diff --git a/src-tauri/Cargo.lock b/src-tauri/Cargo.lock
index d1dcbe0..7109925 100644
--- a/src-tauri/Cargo.lock
+++ b/src-tauri/Cargo.lock
@@ -38,6 +38,7 @@ dependencies = [
  "cfg-if",
  "getrandom 0.3.4",
  "once_cell",
+ "serde",
  "version_check",
  "zerocopy",
 ]
@@ -213,6 +214,12 @@ version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
 
+[[package]]
+name = "base64"
+version = "0.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9e1b586273c5702936fe7b7d6896644d8be71e6314cfe09d3167c95f712589e8"
+
 [[package]]
 name = "base64"
 version = "0.21.7"
@@ -225,6 +232,12 @@ version = "0.22.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
+[[package]]
+name = "base64"
+version = "0.23.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b25655df2c3cdd83c5e5b293b88acd880332b2ddadd7c30ac43144fdc0033da9"
+
 [[package]]
 name = "base64ct"
 version = "1.8.3"
@@ -423,9 +436,9 @@ dependencies = [
 
 [[package]]
 name = "candle-core"
-version = "0.9.2"
+version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c15b675b80d994b2eadb20a4bbe434eabeb454eac3ee5e2b4cf6f147ee9be091"
+checksum = "5ecb245093b0f791b89d3420c3df9c6d49c60ab63ba54db896bf8a3baf486706"
 dependencies = [
  "byteorder",
  "candle-metal-kernels",
@@ -433,6 +446,7 @@ dependencies = [
  "float8",
  "gemm 0.19.0",
  "half",
+ "libc",
  "libm",
  "memmap2",
  "num-traits",
@@ -442,18 +456,21 @@ dependencies = [
  "rand 0.9.5",
  "rand_distr 0.5.1",
  "rayon",
- "safetensors 0.7.0",
+ "safetensors 0.8.0",
  "thiserror 2.0.18",
+ "tokenizers",
  "yoke 0.8.1",
+ "zerocopy",
  "zip",
 ]
 
 [[package]]
 name = "candle-metal-kernels"
-version = "0.9.2"
+version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fdfe9d06de16ce49961e49084e5b79a75a9bdf157246e7c7b6328e87a7aa25d"
+checksum = "242e83c6acf639bb273c929d73c67a882bb4dd08a140f121096e19ba2f213d3e"
 dependencies = [
+ "block2",
  "half",
  "objc2",
  "objc2-foundation",
@@ -465,25 +482,25 @@ dependencies = [
 
 [[package]]
 name = "candle-nn"
-version = "0.9.2"
+version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3045fa9e7aef8567d209a27d56b692f60b96f4d0569f4c3011f8ca6715c65e03"
+checksum = "eaa10b6ccc365b33210ce404fbf45e60d3e0bdac1004463cf1052e6ee1c1739a"
 dependencies = [
  "candle-core",
  "half",
  "libc",
  "num-traits",
  "rayon",
- "safetensors 0.7.0",
+ "safetensors 0.8.0",
  "serde",
  "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "candle-ug"
-version = "0.9.2"
+version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c22d62be69068bf58987a45f690612739d8d2ea1bf508c1b87dc6815a019575d"
+checksum = "257411c33abf7d898a31ac20d80813dfe96ff09e23a73039e22ab293aea9b871"
 dependencies = [
  "ug",
  "ug-metal",
@@ -522,6 +539,15 @@ dependencies = [
  "toml 0.9.12+spec-1.1.0",
 ]
 
+[[package]]
+name = "castaway"
+version = "0.2.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dec551ab6e7578819132c713a93c022a05d60159dc86e7a7050223577484c55a"
+dependencies = [
+ "rustversion",
+]
+
 [[package]]
 name = "cc"
 version = "1.2.57"
@@ -630,6 +656,21 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "compact_str"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9dfdd1c2274d9aa354115b09dc9a901d6c5576818cdf70d14cae2bdb47df00ab"
+dependencies = [
+ "castaway",
+ "cfg-if",
+ "itoa",
+ "rustversion",
+ "ryu",
+ "serde",
+ "static_assertions",
+]
+
 [[package]]
 name = "concurrent-queue"
 version = "2.5.0"
@@ -773,7 +814,7 @@ dependencies = [
 name = "crebain"
 version = "0.9.0"
 dependencies = [
- "base64 0.22.1",
+ "base64 0.23.0",
  "byteorder",
  "candle-core",
  "candle-nn",
@@ -790,7 +831,7 @@ dependencies = [
  "pyo3",
  "rand 0.10.2",
  "rand_distr 0.6.0",
- "safetensors 0.6.2",
+ "safetensors 0.8.0",
  "serde",
  "serde_json",
  "sha2 0.11.0",
@@ -946,14 +987,38 @@ version = "0.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "52560adf09603e58c9a7ee1fe1dcb95a16927b17c127f0ac02d6e768a0e25bc1"
 
