "futures",
+ "memchr",
  "memmap2",
+ "num-traits",
  "parking_lot",
  "percent-encoding",
  "pin-project-lite",
  "polars-arrow",
+ "polars-buffer",
+ "polars-compute",
  "polars-core",
  "polars-error",
  "polars-expr",
  "polars-io",
+ "polars-json",
  "polars-mem-engine",
  "polars-ops",
  "polars-parquet",
  "polars-plan",
+ "polars-time",
  "polars-utils",
  "rand 0.9.2",
  "rayon",
  "recursive",
  "slotmap",
  "tokio",
- "tokio-util",
  "version_check",
 ]
 
 [[package]]
 name = "polars-time"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f6a3a6e279a7a984a0b83715660f9e880590c6129ec2104396bfa710bcd76dee"
+checksum = "72e80404e1e418c997230e3b2972c3be331f45df8bdd3150fe3bef562c7a332f"
 dependencies = [
  "atoi_simd",
  "bytemuck",
@@ -4057,21 +4168,24 @@ dependencies = [
 
 [[package]]
 name = "polars-utils"
-version = "0.51.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "57b267021b0e5422d7fbc70fd79e51b9f9a8466c585779373a18b0199e973f29"
+checksum = "c97cabf53eb8fbf6050cde3fef8f596c51cc25fd7d55fbde108d815ee6674abf"
 dependencies = [
+ "argminmax",
  "bincode",
  "bytemuck",
  "bytes",
  "compact_str",
  "either",
  "flate2",
- "foldhash 0.1.5",
- "hashbrown 0.15.5",
+ "foldhash 0.2.0",
+ "half",
+ "hashbrown 0.16.1",
  "indexmap 2.13.0",
  "libc",
  "memmap2",
+ "num-derive",
  "num-traits",
  "polars-error",
  "rand 0.9.2",
@@ -4088,6 +4202,12 @@ dependencies = [
  "version_check",
 ]
 
+[[package]]
+name = "portable-atomic"
+version = "1.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49"
+
 [[package]]
 name = "potential_utf"
 version = "0.1.4"
@@ -4119,7 +4239,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -4150,7 +4270,7 @@ dependencies = [
  "proc-macro-error-attr2",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -4162,6 +4282,38 @@ dependencies = [
  "unicode-ident",
 ]
 
+[[package]]
+name = "prost"
+version = "0.14.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d2ea70524a2f82d518bce41317d0fae74151505651af45faf1ffbd6fd33f0568"
+dependencies = [
+ "bytes",
+ "prost-derive",
+]
+
+[[package]]
+name = "prost-derive"
+version = "0.14.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "27c6023962132f4b30eb4c172c91ce92d933da334c59c23cddee82358ddafb0b"
+dependencies = [
+ "anyhow",
+ "itertools",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.116",
+]
+
+[[package]]
+name = "prost-types"
+version = "0.14.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8991c4cbdb8bc5b11f0b074ffe286c30e523de90fee5ba8132f1399f23cb3dd7"
+dependencies = [
+ "prost",
+]
+
 [[package]]
 name = "psm"
 version = "0.1.30"
@@ -4364,7 +4516,7 @@ version = "11.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "498cd0dc59d73224351ee52a95fee0f1a617a2eae0e7d9d720cc622c73a54186"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
 ]
 
 [[package]]
@@ -4404,16 +4556,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.114",
-]
-
-[[package]]
-name = "redox_syscall"
-version = "0.3.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "567664f262709473930a4bf9e51bf2ebf3348f2e748ccc50dea20646858f8f29"
-dependencies = [
- "bitflags 1.3.2",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -4422,7 +4565,7 @@ version = "0.5.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
 ]
 
 [[package]]
@@ -4431,7 +4574,7 @@ version = "0.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "35985aa610addc02e24fc232012c86fd11f14111180f902b67e2d5331f8ebf2b"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
 ]
 
 [[package]]
@@ -4451,7 +4594,7 @@ checksum = "b7186006dcb21920990093f30e3dea63b7d6e977bf1256be20c3563a5db070da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -4663,7 +4806,7 @@ version = "0.38.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fdb5bc1ae2baa591800df16c9ca78619bf65c0488b41b96ccec5d11220d8c154"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "errno",
  "libc",
  "linux-raw-sys 0.4.15",
@@ -4676,7 +4819,7 @@ version = "1.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "146c9e247ccc180c1f61615433868c99f3de3ae256a30a43b49f67c2d9171f34"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "errno",
  "libc",
  "linux-raw-sys 0.11.0",
@@ -4717,10 +4860,10 @@ version = "0.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "612460d5f7bea540c490b2b6395d8e34a953e52b491accd6c86c8164c5932a63"
 dependencies = [
- "openssl-probe 0.2.1",
+ "openssl-probe",
  "rustls-pki-types",
  "schannel",
- "security-framework 3.5.1",
+ "security-framework",
 ]
 
 [[package]]
@@ -4880,24 +5023,11 @@ dependencies = [
 
 [[package]]
 name = "security-framework"
-version = "2.11.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "897b2245f0b511c87893af39b033e5ca9cce68824c4d7e7630b5a1d339658d02"
-dependencies = [
- "bitflags 2.10.0",
- "core-foundation 0.9.4",
- "core-foundation-sys",
- "libc",
- "security-framework-sys",
-]
-
-[[package]]
-name = "security-framework"
-version = "3.5.1"
+version = "3.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b3297343eaf830f66ede390ea39da1d462b6b0c1b000f420d0a83f898bbbe6ef"
+checksum = "d17b898a6d6948c3a8ee4372c17cb384f90d2e6e912ef00895b14fd7ab54ec38"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "core-foundation 0.10.1",
  "core-foundation-sys",
  "libc",
@@ -4906,9 +5036,9 @@ dependencies = [
 
 [[package]]
 name = "security-framework-sys"
-version = "2.15.0"
+version = "2.16.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cc1f0cbffaac4852523ce30d8bd3c5cdc873501d96ff467ca09b6767bb8cd5c0"
+checksum = "321c8673b092a9a42605034a9879d73cb79101ed5fd117bc9a597b89b4e9e61a"
 dependencies = [
  "core-foundation-sys",
  "libc",
@@ -4937,7 +5067,7 @@ dependencies = [
  "sentry-panic",
  "sentry-tracing",
  "tokio",
- "ureq",
+ "ureq 2.12.1",
  "webpki-roots 0.26.11",
 ]
 
