diff --git a/Cargo.lock b/Cargo.lock
index 179359d..24ba30d 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -400,7 +400,7 @@ dependencies = [
  "serde_json",
  "tempfile",
  "thiserror 2.0.18",
- "tokenizers",
+ "tokenizers 0.21.4",
  "toml 0.8.23",
 ]
 
@@ -480,12 +480,6 @@ dependencies = [
  "cpufeatures 0.3.0",
 ]
 
-[[package]]
-name = "block"
-version = "0.1.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0d8c1fef690941d3e7788d328517591fecc684c084084702d6ff1641e993699a"
-
 [[package]]
 name = "block-buffer"
 version = "0.10.4"
@@ -630,16 +624,15 @@ dependencies = [
 
 [[package]]
 name = "candle-core"
-version = "0.9.2"
+version = "0.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c15b675b80d994b2eadb20a4bbe434eabeb454eac3ee5e2b4cf6f147ee9be091"
+checksum = "d11c8be87cfbaef9ebb62fb3f850d1fc8e00cc1d11d393fdbe55a4d5c2cdb325"
 dependencies = [
  "accelerate-src",
  "byteorder",
  "candle-metal-kernels",
- "candle-ug",
  "float8",
- "gemm 0.19.0",
+ "gemm",
  "half",
  "libc",
  "libm",
@@ -648,21 +641,25 @@ dependencies = [
  "num_cpus",
  "objc2-foundation",
  "objc2-metal",
+ "parking_lot",
  "rand",
  "rand_distr",
  "rayon",
- "safetensors 0.7.0",
+ "safetensors",
  "thiserror 2.0.18",
- "yoke 0.8.3",
+ "tokenizers 0.23.2",
+ "yoke",
+ "zerocopy",
  "zip",
 ]
 
 [[package]]
 name = "candle-metal-kernels"
-version = "0.9.2"
+version = "0.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fdfe9d06de16ce49961e49084e5b79a75a9bdf157246e7c7b6328e87a7aa25d"
+checksum = "6e9fdf9f3fb13fb677fec22802f85515e4bdf9a2b8fa153efb5454eced755932"
 dependencies = [
+ "block2",
  "half",
  "objc2",
  "objc2-foundation",
@@ -674,9 +671,9 @@ dependencies = [
 
 [[package]]
 name = "candle-nn"
-version = "0.9.2"
+version = "0.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3045fa9e7aef8567d209a27d56b692f60b96f4d0569f4c3011f8ca6715c65e03"
+checksum = "437fabe77547c2447c7bdf3cc946e19db29a2832440176b419f77c80b0a9a05e"
 dependencies = [
  "accelerate-src",
  "candle-core",
@@ -686,22 +683,22 @@ dependencies = [
  "num-traits",
  "objc2-metal",
  "rayon",
- "safetensors 0.7.0",
+ "safetensors",
  "serde",
  "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "candle-transformers"
-version = "0.9.2"
+version = "0.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b538ec4aa807c416a2ddd3621044888f188827862e2a6fcacba4738e89795d01"
+checksum = "2b1e1abeac23d7df4f94e8a3852b3dbb661d332e37c3bef479507bac867187b2"
 dependencies = [
  "accelerate-src",
  "byteorder",
  "candle-core",
  "candle-nn",
- "fancy-regex",
+ "fancy-regex 0.19.2",
  "num-traits",
  "rand",
  "rayon",
@@ -711,16 +708,6 @@ dependencies = [
  "tracing",
 ]
 
-[[package]]
-name = "candle-ug"
-version = "0.9.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c22d62be69068bf58987a45f690612739d8d2ea1bf508c1b87dc6815a019575d"
-dependencies = [
- "ug",
- "ug-metal",
-]
-
 [[package]]
 name = "cargo-platform"
 version = "0.1.9"
@@ -942,16 +929,6 @@ dependencies = [
  "version_check",
 ]
 
