diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index bf9e358..fa69d4c 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -91,5 +91,5 @@ jobs:
 
       - name: Run Docker cd equivalence test
         env:
-          CDS_DOCKER_IMAGE: rust:1-slim
+          CDS_DOCKER_IMAGE: rust:1
         run: cargo test --test docker_cd_equivalence -- --nocapture
diff --git a/AGENTS.md b/AGENTS.md
index df028d0..840a049 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -44,11 +44,11 @@ Prefer stable, well-maintained crates:
 
 For embeddings, prefer an implementation path that keeps the tool locally usable:
 
-- Use `bge-small-en-v1.5` through a local model runtime such as ONNX Runtime, Candle, or
-  another Rust-friendly inference backend.
+- Use `BAAI/bge-small-en-v1.5` through FastEmbed/ONNX for production text embeddings.
 - Do not introduce a hosted embedding API as the default path.
 - If model download/setup is needed, make it explicit and cache model files outside the
   repo in a user cache directory.
+- Keep deterministic fake embeddings available for normal tests with `CDS_EMBEDDER=fake`.
 
 ## Suggested Architecture
 
@@ -183,13 +183,16 @@ The Docker equivalence test runs the project inside a Rust container and compare
 against Bash's built-in `cd` for status, stdout, stderr, `PWD`, `OLDPWD`, and physical path.
 Keep these details in mind when editing it:
 
-- CI currently uses `CDS_DOCKER_IMAGE=rust:1-slim`.
-- The test runner must explicitly add `/usr/local/cargo/bin` to `PATH`; some slim image
+- CI currently uses `CDS_DOCKER_IMAGE=rust:1`.
+- The Docker image must include Cargo and C++ standard library/linker support. The
+  FastEmbed/ONNX dependency links against `libstdc++`, so very small images such as
+  `rust:1-slim` can fail with `unable to find library -lstdc++`.
+- The test runner must explicitly add `/usr/local/cargo/bin` to `PATH`; some container
   invocations otherwise fail with `cargo: command not found`.
 - Bash includes source line numbers in `cd` diagnostics. Normalize only those line numbers
   before comparing stderr, while keeping the actual diagnostic text exact.
 - The Docker test can skip locally when Docker is unavailable, so use
-  `CDS_DOCKER_IMAGE=rust:1-slim cargo test --test docker_cd_equivalence -- --nocapture`
+  `CDS_DOCKER_IMAGE=rust:1 cargo test --test docker_cd_equivalence -- --nocapture`
   with Docker access when changing equivalence behavior.
 
 ## Repository Hygiene
diff --git a/Cargo.lock b/Cargo.lock
index c1713cf..677f017 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -17,6 +17,29 @@ version = "2.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "320119579fcad9c21884f5c4861d16174d0e06250625266f50fe6898340abefa"
 
+[[package]]
+name = "ahash"
+version = "0.8.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
+dependencies = [
+ "cfg-if",
+ "getrandom 0.3.4",
+ "once_cell",
+ "serde",
+ "version_check",
+ "zerocopy",
+]
+
+[[package]]
+name = "aho-corasick"
+version = "1.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ddd31a130427c27518df266943a5308ed92d4b226cc639f5a8f1002816174301"
+dependencies = [
+ "memchr",
+]
+
 [[package]]
 name = "allocator-api2"
 version = "0.2.21"
@@ -88,6 +111,12 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "atomic-waker"
+version = "1.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1505bd5d3d116872e7271a6d4e16d81d0c8570876c8de68093a09ac269d8aac0"
+
 [[package]]
 name = "autocfg"
 version = "1.5.1"
@@ -109,6 +138,12 @@ dependencies = [
  "windows-link",
 ]
 
+[[package]]
+name = "base64"
+version = "0.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9e1b586273c5702936fe7b7d6896644d8be71e6314cfe09d3167c95f712589e8"
+
 [[package]]
 name = "base64"
 version = "0.22.1"
@@ -139,6 +174,12 @@ dependencies = [
  "generic-array",
 ]
 