@@ -5071,7 +5201,7 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5107,7 +5237,7 @@ checksum = "175ee3e80ae9982737ca543e96133087cbd9a485eecc3bc4de9c1a37b47ea59c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5161,7 +5291,7 @@ dependencies = [
  "darling 0.21.3",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5187,7 +5317,7 @@ checksum = "6f50427f258fb77356e4cd4aa0e87e2bd2c66dbcee41dc405282cae2bfc26c83"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5229,9 +5359,9 @@ checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
 [[package]]
 name = "signal-hook"
-version = "0.3.18"
+version = "0.4.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d881a16cf4426aa584979d30bd82cb33429027e42122b169753d6ef1085ed6e2"
+checksum = "3b57709da74f9ff9f4a27dce9526eec25ca8407c45a7887243b031a58935fb8e"
 dependencies = [
  "libc",
  "signal-hook-registry",
@@ -5265,12 +5395,11 @@ checksum = "e320a6c5ad31d271ad523dcf3ad13e2767ad8b1cb8f047f75a8aeaf8da139da2"
 
 [[package]]
 name = "simd-json"
-version = "0.15.1"
+version = "0.17.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c962f626b54771990066e5435ec8331d1462576cd2d1e62f24076ae014f92112"
+checksum = "4255126f310d2ba20048db6321c81ab376f6a6735608bf11f0785c41f01f64e3"
 dependencies = [
  "ahash 0.8.12",
- "getrandom 0.3.4",
  "halfbrown",
  "once_cell",
  "ref-cast",
@@ -5298,16 +5427,6 @@ version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b2aa850e253778c88a04c3d7323b043aeda9d3e30d5971937c1855769763678e"
 
-[[package]]
-name = "skiplist"
-version = "0.6.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f354fd282d3177c2951004953e2fdc4cb342fa159bbee8b829852b6a081c8ea1"
-dependencies = [
- "rand 0.9.2",
- "thiserror 2.0.18",
-]
-
 [[package]]
 name = "slab"
 version = "0.4.12"
@@ -5373,11 +5492,24 @@ dependencies = [
 
 [[package]]
 name = "sqlparser"
-version = "0.53.0"
+version = "0.60.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05a528114c392209b3264855ad491fcce534b94a38771b0a0b97a79379275ce8"
+checksum = "505aa16b045c4c1375bf5f125cce3813d0176325bfe9ffc4a903f423de7774ff"
 dependencies = [
  "log",
+ "recursive",
+ "sqlparser_derive",
+]
+
+[[package]]
+name = "sqlparser_derive"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "028e551d5e270b31b9f3ea271778d9d827148d4287a5d96167b6bb9787f5cc38"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5441,7 +5573,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "structmeta-derive",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5452,7 +5584,7 @@ checksum = "152a0b65a590ff6c3da95cabe2353ee04e6167c896b28e3b14478c2636c922fc"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5480,7 +5612,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5492,7 +5624,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5514,9 +5646,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.114"
+version = "2.0.116"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4d107df263a3013ef9b1879b0df87d706ff80f65a86ea879bd9c31f9b307c2a"
+checksum = "3df424c70518695237746f84cede799c9c58fcb37450d7b23716568cc8bc69cb"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -5540,7 +5672,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5549,7 +5681,7 @@ version = "0.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a13f3d0daba03132c0aa9767f98351b3488edc2c100cda2d2ec2b04f3d8d3c8b"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "core-foundation 0.9.4",
  "system-configuration-sys",
 ]
@@ -5596,18 +5728,20 @@ dependencies = [
 
 [[package]]
 name = "testcontainers"
-version = "0.23.3"
+version = "0.26.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "59a4f01f39bb10fc2a5ab23eb0d888b1e2bb168c157f61a1b98e6c501c639c74"
+checksum = "a81ec0158db5fbb9831e09d1813fe5ea9023a2b5e6e8e0a5fe67e2a820733629"
 dependencies = [
+ "astral-tokio-tar",
  "async-trait",
  "bollard",
- "bollard-stubs",
  "bytes",
  "docker_credential",
  "either",
  "etcetera",
+ "ferroid",
  "futures",
+ "itertools",
  "log",
  "memchr",
  "parse-display",
@@ -5618,16 +5752,15 @@ dependencies = [
  "thiserror 2.0.18",
  "tokio",
  "tokio-stream",
- "tokio-tar",
  "tokio-util",
  "url",
 ]
 
 [[package]]
 name = "testcontainers-modules"
-version = "0.11.6"
+version = "0.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4d43ed4e8f58424c3a2c6c56dbea6643c3c23e8666a34df13c54f0a184e6c707"
+checksum = "5e75e78ff453128a2c7da9a5d5a3325ea34ea214d4bf51eab3417de23a4e5147"
 dependencies = [
  "testcontainers",
 ]
@@ -5658,7 +5791,7 @@ checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5669,7 +5802,7 @@ checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5771,7 +5904,7 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -5815,21 +5948,6 @@ dependencies = [
  "tokio",
 ]
 
-[[package]]
-name = "tokio-tar"
-version = "0.3.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d5714c010ca3e5c27114c1cdeb9d14641ace49874aa5626d7149e47aedace75"
-dependencies = [
- "filetime",
- "futures-core",
- "libc",
- "redox_syscall 0.3.5",
- "tokio",
- "tokio-stream",
- "xattr",
-]
-
 [[package]]
 name = "tokio-test"
 version = "0.4.5"
@@ -5850,7 +5968,6 @@ dependencies = [
  "bytes",
  "futures-core",
  "futures-sink",
- "futures-util",
  "pin-project-lite",
  "tokio",
 ]
@@ -5878,13 +5995,53 @@ dependencies = [
 
 [[package]]
 name = "toml_parser"
-version = "1.0.7+spec-1.1.0"
+version = "1.0.8+spec-1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "247eaa3197818b831697600aadf81514e577e0cba5eab10f7e064e78ae154df1"
+checksum = "0742ff5ff03ea7e67c8ae6c93cac239e0d9784833362da3f9a9c1da8dfefcbdc"
 dependencies = [
  "winnow",
 ]
 
+[[package]]
+name = "tonic"
+version = "0.14.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7f32a6f80051a4111560201420c7885d0082ba9efe2ab61875c587bb6b18b9a0"
+dependencies = [
+ "async-trait",
+ "axum",
+ "base64 0.22.1",
+ "bytes",
+ "h2 0.4.13",
+ "http 1.4.0",
+ "http-body 1.0.1",
+ "http-body-util",
+ "hyper 1.8.1",
+ "hyper-timeout",
+ "hyper-util",
+ "percent-encoding",
+ "pin-project",
+ "socket2 0.6.2",
+ "sync_wrapper",
+ "tokio",
+ "tokio-stream",
+ "tower",
+ "tower-layer",
+ "tower-service",
+ "tracing",
+]
+
+[[package]]
+name = "tonic-prost"
+version = "0.14.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9f86539c0089bfd09b1f8c0ab0239d80392af74c21bc9e0f15e1b4aca4c1647f"
+dependencies = [
+ "bytes",
+ "prost",
+ "tonic",
+]
+
 [[package]]
 name = "tower"
 version = "0.5.3"
@@ -5893,9 +6050,12 @@ checksum = "ebe5ef63511595f1344e2d5cfa636d973292adc0eec1f0ad45fae9f0851ab1d4"
 dependencies = [
  "futures-core",
  "futures-util",
+ "indexmap 2.13.0",
  "pin-project-lite",
+ "slab",
  "sync_wrapper",
  "tokio",
+ "tokio-util",
  "tower-layer",
  "tower-service",
  "tracing",
@@ -5907,7 +6067,7 @@ version = "0.6.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d4e6559d53cc268e5031cd8429d05415bc4cb4aefc4aa5d6cc35fbf5b924a1f8"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "bytes",
  "futures-util",
  "http 1.4.0",
@@ -5952,7 +6112,7 @@ checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -6017,9 +6177,9 @@ dependencies = [
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.23"
+version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "537dd038a89878be9b64dd4bd1b260315c1bb94f4d784956b81e27a088d9a09e"
+checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
 [[package]]
 name = "unicode-normalization"
@@ -6085,6 +6245,33 @@ dependencies = [
  "webpki-roots 0.26.11",
 ]
 