-[[package]]
-name = "core-foundation"
-version = "0.9.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "91e195e091a93c46f7102ec7818a2aa394e1e1771c3ab4825963fa03e45afb8f"
-dependencies = [
- "core-foundation-sys",
- "libc",
-]
-
 [[package]]
 name = "core-foundation"
 version = "0.10.1"
@@ -975,23 +952,12 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "064badf302c3194842cf2c5d61f56cc88e54a759313879cdf03abdd27d0c3b97"
 dependencies = [
  "bitflags 2.13.0",
- "core-foundation 0.10.1",
- "core-graphics-types 0.2.0",
+ "core-foundation",
+ "core-graphics-types",
  "foreign-types",
  "libc",
 ]
 
-[[package]]
-name = "core-graphics-types"
-version = "0.1.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "45390e6114f68f718cc7a830514a96f903cccd70d02a8f6d9f643ac4ba45afaf"
-dependencies = [
- "bitflags 1.3.2",
- "core-foundation 0.9.4",
- "libc",
-]
-
 [[package]]
 name = "core-graphics-types"
 version = "0.2.0"
@@ -999,7 +965,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3d44a101f213f6c4cdc1853d4b78aef6db6bdfa3468798cc1d9912f4735013eb"
 dependencies = [
  "bitflags 2.13.0",
- "core-foundation 0.10.1",
+ "core-foundation",
  "libc",
 ]
 
@@ -1130,6 +1096,12 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "daachorse"
+version = "3.0.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5614204febbc33cc07a2806aa6440b904ac012b68eecc37f4493ea4a76455a3d"
+
 [[package]]
 name = "darling"
 version = "0.20.11"
@@ -1611,6 +1583,17 @@ dependencies = [
  "regex-syntax",
 ]
 
+[[package]]
+name = "fancy-regex"
+version = "0.19.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d301f5bf187b3c295fce6468d3875037a0bccc5f6b151c63cac2f85babf21912"
+dependencies = [
+ "bit-set",
+ "regex-automata",
+ "regex-syntax",
+]
+
 [[package]]
 name = "fastrand"
 version = "2.4.1"
@@ -1666,9 +1649,9 @@ dependencies = [
 
 [[package]]
 name = "float8"
-version = "0.6.1"
+version = "0.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "719a903cc23e4a89e87962c2a80fdb45cdaad0983a89bd150bb57b4c8571a7d5"
+checksum = "c2d1f04709a8ac06e8e8042875a3c466cc4832d3c1a18dbcb9dba3c6e83046bc"
 dependencies = [
  "half",
  "num-traits",
@@ -1922,26 +1905,6 @@ dependencies = [
  "x11",
 ]
 
-[[package]]
-name = "gemm"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ab96b703d31950f1aeddded248bc95543c9efc7ac9c4a21fda8703a83ee35451"
-dependencies = [
- "dyn-stack",
- "gemm-c32 0.18.2",
- "gemm-c64 0.18.2",
- "gemm-common 0.18.2",
- "gemm-f16 0.18.2",
- "gemm-f32 0.18.2",
- "gemm-f64 0.18.2",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid",
- "seq-macro",
-]
-
 [[package]]
 name = "gemm"
 version = "0.19.0"
@@ -1949,27 +1912,12 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "aa0673db364b12263d103b68337a68fbecc541d6f6b61ba72fe438654709eacb"
 dependencies = [
  "dyn-stack",
- "gemm-c32 0.19.0",
- "gemm-c64 0.19.0",
- "gemm-common 0.19.0",
- "gemm-f16 0.19.0",
- "gemm-f32 0.19.0",
- "gemm-f64 0.19.0",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm-c32"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f6db9fd9f40421d00eea9dd0770045a5603b8d684654816637732463f4073847"
-dependencies = [
- "dyn-stack",
- "gemm-common 0.18.2",
+ "gemm-c32",
+ "gemm-c64",
+ "gemm-common",
+ "gemm-f16",
+ "gemm-f32",
+ "gemm-f64",
  "num-complex",
  "num-traits",
  "paste",
@@ -1984,22 +1932,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "086936dbdcb99e37aad81d320f98f670e53c1e55a98bee70573e83f95beb128c"
 dependencies = [
  "dyn-stack",
- "gemm-common 0.19.0",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm-c64"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dfcad8a3d35a43758330b635d02edad980c1e143dc2f21e6fd25f9e4eada8edf"
-dependencies = [
- "dyn-stack",
- "gemm-common 0.18.2",
+ "gemm-common",
  "num-complex",
  "num-traits",
  "paste",
@@ -2014,33 +1947,12 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "20c8aeeeec425959bda4d9827664029ba1501a90a0d1e6228e48bef741db3a3f"
 dependencies = [
  "dyn-stack",
- "gemm-common 0.19.0",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm-common"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a352d4a69cbe938b9e2a9cb7a3a63b7e72f9349174a2752a558a8a563510d0f3"
-dependencies = [
- "bytemuck",
- "dyn-stack",
- "half",
- "libm",
+ "gemm-common",
  "num-complex",
  "num-traits",
- "once_cell",
  "paste",
- "pulp 0.21.5",
  "raw-cpuid",
- "rayon",
  "seq-macro",
- "sysctl",
 ]
 