+[[package]]
+name = "darling"
+version = "0.20.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fc7f46116c46ff9ab3eb1597a45688b6715c6e628b5c133e288e709a29bcb4ee"
+dependencies = [
+ "darling_core 0.20.11",
+ "darling_macro 0.20.11",
+]
+
 [[package]]
 name = "darling"
 version = "0.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "25ae13da2f202d56bd7f91c25fba009e7717a1e4a1cc98a76d844b65ae912e9d"
 dependencies = [
- "darling_core",
- "darling_macro",
+ "darling_core 0.23.0",
+ "darling_macro 0.23.0",
+]
+
+[[package]]
+name = "darling_core"
+version = "0.20.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0d00b9596d185e565c2207a0b01f8bd1a135483d02d9b7b0a54b11da8d53412e"
+dependencies = [
+ "fnv",
+ "ident_case",
+ "proc-macro2",
+ "quote",
+ "strsim",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -969,17 +1034,37 @@ dependencies = [
  "syn 2.0.117",
 ]
 
+[[package]]
+name = "darling_macro"
+version = "0.20.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fc34b93ccb385b40dc71c6fceac4b2ad23662c7eeb248cf10d529b7e055b6ead"
+dependencies = [
+ "darling_core 0.20.11",
+ "quote",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "darling_macro"
 version = "0.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ac3984ec7bd6cfa798e62b4a642426a5be0e68f9401cfc2a01e3fa9ea2fcdb8d"
 dependencies = [
- "darling_core",
+ "darling_core 0.23.0",
  "quote",
  "syn 2.0.117",
 ]
 
+[[package]]
+name = "dary_heap"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8b1e3a325bc115f096c8b77bbf027a7c2592230e70be2d985be950d3d5e60ebe"
+dependencies = [
+ "serde",
+]
+
 [[package]]
 name = "data-encoding"
 version = "2.10.0"
@@ -1031,6 +1116,37 @@ dependencies = [
  "serde_core",
 ]
 
+[[package]]
+name = "derive_builder"
+version = "0.20.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "507dfb09ea8b7fa618fcf76e953f4f5e192547945816d5358edffe39f6f94947"
+dependencies = [
+ "derive_builder_macro",
+]
+
+[[package]]
+name = "derive_builder_core"
+version = "0.20.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2d5bcf7b024d6835cfb3d473887cd966994907effbe9227e8c8219824d06c4e8"
+dependencies = [
+ "darling 0.20.11",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "derive_builder_macro"
+version = "0.20.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ab63b0e2bf4d5928aff72e83a7dace85d7bba5fe12dcc3c5a572d78caffd3f3c"
+dependencies = [
+ "derive_builder_core",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "derive_more"
 version = "0.99.20"
@@ -1311,6 +1427,12 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "esaxx-rs"
+version = "0.1.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d817e038c30374a4bcb22f94d0a8a0e216958d4c3dcde369b1439fec4bdda6e6"
+
 [[package]]
 name = "event-listener"
 version = "5.4.1"
@@ -1392,9 +1514,9 @@ 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",
@@ -2963,6 +3085,22 @@ version = "0.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c41e0c4fef86961ac6d6f8a82609f55f31b05e4fce149ac5710e439df7619ba4"
 
+[[package]]
+name = "macro_rules_attribute"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "65049d7923698040cd0b1ddcced9b0eb14dd22c5f86ae59c3740eab64a676520"
+dependencies = [
+ "macro_rules_attribute-proc_macro",
+ "paste",
+]
+
+[[package]]
+name = "macro_rules_attribute-proc_macro"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "670fdfda89751bc4a84ac13eaa63e205cf0fd22b4c9a5fbfa085b63c1f1d3a30"
+
 [[package]]
 name = "malloc_buf"
 version = "0.0.6"
@@ -3106,6 +3244,28 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "monostate"
+version = "0.1.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3341a273f6c9d5bef1908f17b7267bbab0e95c9bf69a0d4dcf8e9e1b2c76ef67"
+dependencies = [
+ "monostate-impl",
+ "serde",
+ "serde_core",
+]
+
+[[package]]
+name = "monostate-impl"
+version = "0.1.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e4db6d5580af57bf992f59068d4ea26fd518574ff48d7639b255a36f9de6e7e9"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "moxcms"
 version = "0.8.1"
@@ -3668,6 +3828,28 @@ version = "1.21.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9f7c3e4beb33f85d45ae3e3a1792185706c8e16d043238c593331cc7cd313b50"
 