+[[package]]
+name = "ureq"
+version = "3.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fdc97a28575b85cfedf2a7e7d3cc64b3e11bd8ac766666318003abbacc7a21fc"
+dependencies = [
+ "base64 0.22.1",
+ "log",
+ "percent-encoding",
+ "rustls 0.23.36",
+ "rustls-pki-types",
+ "ureq-proto",
+ "utf-8",
+]
+
+[[package]]
+name = "ureq-proto"
+version = "0.5.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d81f9efa9df032be5934a46a068815a10a042b494b6a58cb0a1a97bb5467ed6f"
+dependencies = [
+ "base64 0.22.1",
+ "http 1.4.0",
+ "httparse",
+ "log",
+]
+
 [[package]]
 name = "url"
 version = "2.5.8"
@@ -6104,6 +6291,12 @@ version = "2.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "daf8dba3b7eb870caf1ddeed7bc9d2a049f3cfdfae7cb521b087cc33ae4c49da"
 
+[[package]]
+name = "utf-8"
+version = "0.7.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "09cc8ee72d2a9becf2f2febe0205bbed8fc6615b7cb429ad062dc7b7ddd036a9"
+
 [[package]]
 name = "utf8_iter"
 version = "1.0.4"
@@ -6112,11 +6305,11 @@ checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
 
 [[package]]
 name = "uuid"
-version = "1.20.0"
+version = "1.21.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ee48d38b119b0cd71fe4141b30f5ba9c7c5d9f4e7a3a8b4a674e4b6ef789976f"
+checksum = "b672338555252d43fd2240c714dc444b8c6fb0a5c5335e65a07bba7742735ddb"
 dependencies = [
- "getrandom 0.3.4",
+ "getrandom 0.4.1",
  "js-sys",
  "serde_core",
  "wasm-bindgen",
@@ -6149,7 +6342,7 @@ dependencies = [
  "proc-macro-error2",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -6160,9 +6353,9 @@ checksum = "ba73ea9cf16a25df0c8caa16c51acb937d5712a8429db78a3ee29d5dcacd3a65"
 
 [[package]]
 name = "value-trait"
-version = "0.11.0"
+version = "0.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0508fce11ad19e0aab49ce20b6bec7f8f82902ded31df1c9fc61b90f0eb396b8"
+checksum = "8e80f0c733af0720a501b3905d22e2f97662d8eacfe082a75ed7ffb5ab08cb59"
 dependencies = [
  "float-cmp",
  "halfbrown",
@@ -6283,7 +6476,7 @@ dependencies = [
  "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "wasm-bindgen-shared",
 ]
 
@@ -6337,7 +6530,7 @@ version = "0.244.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "47b807c72e1bac69382b3a6fb3dbe8ea4c0ed87ff5629b8685ae6b9a611028fe"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "hashbrown 0.15.5",
  "indexmap 2.13.0",
  "semver",
@@ -6420,7 +6613,7 @@ checksum = "b8e83a14d34d0623b51dce9581199302a221863196a1dde71a7663a4c2be9deb"
 dependencies = [
  "windows-implement",
  "windows-interface",
- "windows-link",
+ "windows-link 0.2.1",
  "windows-result",
  "windows-strings",
 ]
@@ -6433,7 +6626,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -6444,9 +6637,15 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
+[[package]]
+name = "windows-link"
+version = "0.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5e6ad25900d524eaabdbbb96d20b4311e1e7ae1699af4fb28c17ae66c80d798a"
+
 [[package]]
 name = "windows-link"
 version = "0.2.1"
@@ -6459,7 +6658,7 @@ version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "02752bf7fbdcce7f2a27a742f798510f3e5ad88dbe84871e5168e2120c3d5720"
 dependencies = [
- "windows-link",
+ "windows-link 0.2.1",
  "windows-result",
  "windows-strings",
 ]
@@ -6470,7 +6669,7 @@ version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7781fa89eaf60850ac3d2da7af8e5242a5ea78d1a11c49bf2910bb5a73853eb5"
 dependencies = [
- "windows-link",
+ "windows-link 0.2.1",
 ]
 
 [[package]]
@@ -6479,16 +6678,7 @@ version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7837d08f69c77cf6b07689544538e017c1bfcf57e34b4c0ff58e6c2cd3b37091"
 dependencies = [
- "windows-link",
-]
-
-[[package]]
-name = "windows-sys"
-version = "0.48.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "677d2418bec65e3338edb076e806bc1ec15693c5d0104683f2efe857f61056a9"
-dependencies = [
- "windows-targets 0.48.5",
+ "windows-link 0.2.1",
 ]
 
 [[package]]
@@ -6524,22 +6714,7 @@ version = "0.61.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ae137229bcbd6cdf0f7b80a31df61766145077ddf49416a728b02cb3921ff3fc"
 dependencies = [
- "windows-link",
-]
-
-[[package]]
-name = "windows-targets"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9a2fa6e2155d7247be68c096456083145c183cbbbc2764150dda45a87197940c"
-dependencies = [
- "windows_aarch64_gnullvm 0.48.5",
- "windows_aarch64_msvc 0.48.5",
- "windows_i686_gnu 0.48.5",
- "windows_i686_msvc 0.48.5",
- "windows_x86_64_gnu 0.48.5",
- "windows_x86_64_gnullvm 0.48.5",
- "windows_x86_64_msvc 0.48.5",
+ "windows-link 0.2.1",
 ]
 
 [[package]]
@@ -6564,7 +6739,7 @@ version = "0.53.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4945f9f551b88e0d65f3db0bc25c33b8acea4d9e41163edf90dcd0b19f9069f3"
 dependencies = [
- "windows-link",
+ "windows-link 0.2.1",
  "windows_aarch64_gnullvm 0.53.1",
  "windows_aarch64_msvc 0.53.1",
  "windows_i686_gnu 0.53.1",
@@ -6575,12 +6750,6 @@ dependencies = [
  "windows_x86_64_msvc 0.53.1",
 ]
 