+[[package]]
+name = "bumpalo"
+version = "3.20.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72f5acc6cb2ba439de613abc23857ec3d78374d8ed5ac84e9d11336e87da8649"
+
 [[package]]
 name = "byteorder"
 version = "1.5.0"
@@ -151,6 +192,15 @@ version = "1.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e748733b7cbc798e1434b6ac524f0c1ff2ab456fe201501e6497c8417a4fc33"
 
+[[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 = "1.2.63"
@@ -167,6 +217,7 @@ version = "0.1.0"
 dependencies = [
  "clap",
  "color-eyre",
+ "fastembed",
  "serde",
  "serde_json",
  "sqlx",
@@ -181,6 +232,12 @@ version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
 
+[[package]]
+name = "cfg_aliases"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
+
 [[package]]
 name = "clap"
 version = "4.6.1"
@@ -241,6 +298,21 @@ version = "1.0.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1d07550c9036bf2ae0c684c4297d503f838287c83c53686d05370d0e139ae570"
 
+[[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"
@@ -250,12 +322,53 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "console"
+version = "0.16.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d64e8af5551369d19cf50138de61f1c42074ab970f74e99be916646777f8fc87"
+dependencies = [
+ "encode_unicode",
+ "libc",
+ "unicode-width",
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "const-oid"
 version = "0.9.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c2459377285ad874054d797f3ccebf984978aa39129f6eafde5cdc8315b612f8"
 
+[[package]]
+name = "cookie"
+version = "0.18.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4ddef33a339a91ea89fb53151bd0a4689cfce27055c291dfa69945475d22c747"
+dependencies = [
+ "percent-encoding",
+ "time",
+ "version_check",
+]
+
+[[package]]
+name = "cookie_store"
+version = "0.22.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "15b2c103cf610ec6cae3da84a766285b42fd16aad564758459e6ecf128c75206"
+dependencies = [
+ "cookie",
+ "document-features",
+ "idna",
+ "indexmap",
+ "log",
+ "serde",
+ "serde_derive",
+ "serde_json",
+ "time",
+ "url",
+]
+
 [[package]]
 name = "cpufeatures"
 version = "0.2.17"
@@ -280,6 +393,34 @@ version = "2.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "217698eaf96b4a3f0bc4f3662aaa55bdf913cd54d7204591faa790070c6d0853"
 
+[[package]]
+name = "crc32fast"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9481c1c90cbf2ac953f07c8d4a58aa3945c425b7185c9154d67a65e4230da511"
+dependencies = [
+ "cfg-if",
+]
+
+[[package]]
+name = "crossbeam-deque"
+version = "0.8.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9dd111b7b7f7d55b72c0a6ae361660ee5853c9af73f70c3c2ef6858b950e2e51"
+dependencies = [
+ "crossbeam-epoch",
+ "crossbeam-utils",
+]
+
+[[package]]
+name = "crossbeam-epoch"
+version = "0.9.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5b82ac4a3c2ca9c3460964f020e1402edd5753411d7737aa39c3714ad1b5420e"
+dependencies = [
+ "crossbeam-utils",
+]
+
 [[package]]
 name = "crossbeam-queue"
 version = "0.3.12"
@@ -305,6 +446,50 @@ dependencies = [
  "typenum",
 ]
 
+[[package]]
+name = "darling"
+version = "0.20.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fc7f46116c46ff9ab3eb1597a45688b6715c6e628b5c133e288e709a29bcb4ee"
+dependencies = [
+ "darling_core",
+ "darling_macro",
+]
+
+[[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",
+]
+
+[[package]]
+name = "darling_macro"
+version = "0.20.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fc34b93ccb385b40dc71c6fceac4b2ad23662c7eeb248cf10d529b7e055b6ead"
+dependencies = [
+ "darling_core",
+ "quote",
+ "syn",
+]
+
+[[package]]
+name = "dary_heap"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8b1e3a325bc115f096c8b77bbf027a7c2592230e70be2d985be950d3d5e60ebe"
+dependencies = [
+ "serde",
+]
+
 [[package]]
 name = "der"
 version = "0.7.10"
@@ -316,6 +501,46 @@ dependencies = [
  "zeroize",
 ]
 