 [[package]]
@@ -2057,31 +1969,13 @@ dependencies = [
  "num-traits",
  "once_cell",
  "paste",
- "pulp 0.22.3",
+ "pulp",
  "raw-cpuid",
  "rayon",
  "seq-macro",
  "sysctl",
 ]
 
-[[package]]
-name = "gemm-f16"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cff95ae3259432f3c3410eaa919033cd03791d81cebd18018393dc147952e109"
-dependencies = [
- "dyn-stack",
- "gemm-common 0.18.2",
- "gemm-f32 0.18.2",
- "half",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid",
- "rayon",
- "seq-macro",
-]
-
 [[package]]
 name = "gemm-f16"
 version = "0.19.0"
@@ -2089,8 +1983,8 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e3df7a55202e6cd6739d82ae3399c8e0c7e1402859b30e4cb780e61525d9486e"
 dependencies = [
  "dyn-stack",
- "gemm-common 0.19.0",
- "gemm-f32 0.19.0",
+ "gemm-common",
+ "gemm-f32",
  "half",
  "num-complex",
  "num-traits",
@@ -2100,21 +1994,6 @@ dependencies = [
  "seq-macro",
 ]
 
-[[package]]
-name = "gemm-f32"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bc8d3d4385393304f407392f754cd2dc4b315d05063f62cf09f47b58de276864"
-dependencies = [
- "dyn-stack",
- "gemm-common 0.18.2",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid",
- "seq-macro",
-]
-
 [[package]]
 name = "gemm-f32"
 version = "0.19.0"
@@ -2122,22 +2001,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "02e0b8c9da1fbec6e3e3ab2ce6bc259ef18eb5f6f0d3e4edf54b75f9fd41a81c"
 dependencies = [
  "dyn-stack",
- "gemm-common 0.19.0",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm-f64"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35b2a4f76ce4b8b16eadc11ccf2e083252d8237c1b589558a49b0183545015bd"
-dependencies = [
- "dyn-stack",
- "gemm-common 0.18.2",
+ "gemm-common",
  "num-complex",
  "num-traits",
  "paste",
@@ -2152,7 +2016,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "056131e8f2a521bfab322f804ccd652520c79700d81209e9d9275bbdecaadc6a"
 dependencies = [
  "dyn-stack",
- "gemm-common 0.19.0",
+ "gemm-common",
  "num-complex",
  "num-traits",
  "paste",
@@ -2210,8 +2074,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "300e883d756b2e4ec94e02791f39b04b522276138852cfc41d9fb7e904106099"
 dependencies = [
  "cfg-if",
+ "js-sys",
  "libc",
  "r-efi 6.0.0",
+ "wasm-bindgen",
 ]
 
 [[package]]
@@ -2610,7 +2476,7 @@ dependencies = [
  "displaydoc",
  "potential_utf",
  "utf8_iter",
- "yoke 0.8.3",
+ "yoke",
  "zerofrom",
  "zerovec",
 ]
@@ -2677,7 +2543,7 @@ dependencies = [
  "displaydoc",
  "icu_locale_core",
  "writeable",
- "yoke 0.8.3",
+ "yoke",
  "zerofrom",
  "zerotrie",
  "zerovec",
@@ -2992,7 +2858,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6e9ec52138abedcc58dc17a7c6c0c00a2bdb4f3427c7f63fa97fd0d859155caf"
 dependencies = [
  "gtk-sys",
- "libloading 0.7.4",
+ "libloading",
  "once_cell",
 ]
 
