diff --git a/Cargo.lock b/Cargo.lock
index d42f6ad..bf2aeec 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -49,6 +49,12 @@ dependencies = [
  "equator",
 ]
 
+[[package]]
+name = "allocator-api2"
+version = "0.2.21"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "683d7910e743518b0e34f1186f92494becacb047c7b6bf616c96772180fef923"
+
 [[package]]
 name = "android_system_properties"
 version = "0.1.5"
@@ -307,6 +313,12 @@ version = "0.22.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
+[[package]]
+name = "base64ct"
+version = "1.8.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2af50177e190e07a26ab74f8b1efbfe2ef87da2116221318cb1c2e82baf7de06"
+
 [[package]]
 name = "basic-toml"
 version = "0.1.10"
@@ -337,15 +349,6 @@ dependencies = [
  "core2",
 ]
 
-[[package]]
-name = "block-buffer"
-version = "0.10.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3078c7629b62d3f0439517fa394996acacc5cbc91c5a20d8c658e77abd503a71"
-dependencies = [
- "generic-array",
-]
-
 [[package]]
 name = "built"
 version = "0.8.0"
@@ -593,15 +596,6 @@ dependencies = [
  "memchr",
 ]
 
-[[package]]
-name = "cpufeatures"
-version = "0.2.17"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "59ed5838eebb26a2bb2e58f6d5b5316989ae9d08bab10e0e6d103e656d1b0280"
-dependencies = [
- "libc",
-]
-
 [[package]]
 name = "crc32fast"
 version = "1.5.0"
@@ -642,16 +636,6 @@ version = "0.2.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "460fbee9c2c2f33933d720630a6a0bac33ba7053db5344fac858d4b8952d77d5"
 
-[[package]]
-name = "crypto-common"
-version = "0.1.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78c8292055d1c1df0cce5d180393dc8cce0abec0a7102adb6c7b1eef6016d60a"
-dependencies = [
- "generic-array",
- "typenum",
-]
-
 [[package]]
 name = "ctor"
 version = "0.2.9"
@@ -706,6 +690,16 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "der"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "71fd89660b2dc699704064e59e9dba0147b903e85319429e131620d022be411b"
+dependencies = [
+ "pem-rfc7468",
+ "zeroize",
+]
+
 [[package]]
 name = "derive_builder"
 version = "0.20.2"
@@ -737,16 +731,6 @@ dependencies = [
  "syn",
 ]
 
-[[package]]
-name = "digest"
-version = "0.10.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9ed9a281f7bc9b7576e61468ba615a66a5c8cfdff42420a70aa82701a3b1e292"
-dependencies = [
- "block-buffer",
- "crypto-common",
-]
-
 [[package]]
 name = "dirs"
 version = "6.0.0"
@@ -871,17 +855,17 @@ checksum = "7360491ce676a36bf9bb3c56c1aa791658183a54d2744120f27285738d90465a"
 
 [[package]]
 name = "fastembed"
-version = "4.9.1"
+version = "5.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "04c269a76bfc6cea69553b7d040acb16c793119cebd97c756d21e08d0f075ff8"
+checksum = "fd2550fcfa232fb98d38fc19110f41e4903bc79f352026458da927f51f9168e5"
 dependencies = [
  "anyhow",
  "hf-hub",
  "image",
  "ndarray",
  "ort",
- "ort-sys",
- "rayon",
+ "safetensors",
+ "serde",
  "serde_json",
  "tokenizers",
 ]
@@ -921,17 +905,6 @@ dependencies = [
  "simd-adler32",
 ]
 
-[[package]]
-name = "filetime"
-version = "0.2.27"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f98844151eee8917efc50bd9e8318cb963ae8b297431495d3f758616ea5c57db"
-dependencies = [
- "cfg-if",
- "libc",
- "libredox",
-]
-
 [[package]]
 name = "find-msvc-tools"
 version = "0.1.9"
@@ -960,6 +933,12 @@ version = "0.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d9c4f5dac5e15c24eb999c26181a6ca40b39fe946cbe4c263c7209467bc83af2"
 
+[[package]]
+name = "foldhash"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "77ce24cb58228fbb8aa041425bb1050850ac19177686ea6e0f41a70416f56fdb"
+
 [[package]]
 name = "foreign-types"
 version = "0.3.2"
@@ -1054,16 +1033,6 @@ dependencies = [
  "slab",
 ]
 
-[[package]]
-name = "generic-array"
-version = "0.14.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "85649ca51fd72272d7821adaf274ad91c288277713d9c18820d8499a7ff69e9a"
-dependencies = [
- "typenum",
- "version_check",
-]
-
 [[package]]
 name = "getrandom"
 version = "0.2.17"
@@ -1172,7 +1141,7 @@ version = "0.15.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
 dependencies = [
- "foldhash",
+ "foldhash 0.1.5",
 ]
 