+[[package]]
+name = "deranged"
+version = "0.5.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7cd812cc2bc1d69d4764bd80df88b4317eaef9e773c75226407d9bc0876b211c"
+dependencies = [
+ "powerfmt",
+]
+
+[[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",
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
+[[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",
+]
+
 [[package]]
 name = "digest"
 version = "0.10.7"
@@ -328,6 +553,27 @@ dependencies = [
  "subtle",
 ]
 
+[[package]]
+name = "dirs"
+version = "6.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c3e8aa94d75141228480295a7d0e7feb620b1a5ad9f12bc40be62411e38cce4e"
+dependencies = [
+ "dirs-sys",
+]
+
+[[package]]
+name = "dirs-sys"
+version = "0.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e01a3366d27ee9890022452ee61b2b63a67e6f13f58900b651ff5665f0bb1fab"
+dependencies = [
+ "libc",
+ "option-ext",
+ "redox_users",
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "displaydoc"
 version = "0.2.6"
@@ -339,6 +585,15 @@ dependencies = [
  "syn",
 ]
 
+[[package]]
+name = "document-features"
+version = "0.2.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d4b8a88685455ed29a21542a33abd9cb6510b6b129abadabdcef0f4c55bc8f61"
+dependencies = [
+ "litrs",
+]
+
 [[package]]
 name = "dotenvy"
 version = "0.15.7"
@@ -354,6 +609,12 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "encode_unicode"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "34aa73646ffb006b8f5147f3dc182bd4bcb190227ce861fc4a4844bf8e3cb2c0"
+
 [[package]]
 name = "equivalent"
 version = "1.0.2"
@@ -370,6 +631,12 @@ 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 = "etcetera"
 version = "0.8.0"
@@ -402,6 +669,22 @@ dependencies = [
  "once_cell",
 ]
 
+[[package]]
+name = "fastembed"
+version = "5.15.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c65faeb787d66e812248f992693268eee8a43a95e3e43e0c33547f1c8391ecce"
+dependencies = [
+ "anyhow",
+ "hf-hub",
+ "ndarray",
+ "ort",
+ "safetensors",
+ "serde",
+ "serde_json",
+ "tokenizers",
+]
+
 [[package]]
 name = "fastrand"
 version = "2.4.1"
@@ -414,6 +697,16 @@ version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5baebc0774151f905a1a2cc41989300b1e6fbb29aff0ceffa1064fdd3088d582"
 
+[[package]]
+name = "flate2"
+version = "1.1.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "843fba2746e448b37e26a819579957415c8cef339bf08564fe8b7ddbd959573c"
+dependencies = [
+ "crc32fast",
+ "miniz_oxide",
+]
+
 [[package]]
 name = "flume"
 version = "0.11.1"
@@ -425,12 +718,24 @@ dependencies = [
  "spin",
 ]
 
+[[package]]
+name = "fnv"
+version = "1.0.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3f9eec918d3f24069decb9af1554cad7c880e2da24a9afd88aca000531ab82c1"
+
 [[package]]
 name = "foldhash"
 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 = "form_urlencoded"
 version = "1.2.2"
@@ -484,6 +789,17 @@ version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cecba35d7ad927e23624b22ad55235f2239cfa44fd10428eecbeba6d6a717718"
 
+[[package]]
+name = "futures-macro"
+version = "0.3.32"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e835b70203e41293343137df5c0664546da5745f82ec9b84d40be8336958447b"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
 [[package]]
 name = "futures-sink"
 version = "0.3.32"
@@ -504,6 +820,7 @@ checksum = "389ca41296e6190b48053de0321d02a77f32f8a5d2461dd38762c0593805c6d6"
 dependencies = [
  "futures-core",
  "futures-io",
+ "futures-macro",
  "futures-sink",
  "futures-task",
  "memchr",
@@ -528,8 +845,24 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ff2abc00be7fca6ebc474524697ae276ad847ad0a6b3faa4bcb027e9a4614ad0"
 dependencies = [
  "cfg-if",
+ "js-sys",
  "libc",
  "wasi",
+ "wasm-bindgen",
+]
+
+[[package]]
+name = "getrandom"
+version = "0.3.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "899def5c37c4fd7b2664648c28120ecec138e4d395b459e5ca34f9cce2dd77fd"
+dependencies = [
+ "cfg-if",
+ "js-sys",
+ "libc",
+ "r-efi 5.3.0",
+ "wasip2",
+ "wasm-bindgen",
 ]
 