+[[package]]
+name = "onig"
+version = "6.5.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0cc3cbf698f9438986c11a880c90a6d04b9de27575afd28bbf45b154b6c709e2"
+dependencies = [
+ "bitflags 2.11.0",
+ "libc",
+ "once_cell",
+ "onig_sys",
+]
+
+[[package]]
+name = "onig_sys"
+version = "69.9.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e68317604e77e53b85896388e1a803c1d21b74c899ec9e5e1112db90735edd7"
+dependencies = [
+ "cc",
+ "pkg-config",
+]
+
 [[package]]
 name = "openssl"
 version = "0.10.81"
@@ -4665,6 +4847,17 @@ dependencies = [
  "rayon-core",
 ]
 
+[[package]]
+name = "rayon-cond"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2964d0cf57a3e7a06e8183d14a8b527195c706b7983549cd5462d5aa3747438f"
+dependencies = [
+ "either",
+ "itertools",
+ "rayon",
+]
+
 [[package]]
 name = "rayon-core"
 version = "1.13.0"
@@ -4990,23 +5183,15 @@ dependencies = [
 
 [[package]]
 name = "safetensors"
-version = "0.6.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "172dd94c5a87b5c79f945c863da53b2ebc7ccef4eca24ac63cca66a41aab2178"
-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]]
@@ -5305,7 +5490,7 @@ version = "3.21.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "84d57bc0c8b9a17920c178daa6bb924850d54a9c97ab45194bb8c17ad66bb660"
 dependencies = [
- "darling",
+ "darling 0.23.0",
  "proc-macro2",
  "quote",
  "syn 2.0.117",
@@ -5584,6 +5769,18 @@ dependencies = [
  "lock_api",
 ]
 
+[[package]]
+name = "spm_precompiled"
+version = "0.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5851699c4033c63636f7ea4cf7b7c1f1bf06d0cc03cfb42e711de5a5c46cf326"
+dependencies = [
+ "base64 0.13.1",
+ "nom",
+ "serde",
+ "unicode-segmentation",
+]
+
 [[package]]
 name = "stabby"
 version = "72.1.8"
@@ -6320,6 +6517,39 @@ dependencies = [
  "rustversion",
 ]
 
+[[package]]
+name = "tokenizers"
+version = "0.22.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b238e22d44a15349529690fb07bd645cf58149a1b1e44d6cb5bd1641ff1a6223"
+dependencies = [
+ "ahash",
+ "aho-corasick",
+ "compact_str",
+ "dary_heap",
+ "derive_builder",
+ "esaxx-rs",
+ "getrandom 0.3.4",
+ "itertools",
+ "log",
+ "macro_rules_attribute",
+ "monostate",
+ "onig",
+ "paste",
+ "rand 0.9.5",
+ "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 = "1.53.1"
@@ -6791,6 +7021,15 @@ version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
+[[package]]
+name = "unicode-normalization-alignments"
+version = "0.1.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "43f613e4fa046e69818dd287fdc4bc78175ff20331479dab6e1b0f98d57062de"
+dependencies = [
+ "smallvec",
+]
+
 [[package]]
 name = "unicode-segmentation"
 version = "1.12.0"
@@ -6803,6 +7042,12 @@ version = "0.2.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ebc1c04c71510c7f702b52b7c350734c9ff1295c464a03335b00bb84fc54f853"
 
+[[package]]
+name = "unicode_categories"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "39ec24b3121d976906ece63c9daad25b85969647682eee313cb5779fdd69e14e"
+
 [[package]]
 name = "unsafe-libyaml"
 version = "0.2.11"
@@ -8504,9 +8749,9 @@ dependencies = [
 
 [[package]]
 name = "zip"
-version = "7.2.0"
+version = "8.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c42e33efc22a0650c311c2ef19115ce232583abbe80850bc8b66509ebef02de0"
+checksum = "2d04a6b5381502aa6087c94c669499eb1602eb9c5e8198e534de571f7154809b"
 dependencies = [
  "crc32fast",
  "indexmap 2.13.0",
diff --git a/src-tauri/Cargo.toml b/src-tauri/Cargo.toml
index b46d0d5..25c409f 100644
--- a/src-tauri/Cargo.toml
+++ b/src-tauri/Cargo.toml
@@ -59,7 +59,7 @@ log = "0.4"
 tauri-plugin-log = "2"
 
 # Encoding
-base64 = "0.22"
+base64 = "0.23"
 sha2 = "0.11"
 
 # Atomic same-directory scene persistence.
@@ -145,9 +145,9 @@ objc = "0.2"
 
 # MLX-style inference on Apple Silicon using Candle with Metal backend.
 # Candle 0.11 requires unstable ARM f16 features; 0.9 supports pinned stable Rust 1.91.1.
-candle-core = { version = "0.9", features = ["metal"] }
-candle-nn = "0.9"
-safetensors = "0.6"
+candle-core = { version = "0.11", features = ["metal"] }
+candle-nn = "0.11"
+safetensors = "0.8"
 half = "2.6"  # FP16 support for Metal GPU
 shellexpand = "3.1"  # Path expansion for model search