@@ -3021,16 +2887,6 @@ dependencies = [
  "winapi",
 ]
 
-[[package]]
-name = "libloading"
-version = "0.8.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d7c4b02199fee7c5d21a5ae7d8cfa79a6ef5bb2fc834d6e9058e89c825efdc55"
-dependencies = [
- "cfg-if",
- "windows-link 0.2.1",
-]
-
 [[package]]
 name = "libm"
 version = "0.2.16"
@@ -3100,15 +2956,6 @@ version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "670fdfda89751bc4a84ac13eaa63e205cf0fd22b4c9a5fbfa085b63c1f1d3a30"
 
-[[package]]
-name = "malloc_buf"
-version = "0.0.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62bb907fe88d54d8d9ce32a3cceab4218ed2f6b7d35617cafe9adf84e43919cb"
-dependencies = [
- "libc",
-]
-
 [[package]]
 name = "markup5ever"
 version = "0.38.0"
@@ -3154,21 +3001,6 @@ dependencies = [
  "autocfg",
 ]
 
-[[package]]
-name = "metal"
-version = "0.29.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ecfd3296f8c56b7c1f6fbac3c71cefa9d78ce009850c45000015f206dc7fa21"
-dependencies = [
- "bitflags 2.13.0",
- "block",
- "core-graphics-types 0.1.3",
- "foreign-types",
- "log",
- "objc",
- "paste",
-]
-
 [[package]]
 name = "mime"
 version = "0.3.17"
@@ -3353,30 +3185,6 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
-[[package]]
-name = "num"
-version = "0.4.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
-dependencies = [
- "num-bigint",
- "num-complex",
- "num-integer",
- "num-iter",
- "num-rational",
- "num-traits",
-]
-
-[[package]]
-name = "num-bigint"
-version = "0.4.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5e44f723f1133c9deac646763579fdb3ac745e418f2a7af9cd0c431da1f20b9"
-dependencies = [
- "num-integer",
- "num-traits",
-]
-
 [[package]]
 name = "num-complex"
 version = "0.4.6"
@@ -3393,37 +3201,6 @@ version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "521739c6d2bac4aa25192232afe6841231376b2b26d4d9fae5ecf8ca5772e441"
 
-[[package]]
-name = "num-integer"
-version = "0.1.46"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7969661fd2958a5cb096e56c8e1ad0444ac2bbcd0061bd28660485a44879858f"
-dependencies = [
- "num-traits",
-]
-
-[[package]]
-name = "num-iter"
-version = "0.1.45"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1429034a0490724d0075ebb2bc9e875d6503c3cf69e235a8941aa757d83ef5bf"
-dependencies = [
- "autocfg",
- "num-integer",
- "num-traits",
-]
-
-[[package]]
-name = "num-rational"
-version = "0.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f83d14da390562dca69fc84082e73e548e1ad308d24accdedd2720017cb37824"
-dependencies = [
- "num-bigint",
- "num-integer",
- "num-traits",
-]
-
 [[package]]
 name = "num-traits"
 version = "0.2.19"
@@ -3472,15 +3249,6 @@ version = "0.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "830b246a0e5f20af87141b25c173cd1b609bd7779a4617d6ec582abaf90870f3"
 
-[[package]]
-name = "objc"
-version = "0.2.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "915b1b472bc21c53464d6c8461c9d3af805ba1ef837e1cac254428f4a77177b1"
-dependencies = [
- "malloc_buf",
-]
-
 [[package]]
 name = "objc2"
 version = "0.6.4"
@@ -4085,20 +3853,6 @@ dependencies = [
  "unarray",
 ]
 