 [[package]]
@@ -540,7 +873,7 @@ checksum = "0de51e6874e94e7bf76d726fc5d13ba782deca734ff60d5bb2fb2607c7406555"
 dependencies = [
  "cfg-if",
  "libc",
- "r-efi",
+ "r-efi 6.0.0",
  "wasip2",
  "wasip3",
 ]
@@ -559,7 +892,20 @@ checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
 dependencies = [
  "allocator-api2",
  "equivalent",
- "foldhash",
+ "foldhash 0.1.5",
+]
+
+[[package]]
+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]]
@@ -589,6 +935,26 @@ version = "0.4.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7f24254aa9a54b5c858eaee2f5bccdb46aaf0e486a595ed5fd8f86ba55232a70"
 
+[[package]]
+name = "hf-hub"
+version = "0.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aef3982638978efa195ff11b305f51f1f22f4f0a6cabee7af79b383ebee6a213"
+dependencies = [
+ "dirs",
+ "http",
+ "indicatif",
+ "libc",
+ "log",
+ "rand 0.9.4",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "thiserror",
+ "ureq",
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "hkdf"
 version = "0.12.4"
@@ -607,6 +973,12 @@ dependencies = [
  "digest",
 ]
 
+[[package]]
+name = "hmac-sha256"
+version = "1.1.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec9d92d097f4749b64e8cc33d924d9f40a2d4eb91402b458014b781f5733d60f"
+
 [[package]]
 name = "home"
 version = "0.5.12"
@@ -617,30 +989,128 @@ dependencies = [
 ]
 
 [[package]]
-name = "icu_collections"
-version = "2.2.0"
+name = "http"
+version = "1.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2984d1cd16c883d7935b9e07e44071dca8d917fd52ecc02c04d5fa0b5a3f191c"
+checksum = "8be7462df143984c4598a256ef469b251d7d7f9e271135073e78fc535414f3d0"
 dependencies = [
- "displaydoc",
- "potential_utf",
- "utf8_iter",
- "yoke",
- "zerofrom",
- "zerovec",
+ "bytes",
+ "itoa",
 ]
 
 [[package]]
-name = "icu_locale_core"
-version = "2.2.0"
+name = "http-body"
+version = "1.0.1"
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-checksum = "92219b62b3e2b4d88ac5119f8904c10f8f61bf7e95b640d25ba3075e6cac2c29"
+checksum = "1efedce1fb8e6913f23e0c92de8e62cd5b772a67e7b3946df930a62566c93184"
 dependencies = [
- "displaydoc",
- "litemap",
- "tinystr",
- "writeable",
- "zerovec",
+ "bytes",
+ "http",
+]
+
+[[package]]
+name = "http-body-util"
+version = "0.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b021d93e26becf5dc7e1b75b1bed1fd93124b374ceb73f43d4d4eafec896a64a"
+dependencies = [
+ "bytes",
+ "futures-core",
+ "http",
+ "http-body",
+ "pin-project-lite",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6dbf3de79e51f3d586ab4cb9d5c3e2c14aa28ed23d180cf89b4df0454a69cc87"
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "55281c53a1894c864990125767da440a4e630446785086f52523b20033b74498"
+dependencies = [
+ "atomic-waker",
+ "bytes",
+ "futures-channel",
+ "futures-core",
+ "http",
+ "http-body",
+ "httparse",
+ "itoa",
+ "pin-project-lite",
+ "smallvec",
+ "tokio",
+ "want",
+]
+
+[[package]]
+name = "hyper-rustls"
+version = "0.27.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "33ca68d021ef39cf6463ab54c1d0f5daf03377b70561305bb89a8f83aab66e0f"
+dependencies = [
+ "http",
+ "hyper",
+ "hyper-util",
+ "rustls",
+ "tokio",
+ "tokio-rustls",
+ "tower-service",
+ "webpki-roots",
+]
+
+[[package]]
+name = "hyper-util"
+version = "0.1.20"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "96547c2556ec9d12fb1578c4eaf448b04993e7fb79cbaad930a656880a6bdfa0"
+dependencies = [
+ "base64 0.22.1",
+ "bytes",
+ "futures-channel",
+ "futures-util",
+ "http",
+ "http-body",
+ "hyper",
+ "ipnet",
+ "libc",
+ "percent-encoding",
+ "pin-project-lite",
+ "socket2",
+ "tokio",
+ "tower-service",
+ "tracing",
+]
+
+[[package]]
+name = "icu_collections"
+version = "2.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2984d1cd16c883d7935b9e07e44071dca8d917fd52ecc02c04d5fa0b5a3f191c"
+dependencies = [
+ "displaydoc",
+ "potential_utf",
+ "utf8_iter",
+ "yoke",
+ "zerofrom",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_locale_core"
+version = "2.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "92219b62b3e2b4d88ac5119f8904c10f8f61bf7e95b640d25ba3075e6cac2c29"
+dependencies = [
+ "displaydoc",
+ "litemap",
+ "tinystr",
+ "writeable",
+ "zerovec",
 ]
 