-[[package]]
-name = "windows_aarch64_gnullvm"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2b38e32f0abccf9987a4e3079dfb67dcd799fb61361e53e2882c3cbaf0d905d8"
-
 [[package]]
 name = "windows_aarch64_gnullvm"
 version = "0.52.6"
@@ -6593,12 +6762,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a9d8416fa8b42f5c947f8482c43e7d89e73a173cead56d044f6a56104a6d1b53"
 
-[[package]]
-name = "windows_aarch64_msvc"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dc35310971f3b2dbbf3f0690a219f40e2d9afcf64f9ab7cc1be722937c26b4bc"
-
 [[package]]
 name = "windows_aarch64_msvc"
 version = "0.52.6"
@@ -6611,12 +6774,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b9d782e804c2f632e395708e99a94275910eb9100b2114651e04744e9b125006"
 
-[[package]]
-name = "windows_i686_gnu"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a75915e7def60c94dcef72200b9a8e58e5091744960da64ec734a6c6e9b3743e"
-
 [[package]]
 name = "windows_i686_gnu"
 version = "0.52.6"
@@ -6641,12 +6798,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fa7359d10048f68ab8b09fa71c3daccfb0e9b559aed648a8f95469c27057180c"
 
-[[package]]
-name = "windows_i686_msvc"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8f55c233f70c4b27f66c523580f78f1004e8b5a8b659e05a4eb49d4166cca406"
-
 [[package]]
 name = "windows_i686_msvc"
 version = "0.52.6"
@@ -6659,12 +6810,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e7ac75179f18232fe9c285163565a57ef8d3c89254a30685b57d83a38d326c2"
 
-[[package]]
-name = "windows_x86_64_gnu"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53d40abd2583d23e4718fddf1ebec84dbff8381c07cae67ff7768bbf19c6718e"
-
 [[package]]
 name = "windows_x86_64_gnu"
 version = "0.52.6"
@@ -6677,12 +6822,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9c3842cdd74a865a8066ab39c8a7a473c0778a3f29370b5fd6b4b9aa7df4a499"
 
-[[package]]
-name = "windows_x86_64_gnullvm"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0b7b52767868a23d5bab768e390dc5f5c55825b6d30b86c844ff2dc7414044cc"
-
 [[package]]
 name = "windows_x86_64_gnullvm"
 version = "0.52.6"
@@ -6695,12 +6834,6 @@ version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0ffa179e2d07eee8ad8f57493436566c7cc30ac536a3379fdf008f47f6bb7ae1"
 
-[[package]]
-name = "windows_x86_64_msvc"
-version = "0.48.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ed94fce61571a4006852b7389a063ab983c02eb1bb37b47f8272ce92d06d9538"
-
 [[package]]
 name = "windows_x86_64_msvc"
 version = "0.52.6"
@@ -6752,7 +6885,7 @@ dependencies = [
  "heck",
  "indexmap 2.13.0",
  "prettyplease",
- "syn 2.0.114",
+ "syn 2.0.116",
  "wasm-metadata",
  "wit-bindgen-core",
  "wit-component",
@@ -6768,7 +6901,7 @@ dependencies = [
  "prettyplease",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "wit-bindgen-core",
  "wit-bindgen-rust",
 ]
@@ -6780,7 +6913,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9d66ea20e9553b30172b5e831994e35fbde2d165325bec84fc43dbf6f4eb9cb2"
 dependencies = [
  "anyhow",
- "bitflags 2.10.0",
+ "bitflags",
  "indexmap 2.13.0",
  "log",
  "serde",
@@ -6866,7 +6999,7 @@ checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "synstructure",
 ]
 
@@ -6887,7 +7020,7 @@ checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -6907,7 +7040,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
  "synstructure",
 ]
 
@@ -6947,7 +7080,7 @@ checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.116",
 ]
 
 [[package]]
@@ -6972,9 +7105,9 @@ checksum = "a7948af682ccbc3342b6e9420e8c51c1fe5d7bf7756002b4a3c6cabfe96a7e3c"
 
 [[package]]
 name = "zmij"
-version = "1.0.20"
+version = "1.0.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4de98dfa5d5b7fef4ee834d0073d560c9ca7b6c46a71d058c48db7960f8cfaf7"
+checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
 
 [[package]]
 name = "zopfli"
diff --git a/applications/datamanager/Cargo.toml b/applications/datamanager/Cargo.toml
index 30c980c8..89a9a9dd 100644
--- a/applications/datamanager/Cargo.toml
+++ b/applications/datamanager/Cargo.toml
@@ -14,7 +14,7 @@ path = "src/main.rs"
 [dependencies]
 axum = "0.8.4"
 chrono = { version = "0.4.41", features = ["serde"] }
-polars = { version = "0.51.0", features = [
+polars = { version = "0.53.0", features = [
   "json",
   "lazy",
   "parquet",
@@ -48,5 +48,5 @@ http-body-util = "0.1"
 reqwest = { version = "0.12", features = ["json"] }
 mockito = "1.7"
 serial_test = "3.3"
-testcontainers = "0.23"
-testcontainers-modules = { version = "0.11", features = ["localstack"] }
+testcontainers = "0.26"
+testcontainers-modules = { version = "0.14", features = ["localstack"] }
diff --git a/applications/equitypricemodel/src/equitypricemodel/tide_data.py b/applications/equitypricemodel/src/equitypricemodel/tide_data.py
index 1432754f..c5545d24 100644
--- a/applications/equitypricemodel/src/equitypricemodel/tide_data.py
+++ b/applications/equitypricemodel/src/equitypricemodel/tide_data.py
@@ -1,7 +1,7 @@
 import json
 import os
 from datetime import date, datetime, timedelta
-from typing import cast
+from typing import Literal, cast
 
 import numpy as np
 import pandera.polars as pa
@@ -11,6 +11,8 @@
 
 logger = structlog.get_logger()
 
+DataType = Literal["train", "validate", "predict"]
+
 
 class Scaler:
     def __init__(self) -> None:
@@ -325,40 +327,25 @@ def get_dimensions(self) -> dict[str, int]:
             "static_continuous_features": 0,  # not using static_continuous_features for now  # noqa: E501
         }
 