-[[package]]
-name = "pulp"
-version = "0.21.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "96b86df24f0a7ddd5e4b95c94fc9ed8a98f1ca94d3b01bdce2824097e7835907"
-dependencies = [
- "bytemuck",
- "cfg-if",
- "libm",
- "num-complex",
- "reborrow",
- "version_check",
-]
-
 [[package]]
 name = "pulp"
 version = "0.22.3"
@@ -4324,9 +4078,9 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.14"
+version = "0.4.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e1dd4122fc1595e8162618945476892eefca7b88c52820e74af6262213cae8f"
+checksum = "ad8553b9b26413251cbf30e620595c7a41b3887f03da04579c0e6b0d6a06b4b2"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -4466,9 +4220,9 @@ dependencies = [
 
 [[package]]
 name = "rustls"
-version = "0.23.41"
+version = "0.23.46"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6b92b125634d9b795e7beca796cc790df15a7fb38323bf3196fda83292d06b1f"
+checksum = "48e13bd8c0e9365c43cfa5c9e8f9ad49d3c8444926c9aac819e0e4dc503c8fdf"
 dependencies = [
  "log",
  "once_cell",
@@ -4490,9 +4244,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-webpki"
-version = "0.103.13"
+version = "0.103.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61c429a8649f110dddef65e2a5ad240f747e85f7758a6bccc7e5777bd33f756e"
+checksum = "4443b1b6d39d7c663139942cc4558262562d2c84123bb6282ef177009ca8b281"
 dependencies = [
  "ring",
  "rustls-pki-types",
@@ -4525,23 +4279,15 @@ checksum = "9774ba4a74de5f7b1c1451ed6cd5285a32eddb5cccb8cc655a4e50009e06477f"
 
 [[package]]
 name = "safetensors"
-version = "0.4.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "44560c11236a6130a46ce36c836a62936dc81ebf8c36a37947423571be0e55b6"
-dependencies = [
- "serde",
- "serde_json",
-]
-
-[[package]]
-name = "safetensors"
-version = "0.7.0"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "675656c1eabb620b921efea4f9199f97fc86e36dd6ffd1fbbe48d0f59a4987f5"
+checksum = "79b079b829cb27a1c3c374341345ed2e8b2c0c839034522cee576c140bd7f846"
 dependencies = [
  "hashbrown 0.16.1",
+ "libc",
  "serde",
  "serde_json",
+ "tempfile",
 ]
 
 [[package]]
@@ -4617,7 +4363,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b7f4bc775c73d9a02cde8bf7b2ec4c9d12743edf609006c7facc23998404cd1d"
 dependencies = [
  "bitflags 2.13.0",
- "core-foundation 0.10.1",
+ "core-foundation",
  "core-foundation-sys",
  "libc",
  "security-framework-sys",
@@ -5129,7 +4875,7 @@ checksum = "d1c93047acf68669466a34690ac58cca7010bd1b201e1ec86f1fd0a75d3dd4a9"
 dependencies = [
  "bitflags 2.13.0",
  "block2",
- "core-foundation 0.10.1",
+ "core-foundation",
  "core-graphics",
  "crossbeam-channel",
  "dbus",
@@ -5661,6 +5407,39 @@ dependencies = [
  "unicode_categories",
 ]
 
+[[package]]
+name = "tokenizers"
+version = "0.23.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7afbf6e88718afcc138bad01d6ccc3051dbbc3b2ce9793d8b8a3aeb610969cfc"
+dependencies = [
+ "ahash",
+ "compact_str",
+ "daachorse",
+ "dary_heap",
+ "derive_builder",
+ "esaxx-rs",
+ "fancy-regex 0.17.0",
+ "getrandom 0.3.4",
+ "itertools",
+ "log",
+ "macro_rules_attribute",
+ "monostate",
+ "paste",
+ "rand",
+ "rayon",
+ "rayon-cond",
+ "regex",
+ "regex-syntax",
+ "serde",
+ "serde_json",
+ "spm_precompiled",
+ "thiserror 2.0.18",
+ "unicode-normalization-alignments",
+ "unicode-segmentation",
+ "unicode_categories",
+]
+
 [[package]]
 name = "tokio"
 version = "1.52.3"
@@ -5999,9 +5778,9 @@ checksum = "e421abadd41a4225275504ea4d6566923418b7f05506fbc9c0fe86ba7396114b"
 