 [[package]]
@@ -704,6 +1174,12 @@ version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3d3067d79b975e8844ca9eb072e16b31c3c1c36928edf9c6789548c524d0d954"
 
+[[package]]
+name = "ident_case"
+version = "1.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b9e0384b61958566e926dc50660321d12159025e767c18e043daf26b70104c39"
+
 [[package]]
 name = "idna"
 version = "1.1.0"
@@ -743,18 +1219,58 @@ dependencies = [
  "serde_core",
 ]
 
+[[package]]
+name = "indicatif"
+version = "0.18.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "25470f23803092da7d239834776d653104d551bc4d7eacaf31e6837854b8e9eb"
+dependencies = [
+ "console",
+ "portable-atomic",
+ "unicode-width",
+ "unit-prefix",
+ "web-time",
+]
+
+[[package]]
+name = "ipnet"
+version = "2.12.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d98f6fed1fde3f8c21bc40a1abb88dd75e67924f9cffc3ef95607bad8017f8e2"
+
 [[package]]
 name = "is_terminal_polyfill"
 version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a6cb138bb79a146c1bd460005623e142ef0181e3d0219cb493e02f7d08a35695"
 
+[[package]]
+name = "itertools"
+version = "0.14.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2b192c782037fadd9cfa75548310488aabdbf3d2da73885b31bd0abd03351285"
+dependencies = [
+ "either",
+]
+
 [[package]]
 name = "itoa"
 version = "1.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8f42a60cbdf9a97f5d2305f08a87dc4e09308d1276d28c869c684d7777685682"
 
+[[package]]
+name = "js-sys"
+version = "0.3.99"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "142bc4740e452c1e57ade0cbc129f139c9093e354346f0872ef985f4f5cf5f11"
+dependencies = [
+ "cfg-if",
+ "futures-util",
+ "once_cell",
+ "wasm-bindgen",
+]
+
 [[package]]
 name = "lazy_static"
 version = "1.5.0"
@@ -817,6 +1333,12 @@ version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "92daf443525c4cce67b150400bc2316076100ce0b3686209eb8cf3c31612e6f0"
 
+[[package]]
+name = "litrs"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "11d3d7f243d5c5a8b9bb5d6dd2b1602c0cb0b9db1621bafc7ed66e35ff9fe092"
+
 [[package]]
 name = "lock_api"
 version = "0.4.14"
@@ -832,6 +1354,44 @@ version = "0.4.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "953f07c43838f8e6f9758cab68bf5bed85465e7587ebe0b823f1bcd81978ad3a"
 