 [[package]]
@@ -1180,6 +1149,13 @@ name = "hashbrown"
 version = "0.16.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "841d1cc9bed7f9236f321df977030373f4a4163ae1a7dbfe1a51a2c1a51d9100"
+dependencies = [
+ "allocator-api2",
+ "equivalent",
+ "foldhash 0.2.0",
+ "serde",
+ "serde_core",
+]
 
 [[package]]
 name = "hashlink"
@@ -1213,10 +1189,16 @@ dependencies = [
  "serde",
  "serde_json",
  "thiserror",
- "ureq",
+ "ureq 2.12.1",
  "windows-sys 0.60.2",
 ]
 
+[[package]]
+name = "hmac-sha256"
+version = "1.1.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec9d92d097f4749b64e8cc33d924d9f40a2d4eb91402b458014b781f5733d60f"
+
 [[package]]
 name = "http"
 version = "1.4.0"
@@ -1672,10 +1654,7 @@ version = "0.1.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1744e39d1d6a9948f4f388969627434e31128196de472883b39f148769bfe30a"
 dependencies = [
- "bitflags",
  "libc",
- "plain",
- "redox_syscall 0.7.3",
 ]
 
 [[package]]
@@ -1725,6 +1704,12 @@ dependencies = [
  "imgref",
 ]
 
+[[package]]
+name = "lzma-rust2"
+version = "0.15.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1670343e58806300d87950e3401e820b519b9384281bbabfb15e3636689ffd69"
+
 [[package]]
 name = "macro_rules_attribute"
 version = "0.2.2"
@@ -2072,9 +2057,9 @@ dependencies = [
 
 [[package]]
 name = "ndarray"
-version = "0.16.1"
+version = "0.17.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "882ed72dce9365842bf196bdeedf5055305f11fc8c03dee7bb0194a6cad34841"
+checksum = "520080814a7a6b4a6e9070823bb24b4531daac8c4627e08ba5de8c5ef2f2752d"
 dependencies = [
  "matrixmultiply",
  "num-complex",
@@ -2276,26 +2261,26 @@ checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
 
 [[package]]
 name = "ort"
-version = "2.0.0-rc.9"
+version = "2.0.0-rc.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "52afb44b6b0cffa9bf45e4d37e5a4935b0334a51570658e279e9e3e6cf324aa5"
+checksum = "4a5df903c0d2c07b56950f1058104ab0c8557159f2741782223704de9be73c3c"
 dependencies = [
  "ndarray",
  "ort-sys",
+ "smallvec",
  "tracing",
+ "ureq 3.3.0",
 ]
 
 [[package]]
 name = "ort-sys"
-version = "2.0.0-rc.9"
+version = "2.0.0-rc.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c41d7757331aef2d04b9cb09b45583a59217628beaf91895b7e76187b6e8c088"
+checksum = "06503bb33f294c5f1ba484011e053bfa6ae227074bdb841e9863492dc5960d4b"
 dependencies = [
- "flate2",
- "pkg-config",
- "sha2",
- "tar",
- "ureq",
+ "hmac-sha256",
+ "lzma-rust2",
+ "ureq 3.3.0",
 ]
 
 [[package]]
@@ -2316,7 +2301,7 @@ checksum = "2621685985a2ebf1c516881c026032ac7deafcda1a2c9b7850dc81e3dfcb64c1"
 dependencies = [
  "cfg-if",
  "libc",
- "redox_syscall 0.5.18",
+ "redox_syscall",
  "smallvec",
  "windows-link",
 ]
@@ -2333,6 +2318,15 @@ version = "0.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "35fb2e5f958ec131621fdd531e9fc186ed768cbe395337403ae56c17a74c68ec"
 
+[[package]]
+name = "pem-rfc7468"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a6305423e0e7738146434843d1694d621cce767262b2a86910beab705e4493d9"
+dependencies = [
+ "base64ct",
+]
+
 [[package]]
 name = "percent-encoding"
 version = "2.3.2"
@@ -2677,15 +2671,6 @@ dependencies = [
  "bitflags",
 ]
 
-[[package]]
-name = "redox_syscall"
-version = "0.7.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6ce70a74e890531977d37e532c34d45e9055d2409ed08ddba14529471ed0be16"
-dependencies = [
- "bitflags",
-]
-
 [[package]]
 name = "redox_users"
 version = "0.5.2"
@@ -2876,6 +2861,17 @@ version = "1.0.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9774ba4a74de5f7b1c1451ed6cd5285a32eddb5cccb8cc655a4e50009e06477f"
 
+[[package]]
+name = "safetensors"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "675656c1eabb620b921efea4f9199f97fc86e36dd6ffd1fbbe48d0f59a4987f5"
+dependencies = [
+ "hashbrown 0.16.1",
+ "serde",
+ "serde_json",
+]
+
 [[package]]
 name = "schannel"
 version = "0.1.29"
@@ -3021,17 +3017,6 @@ dependencies = [
  "serde",
 ]
 