-    def get_batches(  # noqa: C901
-        self,
-        data_type: str = "train",  # "train", "validate", or "predict"
-        validation_split: float = 0.8,
-        input_length: int = 35,
-        output_length: int = 7,
-        batch_size: int = 32,
-    ) -> list[dict[str, Tensor]]:
-        if data_type not in {"train", "validate", "predict"}:
-            message = f"Invalid data type: {data_type}. Must be 'train', 'validate', or 'predict'."  # noqa: E501
-            raise ValueError(message)
-
+    def _select_batch_data(
+        self, data_type: DataType, validation_split: float, sequence_length: int
+    ) -> pl.DataFrame:
+        """Select the appropriate batch data based on data type."""
         if data_type == "train":
-            self.batch_data, _ = self._get_training_and_validation_data(
-                validation_split
-            )
-
+            batch_data, _ = self._get_training_and_validation_data(validation_split)
         elif data_type == "validate":
-            _, self.batch_data = self._get_training_and_validation_data(
-                validation_split
-            )
-
-        elif data_type == "predict":
-            self.batch_data = self._get_prediction_data(input_length + output_length)
-
-        minimum_date: date = self.batch_data.select(
-            self.batch_data["date"].min()
-        ).item()
-        maximum_date: date = self.batch_data.select(
-            self.batch_data["date"].max()
-        ).item()
-
+            _, batch_data = self._get_training_and_validation_data(validation_split)
+        else:  # predict
+            batch_data = self._get_prediction_data(sequence_length)
+        return batch_data
+
+    def _validate_date_range(
+        self, batch_data: pl.DataFrame, required_days: int
+    ) -> None:
+        """Validate that the data has enough days for the required sequence length."""
+        minimum_date: date = batch_data.select(batch_data["date"].min()).item()
+        maximum_date: date = batch_data.select(batch_data["date"].max()).item()
         total_days = (maximum_date - minimum_date).days + 1
-        required_days = input_length + output_length
 
         if total_days < required_days:
             message = (
@@ -366,15 +353,75 @@ def get_batches(  # noqa: C901
             )
             raise ValueError(message)
 
-        # collect all samples first
-        samples = []
+    def _collect_samples_from_ticker(
+        self,
+        ticker_df: pl.DataFrame,
+        input_length: int,
+        output_length: int,
+        data_type: DataType,
+    ) -> list[dict]:
+        """Collect samples from a single ticker's data."""
         has_targets = data_type in {"train", "validate"}
+        categorical_array = (
+            ticker_df[self.categorical_columns].to_numpy().astype(np.int32)
+        )
+        continuous_array = (
+            ticker_df[self.continuous_columns].to_numpy().astype(np.float32)
+        )
+        static_array = (
+            ticker_df[self.static_categorical_columns]
+            .head(1)
+            .to_numpy()
+            .astype(np.int32)
+        )
+        target_array = (
+            ticker_df[["daily_return"]].to_numpy().astype(np.float32)
+            if has_targets
+            else None
+        )
 
-        # Partition by ticker once upfront (much faster than filtering per ticker)
-        logger.info("partitioning_data_by_ticker")
-        ticker_groups = self.batch_data.sort("time_idx").partition_by(
-            "ticker", as_dict=True
+        num_rows = len(ticker_df)
+        num_windows = num_rows - input_length - output_length + 1
+
+        if num_windows <= 0:
+            return []
+
+        window_indices = (
+            [num_windows - 1] if data_type == "predict" else range(num_windows)
         )
+
+        samples = []
+        for i in window_indices:
+            sample = {
+                "encoder_categorical": categorical_array[i : i + input_length].copy(),
+                "encoder_continuous": continuous_array[i : i + input_length].copy(),
+                "decoder_categorical": categorical_array[
+                    i + input_length : i + input_length + output_length
+                ].copy(),
+                "static_categorical": static_array.copy(),
+            }
+
+            if has_targets and target_array is not None:
+                sample["targets"] = target_array[
+                    i + input_length : i + input_length + output_length
+                ].copy()
+
+            samples.append(sample)
+
+        return samples
+
+    def _collect_all_samples(
+        self,
+        batch_data: pl.DataFrame,
+        input_length: int,
+        output_length: int,
+        data_type: DataType,
+    ) -> list[dict]:
+        """Collect samples from all tickers."""
+        samples = []
+
+        logger.info("partitioning_data_by_ticker")
+        ticker_groups = batch_data.sort("time_idx").partition_by("ticker", as_dict=True)
         total_tickers = len(ticker_groups)
         logger.info("batch_creation_started", total_tickers=total_tickers)
 
@@ -384,59 +431,21 @@ def get_batches(  # noqa: C901
                     "batch_progress", ticker_idx=idx, total_tickers=total_tickers
                 )
 
-            # Convert to numpy once per ticker (avoid repeated DataFrame operations)
-            # Use float32 for GPU compatibility (Metal doesn't support float64)
-            cat_array = ticker_df[self.categorical_columns].to_numpy().astype(np.int32)
-            cont_array = (
-                ticker_df[self.continuous_columns].to_numpy().astype(np.float32)
-            )
-            static_array = (
-                ticker_df[self.static_categorical_columns]
-                .head(1)
-                .to_numpy()
-                .astype(np.int32)
+            ticker_samples = self._collect_samples_from_ticker(
+                ticker_df, input_length, output_length, data_type
             )
-            target_array = (
-                ticker_df[["daily_return"]].to_numpy().astype(np.float32)
-                if has_targets
-                else None
-            )
-
-            num_rows = len(ticker_df)
-            num_windows = num_rows - input_length - output_length + 1
-
-            if num_windows <= 0:
-                continue
-
-            # For prediction, only use the last window (most recent data)
-            # For training/validation, use all windows
-            window_indices = (
-                [num_windows - 1] if data_type == "predict" else range(num_windows)
-            )
-
-            # Use numpy slicing (much faster than DataFrame slicing)
-            for i in window_indices:
-                sample = {
-                    "encoder_categorical": cat_array[i : i + input_length].copy(),
-                    "encoder_continuous": cont_array[i : i + input_length].copy(),
-                    "decoder_categorical": cat_array[
-                        i + input_length : i + input_length + output_length
-                    ].copy(),
-                    "static_categorical": static_array.copy(),
-                }
-
-                if has_targets and target_array is not None:
-                    sample["targets"] = target_array[
-                        i + input_length : i + input_length + output_length
-                    ].copy()
-
-                samples.append(sample)
+            samples.extend(ticker_samples)
 
         logger.info("sample_collection_complete", total_samples=len(samples))
+        return samples
 
-        # now batch the samples
+    def _create_batches(
+        self, samples: list[dict], batch_size: int, data_type: DataType
+    ) -> list[dict[str, Tensor]]:
+        """Create batches from collected samples."""
         logger.info("batching_samples", batch_size=batch_size)
         batches = []
+
         for i in range(0, len(samples), batch_size):
             batch_samples = samples[i : i + batch_size]
 
@@ -465,6 +474,33 @@ def get_batches(  # noqa: C901
         logger.info("batch_creation_complete", total_batches=len(batches))
         return batches
 