 [[package]]
 name = "typed-path"
-version = "0.12.3"
+version = "0.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e28f89b80c87b8fb0cf04ab448d5dd0dd0ade2f8891bae878de66a75a28600e"
+checksum = "9ce898823d8cd0f028662d2f349694b1af0a5cc9be83f1d213a00d3147445e1e"
 
 [[package]]
 name = "typeid"
@@ -6026,41 +5805,6 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
-[[package]]
-name = "ug"
-version = "0.5.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "76b761acf8af3494640d826a8609e2265e19778fb43306c7f15379c78c9b05b0"
-dependencies = [
- "gemm 0.18.2",
- "half",
- "libloading 0.8.9",
- "memmap2",
- "num",
- "num-traits",
- "num_cpus",
- "rayon",
- "safetensors 0.4.5",
- "serde",
- "thiserror 1.0.69",
- "tracing",
- "yoke 0.7.5",
-]
-
-[[package]]
-name = "ug-metal"
-version = "0.5.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9f7adf545a99a086d362efc739e7cf4317c18cbeda22706000fd434d70ea3d95"
-dependencies = [
- "half",
- "metal",
- "objc",
- "serde",
- "thiserror 1.0.69",
- "ug",
-]
-
 [[package]]
 name = "unarray"
 version = "0.1.4"
@@ -7176,18 +6920,6 @@ dependencies = [
  "hashlink 0.11.1",
 ]
 
-[[package]]
-name = "yoke"
-version = "0.7.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "120e6aef9aa629e3d4f52dc8cc43a015c7724194c97dfaf45180d2daf2b77f40"
-dependencies = [
- "serde",
- "stable_deref_trait",
- "yoke-derive 0.7.5",
- "zerofrom",
-]
-
 [[package]]
 name = "yoke"
 version = "0.8.3"
@@ -7195,22 +6927,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "709fe23a0424b6a435d82152b1bd3fdfb0833487d5fa90d05d42762a9891fef5"
 dependencies = [
  "stable_deref_trait",
- "yoke-derive 0.8.2",
+ "yoke-derive",
  "zerofrom",
 ]
 
-[[package]]
-name = "yoke-derive"
-version = "0.7.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2380878cad4ac9aac1e2435f3eb4020e8374b5f13c296cb75b4620ff8e229154"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.118",
- "synstructure",
-]
-
 [[package]]
 name = "yoke-derive"
 version = "0.8.2"
@@ -7338,7 +7058,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0f9152d31db0792fa83f70fb2f83148effb5c1f5b8c7686c3459e361d9bc20bf"
 dependencies = [
  "displaydoc",
- "yoke 0.8.3",
+ "yoke",
  "zerofrom",
 ]
 
@@ -7348,7 +7068,7 @@ version = "0.11.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "90f911cbc359ab6af17377d242225f4d75119aec87ea711a880987b18cd7b239"
 dependencies = [
- "yoke 0.8.3",
+ "yoke",
  "zerofrom",
  "zerovec-derive",
 ]
@@ -7366,14 +7086,18 @@ dependencies = [
 
 [[package]]
 name = "zip"
-version = "7.2.0"
+version = "9.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c42e33efc22a0650c311c2ef19115ce232583abbe80850bc8b66509ebef02de0"
+checksum = "23f17fbc870bfac28c6228aed7d6e6df352e26bf7015c4313727e16a7a01ce5e"
 dependencies = [
  "crc32fast",
+ "getrandom 0.4.3",
  "indexmap 2.14.0",
+ "libc",
  "memchr",
+ "nix",
  "typed-path",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
diff --git a/crates/b2-embed/Cargo.toml b/crates/b2-embed/Cargo.toml
index e909a91..53f14a2 100644
--- a/crates/b2-embed/Cargo.toml
+++ b/crates/b2-embed/Cargo.toml
@@ -10,9 +10,9 @@ description = "B2's real local embedder — candle-backed inference behind the b
 