-[[package]]
-name = "sha2"
-version = "0.10.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7507d819769d01a365ab707794a4084392c824f54a7a6a7862f8c3d0892b283"
-dependencies = [
- "cfg-if",
- "cpufeatures",
- "digest",
-]
-
 [[package]]
 name = "sharded-slab"
 version = "0.1.7"
@@ -3214,17 +3199,6 @@ dependencies = [
  "libc",
 ]
 
-[[package]]
-name = "tar"
-version = "0.4.44"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d863878d212c87a19c1a610eb53bb01fe12951c0501cf5a0d65f724914a667a"
-dependencies = [
- "filetime",
- "libc",
- "xattr",
-]
-
 [[package]]
 name = "target-lexicon"
 version = "0.13.5"
@@ -3308,9 +3282,9 @@ dependencies = [
 
 [[package]]
 name = "tokenizers"
-version = "0.21.4"
+version = "0.22.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a620b996116a59e184c2fa2dfd8251ea34a36d0a514758c6f966386bd2e03476"
+checksum = "b238e22d44a15349529690fb07bd645cf58149a1b1e44d6cb5bd1641ff1a6223"
 dependencies = [
  "ahash",
  "aho-corasick",
@@ -3523,12 +3497,6 @@ version = "0.2.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e421abadd41a4225275504ea4d6566923418b7f05506fbc9c0fe86ba7396114b"
 
-[[package]]
-name = "typenum"
-version = "1.19.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "562d481066bde0658276a35467c4af00bdc6ee726305698a55b86e61d7ad82bb"
-
 [[package]]
 name = "unicode-ident"
 version = "1.0.24"
@@ -3733,6 +3701,36 @@ dependencies = [
  "webpki-roots 0.26.11",
 ]
 
+[[package]]
+name = "ureq"
+version = "3.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dea7109cdcd5864d4eeb1b58a1648dc9bf520360d7af16ec26d0a9354bafcfc0"
+dependencies = [
+ "base64 0.22.1",
+ "der",
+ "log",
+ "native-tls",
+ "percent-encoding",
+ "rustls-pki-types",
+ "socks",
+ "ureq-proto",
+ "utf8-zero",
+ "webpki-root-certs",
+]
+
+[[package]]
+name = "ureq-proto"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e994ba84b0bd1b1b0cf92878b7ef898a5c1760108fe7b6010327e274917a808c"
+dependencies = [
+ "base64 0.22.1",
+ "http",
+ "httparse",
+ "log",
+]
+
 [[package]]
 name = "url"
 version = "2.5.8"
@@ -3745,6 +3743,12 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "utf8-zero"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8c0a043c9540bae7c578c88f91dda8bd82e59ae27c21baca69c8b191aaf5a6e"
+
 [[package]]
 name = "utf8_iter"
 version = "1.0.4"
@@ -3956,6 +3960,15 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "webpki-root-certs"
+version = "1.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "804f18a4ac2676ffb4e8b5b5fa9ae38af06df08162314f96a68d2a363e21a8ca"
+dependencies = [
+ "rustls-pki-types",
+]
+
 [[package]]
 name = "webpki-roots"
 version = "0.26.11"
@@ -4349,16 +4362,6 @@ version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
 
-[[package]]
-name = "xattr"
-version = "1.6.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32e45ad4206f6d2479085147f02bc2ef834ac85886624a23575ae137c8aa8156"
-dependencies = [
- "libc",
- "rustix",
-]
-
 [[package]]
 name = "y4m"
 version = "0.8.0"
diff --git a/crates/memme-core/Cargo.toml b/crates/memme-core/Cargo.toml
index eac0b4f..eb33e8d 100644
--- a/crates/memme-core/Cargo.toml
+++ b/crates/memme-core/Cargo.toml
@@ -27,7 +27,7 @@ uuid.workspace = true
 tracing.workspace = true
 memme-embeddings = { workspace = true, default-features = false }
 memme-llm = { workspace = true }
-fastembed = { version = "4", optional = true }
+fastembed = { version = "5", optional = true }
 rusqlite = { version = "0.32", features = ["bundled", "vtab", "functions"] }
 sqlite-vec = "0.1"
 tokio = { workspace = true, optional = true }
diff --git a/crates/memme-embeddings/Cargo.toml b/crates/memme-embeddings/Cargo.toml
index b4ca9e2..2c3a631 100644
--- a/crates/memme-embeddings/Cargo.toml
+++ b/crates/memme-embeddings/Cargo.toml
@@ -24,7 +24,7 @@ tracing.workspace = true
 tokio = { workspace = true, optional = true }
 
 # ONNX local inference
-fastembed = { version = "4", optional = true }
+fastembed = { version = "5", optional = true }
 
 # Remote API
 reqwest = { version = "0.12", features = ["json"], optional = true }