+    def get_batches(
+        self,
+        data_type: DataType = "train",
+        validation_split: float = 0.8,
+        input_length: int = 35,
+        output_length: int = 7,
+        batch_size: int = 32,
+    ) -> list[dict[str, Tensor]]:
+        if data_type not in {"train", "validate", "predict"}:
+            message = (
+                f"Invalid data type: {data_type}. "
+                "Must be 'train', 'validate', or 'predict'."
+            )
+            raise ValueError(message)
+
+        self.batch_data = self._select_batch_data(
+            data_type, validation_split, input_length + output_length
+        )
+
+        self._validate_date_range(self.batch_data, input_length + output_length)
+
+        samples = self._collect_all_samples(
+            self.batch_data, input_length, output_length, data_type
+        )
+
+        return self._create_batches(samples, batch_size, data_type)
+
     def save(self, directory_path: str) -> None:
         os.makedirs(directory_path, exist_ok=True)  # noqa: PTH103
 
diff --git a/applications/portfoliomanager/src/portfoliomanager/exceptions.py b/applications/portfoliomanager/src/portfoliomanager/exceptions.py
index fa3068e6..2eec2406 100644
--- a/applications/portfoliomanager/src/portfoliomanager/exceptions.py
+++ b/applications/portfoliomanager/src/portfoliomanager/exceptions.py
@@ -8,3 +8,7 @@ class InsufficientBuyingPowerError(Exception):
 
 class AssetNotShortableError(Exception):
     """Raised when attempting to short an asset that cannot be shorted."""
+
+
+class PortfolioDataError(Exception):
+    """Raised when portfolio data preparation fails."""
diff --git a/applications/portfoliomanager/src/portfoliomanager/server.py b/applications/portfoliomanager/src/portfoliomanager/server.py
index 9ac378fd..42dca025 100644
--- a/applications/portfoliomanager/src/portfoliomanager/server.py
+++ b/applications/portfoliomanager/src/portfoliomanager/server.py
@@ -10,7 +10,7 @@
 from fastapi import FastAPI, Response, status
 from sentry_sdk.integrations.logging import LoggingIntegration
 
-from .alpaca_client import AlpacaClient
+from .alpaca_client import AlpacaAccount, AlpacaClient
 
 sentry_sdk.init(
     dsn=os.environ.get("SENTRY_DSN"),
@@ -44,6 +44,7 @@
     AssetNotShortableError,
     InsufficientBuyingPowerError,
     InsufficientPredictionsError,
+    PortfolioDataError,
 )
 from .portfolio_schema import portfolio_schema  # noqa: E402
 from .risk_management import (  # noqa: E402
@@ -92,11 +93,220 @@ def health_check() -> Response:
     return Response(status_code=status.HTTP_200_OK)
 
 
-@application.post("/portfolio")
-async def create_portfolio() -> Response:  # noqa: PLR0911, PLR0912, PLR0915, C901
-    current_timestamp = datetime.now(tz=UTC)
-    logger.info("Starting portfolio rebalance", timestamp=current_timestamp.isoformat())
+def _close_single_position(close_position: dict) -> dict:
+    """Close a single position and return the result."""
+    try:
+        was_closed = alpaca_client.close_position(
+            ticker=close_position["ticker"],
+        )
+        if was_closed:
+            logger.info("Closed position", ticker=close_position["ticker"])
+            return {
+                "ticker": close_position["ticker"],
+                "action": "close",
+                "status": "success",
+            }
+        logger.info(
+            "Position already closed or did not exist",
+            ticker=close_position["ticker"],
+        )
+        return {
+            "ticker": close_position["ticker"],
+            "action": "close",
+            "status": "skipped",
+            "reason": "position_not_found",
+        }
+    except Exception as e:
+        logger.exception(
+            "Failed to close position",
+            ticker=close_position["ticker"],
+            error=str(e),
+        )
+        return {
+            "ticker": close_position["ticker"],
+            "action": "close",
+            "status": "failed",
+            "error": str(e),
+        }
+
+
+def _close_all_positions(close_positions: list[dict]) -> list[dict]:
+    """Close all positions and return results."""
+    return [_close_single_position(position) for position in close_positions]
+
+
+def _open_single_position(
+    open_position: dict, remaining_buying_power: float
+) -> tuple[dict, float, str | None]:
+    """
+    Open a single position and return the result, updated buying power, and skip reason.
+
+    Returns:
+        tuple: (result_dict, new_buying_power, skip_reason)
+        skip_reason is "insufficient_buying_power", "not_shortable", or None
+    """
+    ticker = open_position["ticker"]
+    side = open_position["side"]
+    dollar_amount = open_position["dollar_amount"]
+
+    if dollar_amount > remaining_buying_power:
+        logger.warning(
+            "Skipping position due to insufficient buying power",
+            ticker=ticker,
+            side=side,
+            dollar_amount=dollar_amount,
+            remaining_buying_power=remaining_buying_power,
+        )
+        return (
+            {
+                "ticker": ticker,
+                "action": "open",
+                "side": side,
+                "dollar_amount": dollar_amount,
+                "status": "skipped",
+                "reason": "insufficient_buying_power",
+            },
+            remaining_buying_power,
+            "insufficient_buying_power",
+        )
+
+    try:
+        alpaca_client.open_position(
+            ticker=ticker,
+            side=side,
+            dollar_amount=dollar_amount,
+        )
+        logger.info(
+            "Opened position",
+            ticker=ticker,
+            side=side,
+            dollar_amount=dollar_amount,
+        )
+        try:
+            account = alpaca_client.get_account()
+            remaining_buying_power = account.buying_power
+        except Exception:
+            logger.exception(
+                "Failed to refresh buying power from account, using estimate",
+                ticker=ticker,
+                deducting=dollar_amount,
+            )
+            remaining_buying_power -= dollar_amount
+
+        return (  # noqa: TRY300
+            {
+                "ticker": ticker,
+                "action": "open",
+                "side": side,
+                "dollar_amount": dollar_amount,
+                "status": "success",
+            },
+            remaining_buying_power,
+            None,
+        )
+    except InsufficientBuyingPowerError as e:
+        logger.warning(
+            "Insufficient buying power for position",
+            ticker=ticker,
+            side=side,
+            dollar_amount=dollar_amount,
+            error=str(e),
+        )
+        return (
+            {
+                "ticker": ticker,
+                "action": "open",
+                "side": side,
+                "dollar_amount": dollar_amount,
+                "status": "skipped",
+                "reason": "insufficient_buying_power",
+            },
+            remaining_buying_power,
+            "insufficient_buying_power",
+        )
+    except AssetNotShortableError as e:
+        logger.warning(
+            "Asset cannot be sold short",
+            ticker=ticker,
+            side=side,
+            error=str(e),
+        )
+        return (
+            {
+                "ticker": ticker,
+                "action": "open",
+                "side": side,
+                "dollar_amount": dollar_amount,
+                "status": "skipped",
+                "reason": "not_shortable",
+            },
+            remaining_buying_power,
+            "not_shortable",
+        )
+    except Exception as e:
+        logger.exception(
+            "Failed to open position",
+            ticker=ticker,
+            error=str(e),
+        )
+        return (
+            {
+                "ticker": ticker,
+                "action": "open",
+                "side": side,
+                "dollar_amount": dollar_amount,
+                "status": "failed",
+                "error": str(e),
+            },
+            remaining_buying_power,
+            None,
+        )
+
+
+def _open_all_positions(
+    open_positions: list[dict], initial_buying_power: float
+) -> tuple[list[dict], int, int]:
+    """
+    Open all positions and return results with skip counts.
+
+    Returns:
+        tuple: (results, skipped_insufficient_buying_power, skipped_not_shortable)
+    """
+    open_results = []
+    remaining_buying_power = initial_buying_power
+    skipped_insufficient_buying_power = 0
+    skipped_not_shortable = 0
+
+    for open_position in open_positions:
+        result, remaining_buying_power, skip_reason = _open_single_position(
+            open_position, remaining_buying_power
+        )
+        open_results.append(result)
+
+        if skip_reason == "insufficient_buying_power":
+            skipped_insufficient_buying_power += 1
+        elif skip_reason == "not_shortable":
+            skipped_not_shortable += 1
+
+    if skipped_insufficient_buying_power > 0 or skipped_not_shortable > 0:
+        logger.info(
+            "Some positions were skipped",
+            skipped_insufficient_buying_power=skipped_insufficient_buying_power,
+            skipped_not_shortable=skipped_not_shortable,
+        )
+
+    return open_results, skipped_insufficient_buying_power, skipped_not_shortable
+
 