 [dependencies]
 b2-core = { path = "../b2-core" }
-candle-core = "0.9"
-candle-nn = "0.9"
-candle-transformers = "0.9"
+candle-core = "0.11"
+candle-nn = "0.11"
+candle-transformers = "0.11"
 # Download seam for `b2 init`. No default features (GH #174): the `tokio` default pulls the
 # whole async HTTP stack for an API B2 never calls (we use `hf_hub::api::sync`). This also
 # drops `native-tls`, so TLS is ureq's rustls + webpki-roots rather than the OS trust store:
@@ -29,9 +29,9 @@ thiserror = "2.0.18"
 # On macOS, link Accelerate for candle's CPU matmuls; without it bge-base inference is
 # ~10-100× slower. Other targets are unaffected.
 [target.'cfg(target_os = "macos")'.dependencies]
-candle-core = { version = "0.9", features = ["accelerate"] }
-candle-nn = { version = "0.9", features = ["accelerate"] }
-candle-transformers = { version = "0.9", features = ["accelerate"] }
+candle-core = { version = "0.11", features = ["accelerate"] }
+candle-nn = { version = "0.11", features = ["accelerate"] }
+candle-transformers = { version = "0.11", features = ["accelerate"] }
 
 # Run the forward pass on the Metal GPU (GH #40), additive over `accelerate`, with a CPU
 # fallback (`model.rs::select_device`). Switching device is a model swap (the model id gains
diff --git a/ui/package-lock.json b/ui/package-lock.json
index 7846b4f..69b0f46 100644
--- a/ui/package-lock.json
+++ b/ui/package-lock.json
@@ -1761,9 +1761,9 @@
       "license": "MIT"
     },
     "node_modules/dompurify": {
-      "version": "3.4.13",
-      "resolved": "https://registry.npmjs.org/dompurify/-/dompurify-3.4.13.tgz",
-      "integrity": "sha512-2vmYIoqjze2d+kakP8S/nS5shfsl587kzwEjcGlTdiksUVgFHnFCsLYDVj/JNqJVOQZGSYBTmuycv0PodwmnMQ==",
+      "version": "3.4.17",
+      "resolved": "https://registry.npmjs.org/dompurify/-/dompurify-3.4.17.tgz",
+      "integrity": "sha512-B/pSlYVHQ58kqISD/yDjuJ1yfzI34m1gF4lAod2bwSRhiN4K5Cl3H8Af7hqB2PmTL911tdEudnnXn5FnhRoz0w==",
       "license": "(MPL-2.0 OR Apache-2.0)",
       "optionalDependencies": {
         "@types/trusted-types": "^2.0.7"
@@ -2226,9 +2226,9 @@
       }
     },
     "node_modules/undici": {
-      "version": "7.30.0",
-      "resolved": "https://registry.npmjs.org/undici/-/undici-7.30.0.tgz",
-      "integrity": "sha512-dkrQXeHSaoamnItlYbmzG0wFYrM0ZwDxCIg0A7aKjTyyhh9svRzCNFEzV+Vm05/yehjCzjDZ31KXfGEjYSztDQ==",
+      "version": "7.30.2",
+      "resolved": "https://registry.npmjs.org/undici/-/undici-7.30.2.tgz",
+      "integrity": "sha512-mLyPQnHwUxaM/rideoK/+KL8DaAJLRl4aBCfmX444aCSLnIaomqPLtNRe2jdCYcsk5wZzXrDIQC8ZeYNRAYyIA==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -2243,9 +2243,9 @@
       "license": "MIT"
     },
     "node_modules/vite": {
-      "version": "6.4.3",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-6.4.3.tgz",
-      "integrity": "sha512-NTKlcQjlAK7MlQoyb6LgaqHc8sso/pVyUJYWMws3jg21uTJw/LddqIFPcPqP6PzpgbIcZyKI85sFE4HBrQDA8A==",
+      "version": "6.4.5",
+      "resolved": "https://registry.npmjs.org/vite/-/vite-6.4.5.tgz",
+      "integrity": "sha512-4enwjFfi4IwtEh0w+jPzpLVOFQiPHmmzPxcHXQOyEur47o6u0jE573DmGpjA+7irXoMLYRZD5ZaFUEneS3abPg==",
       "dev": true,
       "license": "MIT",
       "dependencies": {