+async def _prepare_portfolio_data(
+    current_timestamp: datetime,
+) -> tuple[AlpacaAccount, pl.DataFrame, list[str], pl.DataFrame]:
+    """
+    Prepare all data needed for portfolio rebalancing.
+
+    Returns a tuple of (account, predictions, tickers, portfolio).
+    Raises PortfolioDataError if preparation fails.
+    """
     try:
         account = alpaca_client.get_account()
         logger.info(
@@ -106,14 +316,16 @@ async def create_portfolio() -> Response:  # noqa: PLR0911, PLR0912, PLR0915, C9
         )
     except Exception as e:
         logger.exception("Failed to retrieve account", error=str(e))
-        return Response(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR)
+        message = "Failed to retrieve account"
+        raise PortfolioDataError(message) from e
 
     try:
         current_predictions = await get_current_predictions()
         logger.info("Retrieved predictions", count=len(current_predictions))
     except Exception as e:
         logger.exception("Failed to retrieve predictions", error=str(e))
-        return Response(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR)
+        message = "Failed to retrieve predictions"
+        raise PortfolioDataError(message) from e
 
     try:
         prior_portfolio_tickers = get_prior_portfolio_tickers()
@@ -122,7 +334,8 @@ async def create_portfolio() -> Response:  # noqa: PLR0911, PLR0912, PLR0915, C9
         )
     except Exception as e:
         logger.exception("Failed to retrieve prior portfolio tickers", error=str(e))
-        return Response(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR)
+        message = "Failed to retrieve prior portfolio tickers"
+        raise PortfolioDataError(message) from e
 
     try:
         optimal_portfolio = get_optimal_portfolio(
@@ -140,12 +353,33 @@ async def create_portfolio() -> Response:  # noqa: PLR0911, PLR0912, PLR0915, C9
             predictions_count=len(current_predictions),
             prior_portfolio_tickers_count=len(prior_portfolio_tickers),
         )
+        raise
+    except Exception as e:
+        logger.exception("Failed to create optimal portfolio", error=str(e))
+        message = "Failed to create optimal portfolio"
+        raise PortfolioDataError(message) from e
+
+    return account, current_predictions, prior_portfolio_tickers, optimal_portfolio
+
+
+@application.post("/portfolio")
+async def create_portfolio() -> Response:
+    current_timestamp = datetime.now(tz=UTC)
+    logger.info("Starting portfolio rebalance", timestamp=current_timestamp.isoformat())
+
+    try:
+        (
+            account,
+            _,
+            prior_portfolio_tickers,
+            optimal_portfolio,
+        ) = await _prepare_portfolio_data(current_timestamp)
+    except InsufficientPredictionsError:
         return Response(
             status_code=status.HTTP_204_NO_CONTENT,
             headers={"X-Portfolio-Status": "insufficient-predictions"},
         )
-    except Exception as e:
-        logger.exception("Failed to create optimal portfolio", error=str(e))
+    except PortfolioDataError:
         return Response(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR)
 
     try:
@@ -165,172 +399,17 @@ async def create_portfolio() -> Response:  # noqa: PLR0911, PLR0912, PLR0915, C9
         )
         return Response(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR)
 
-    close_results = []
-    for close_position in close_positions:
-        try:
-            was_closed = alpaca_client.close_position(
-                ticker=close_position["ticker"],
-            )
-            if was_closed:
-                logger.info("Closed position", ticker=close_position["ticker"])
-                close_results.append(
-                    {
-                        "ticker": close_position["ticker"],
-                        "action": "close",
-                        "status": "success",
-                    }
-                )
-            else:
-                logger.info(
-                    "Position already closed or did not exist",
-                    ticker=close_position["ticker"],
-                )
-                close_results.append(
-                    {
-                        "ticker": close_position["ticker"],
-                        "action": "close",
-                        "status": "skipped",
-                        "reason": "position_not_found",
-                    }
-                )
-        except Exception as e:
-            logger.exception(
-                "Failed to close position",
-                ticker=close_position["ticker"],
-                error=str(e),
-            )
-            close_results.append(
-                {
-                    "ticker": close_position["ticker"],
-                    "action": "close",
-                    "status": "failed",
-                    "error": str(e),
-                }
-            )
-
-    open_results = []
-    remaining_buying_power = account.buying_power
-    skipped_insufficient_buying_power = 0
-    skipped_not_shortable = 0
-
-    for open_position in open_positions:
-        ticker = open_position["ticker"]
-        side = open_position["side"]
-        dollar_amount = open_position["dollar_amount"]
-
-        if dollar_amount > remaining_buying_power:
-            logger.warning(
-                "Skipping position due to insufficient buying power",
-                ticker=ticker,
-                side=side,
-                dollar_amount=dollar_amount,
-                remaining_buying_power=remaining_buying_power,
-            )
-            skipped_insufficient_buying_power += 1
-            open_results.append(
-                {
-                    "ticker": ticker,
-                    "action": "open",
-                    "side": side,
-                    "dollar_amount": dollar_amount,
-                    "status": "skipped",
-                    "reason": "insufficient_buying_power",
-                }
-            )
-            continue
-
-        try:
-            alpaca_client.open_position(
-                ticker=ticker,
-                side=side,
-                dollar_amount=dollar_amount,
-            )
-            logger.info(
-                "Opened position",
-                ticker=ticker,
-                side=side,
-                dollar_amount=dollar_amount,
-            )
-            # Refresh remaining buying power from the account after a successful order
-            try:
-                account = alpaca_client.get_account()
-                remaining_buying_power = account.buying_power
-            except Exception:
-                logger.exception(
-                    "Failed to refresh buying power from account, using estimate",
-                    ticker=ticker,
-                    deducting=dollar_amount,
-                )
-                remaining_buying_power -= dollar_amount
-            open_results.append(
-                {
-                    "ticker": ticker,
-                    "action": "open",
-                    "side": side,
-                    "dollar_amount": dollar_amount,
-                    "status": "success",
-                }
-            )
-        except InsufficientBuyingPowerError as e:
-            logger.warning(
-                "Insufficient buying power for position",
-                ticker=ticker,
-                side=side,
-                dollar_amount=dollar_amount,
-                error=str(e),
-            )
-            skipped_insufficient_buying_power += 1
-            open_results.append(
-                {
-                    "ticker": ticker,
-                    "action": "open",
-                    "side": side,
-                    "dollar_amount": dollar_amount,
-                    "status": "skipped",
-                    "reason": "insufficient_buying_power",
-                }
-            )
-        except AssetNotShortableError as e:
-            logger.warning(
-                "Asset cannot be sold short",
-                ticker=ticker,
-                side=side,
-                error=str(e),
-            )
-            skipped_not_shortable += 1
-            open_results.append(
-                {
-                    "ticker": ticker,
-                    "action": "open",
-                    "side": side,
-                    "dollar_amount": dollar_amount,
-                    "status": "skipped",
-                    "reason": "not_shortable",
-                }
-            )
-        except Exception as e:
-            logger.exception(
-                "Failed to open position",
-                ticker=ticker,
-                error=str(e),
-            )
-            open_results.append(
-                {
-                    "ticker": ticker,
-                    "action": "open",
-                    "side": side,
-                    "dollar_amount": dollar_amount,
-                    "status": "failed",
-                    "error": str(e),
-                }
-            )
+    close_results = _close_all_positions(close_positions)
 
-    if skipped_insufficient_buying_power > 0 or skipped_not_shortable > 0:
-        logger.info(
-            "Some positions were skipped",
-            skipped_insufficient_buying_power=skipped_insufficient_buying_power,
-            skipped_not_shortable=skipped_not_shortable,
+    try:
+        account = alpaca_client.get_account()
+    except Exception as e:
+        logger.exception(
+            "Failed to refresh account after closing positions", error=str(e)
         )
+        return Response(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR)
+
+    open_results, _, _ = _open_all_positions(open_positions, account.buying_power)
 
     all_results = close_results + open_results
     failed_trades = [r for r in all_results if r["status"] == "failed"]
diff --git a/infrastructure/Pulumi.production.yaml b/infrastructure/Pulumi.production.yaml
index b63e995e..6bea456e 100644
--- a/infrastructure/Pulumi.production.yaml
+++ b/infrastructure/Pulumi.production.yaml
@@ -1,3 +1,5 @@
+# yamllint disable rule:line-length
+---
 config:
   aws:region: us-east-1
   fund:budgetAlertEmailAddresses:
diff --git a/infrastructure/Pulumi.yaml b/infrastructure/Pulumi.yaml
index b25136ab..6fb69499 100644
--- a/infrastructure/Pulumi.yaml
+++ b/infrastructure/Pulumi.yaml
@@ -1,3 +1,4 @@
+---
 name: fund
 runtime:
   name: python
diff --git a/infrastructure/docker-compose.yaml b/infrastructure/docker-compose.yaml
index a223b926..5f9c66ae 100644
--- a/infrastructure/docker-compose.yaml
+++ b/infrastructure/docker-compose.yaml
@@ -1,3 +1,4 @@
+---
 version: "3.9"
 services:
   datamanager:
diff --git a/maskfile.md b/maskfile.md
index 9a708939..71680aba 100644
--- a/maskfile.md
+++ b/maskfile.md
@@ -568,6 +568,20 @@ uv run coverage run --parallel-mode -m pytest \
 echo "Python tests completed successfully"
 ```
 
+#### complexity
+
+> Run Python code complexity analysis
+
+```bash
+set -euo pipefail
+
+echo "Running Python complexity analysis"
+
+xenon --max-absolute C --max-modules C --max-average A .
+
+echo "Python complexity analysis completed successfully"
+```
+
 #### all
 
 > Full Python development checks
@@ -624,6 +638,38 @@ mask development markdown lint
 echo "Markdown development checks completed successfully"
 ```
 
+### yaml
+
+> YAML development workflow commands
+
+#### lint
+
+> Run YAML lint checks
+
+```bash
+set -euo pipefail
+
+echo "Running YAML lint checks"
+
+yamllint .
+
+echo "YAML linting completed successfully"
+```
+
+#### all
+
+> Full YAML development checks
+
+```bash
+set -euo pipefail
+
+echo "Running YAML development checks"
+
+mask development yaml lint
+
+echo "YAML development checks completed successfully"
+```
+
 ## data
 
 > Data management commands
diff --git a/pyproject.toml b/pyproject.toml
index f3df451b..626cb6f4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "fund"
 version = "20250602.4"
-description = "Open source quantitative hedge fund 🍊"
+description = "The open source capital management company"
 requires-python = "==3.12.10"
 dependencies = [
   "internal",
diff --git a/uv.lock b/uv.lock
index a186b997..8b89d57a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -421,41 +421,41 @@ wheels = [
 
 [[package]]
 name = "cryptography"
-version = "46.0.4"
+version = "46.0.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/78/19/f748958276519adf6a0c1e79e7b8860b4830dda55ccdf29f2719b5fc499c/cryptography-46.0.4.tar.gz", hash = "sha256:bfd019f60f8abc2ed1b9be4ddc21cfef059c841d86d710bb69909a688cbb8f59", size = 749301, upload-time = "2026-01-28T00:24:37.379Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/8d/99/157aae7949a5f30d51fcb1a9851e8ebd5c74bf99b5285d8bb4b8b9ee641e/cryptography-46.0.4-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:281526e865ed4166009e235afadf3a4c4cba6056f99336a99efba65336fd5485", size = 7173686, upload-time = "2026-01-28T00:23:07.515Z" },
-    { url = "https://files.pythonhosted.org/packages/87/91/874b8910903159043b5c6a123b7e79c4559ddd1896e38967567942635778/cryptography-46.0.4-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5f14fba5bf6f4390d7ff8f086c566454bff0411f6d8aa7af79c88b6f9267aecc", size = 4275871, upload-time = "2026-01-28T00:23:09.439Z" },
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