+[[package]]
+name = "lru-slab"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "112b39cec0b298b6c1999fee3e31427f74f676e4cb9879ed1a121b43661a4154"
+
+[[package]]
+name = "lzma-rust2"
+version = "0.15.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e20f57f9918e5bd7bc58c22cdd70a6afc7375d4dd9683af5f2b34bd3d2bba619"
+
+[[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 = "matrixmultiply"
+version = "0.3.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a06de3016e9fae57a36fd14dba131fccf49f74b40b7fbdb472f96e361ec71a08"
+dependencies = [
+ "autocfg",
+ "rawpointer",
+]
+
 [[package]]
 name = "md-5"
 version = "0.10.6"
@@ -848,6 +1408,12 @@ version = "2.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6b947ae49db0d222b1dbc6b113ce7248a3fc3a6ca21b696717bfc000ba4484d8"
 
+[[package]]
+name = "minimal-lexical"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "68354c5c6bd36d73ff3feceb05efa59b6acb7626617f4962be322a825e61f79a"
+
 [[package]]
 name = "miniz_oxide"
 version = "0.8.9"
@@ -855,6 +1421,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1fa76a2c86f704bdb222d66965fb3d63269ce38518b83cb0575fca855ebb6316"
 dependencies = [
  "adler2",
+ "simd-adler32",
 ]
 
 [[package]]
@@ -868,6 +1435,53 @@ 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",
+]
+
+[[package]]
+name = "ndarray"
+version = "0.17.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "520080814a7a6b4a6e9070823bb24b4531daac8c4627e08ba5de8c5ef2f2752d"
+dependencies = [
+ "matrixmultiply",
+ "num-complex",
+ "num-integer",
+ "num-traits",
+ "portable-atomic",
+ "portable-atomic-util",
+ "rawpointer",
+]
+
+[[package]]
+name = "nom"
+version = "7.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d273983c5a657a70a3e8f2a01329822f3b8c8172b73826411a55751e404a0a4a"
+dependencies = [
+ "memchr",
+ "minimal-lexical",
+]
+
 [[package]]
 name = "num-bigint-dig"
 version = "0.8.6"
@@ -879,11 +1493,26 @@ dependencies = [
  "num-integer",
  "num-iter",
  "num-traits",
- "rand",
+ "rand 0.8.6",
  "smallvec",
  "zeroize",
 ]
 
+[[package]]
+name = "num-complex"
+version = "0.4.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73f88a1307638156682bada9d7604135552957b7818057dcef22705b4d509495"
+dependencies = [
+ "num-traits",
+]
+
+[[package]]
+name = "num-conv"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "521739c6d2bac4aa25192232afe6841231376b2b26d4d9fae5ecf8ca5772e441"
+
 [[package]]
 name = "num-integer"
 version = "0.1.46"
@@ -935,6 +1564,58 @@ version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "384b8ab6d37215f3c5301a95a4accb5d64aa607f1fcb26a11b5303878451b4fe"
 
+[[package]]
+name = "onig"
+version = "6.5.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0cc3cbf698f9438986c11a880c90a6d04b9de27575afd28bbf45b154b6c709e2"
+dependencies = [
+ "bitflags",
+ "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 = "option-ext"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
+
+[[package]]
+name = "ort"
+version = "2.0.0-rc.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d7de3af33d24a745ffb8fab904b13478438d1cd52868e6f17735ef6e1f8bf133"
+dependencies = [
+ "ndarray",
+ "ort-sys",
+ "smallvec",
+ "tracing",
+ "ureq",
+]
+
+[[package]]
+name = "ort-sys"
+version = "2.0.0-rc.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d7b497d21a8b6fbb4b5a544f8fadb77e801a09ae0add9e411d31c6f89e3c1e90"
+dependencies = [
+ "hmac-sha256",
+ "lzma-rust2",
+ "ureq",
+]
+
 [[package]]
 name = "owo-colors"
 version = "4.3.0"
@@ -970,6 +1651,12 @@ dependencies = [
  "windows-link",
 ]
 
+[[package]]
+name = "paste"
+version = "1.0.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "57c0d7b74b563b49d38dae00a0c37d4d6de9b432382b2892f0574ddcae73fd0a"
+
 [[package]]
 name = "pem-rfc7468"
 version = "0.7.0"
@@ -1024,6 +1711,21 @@ version = "0.2.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b4596b6d070b27117e987119b4dac604f3c58cfb0b191112e24771b2faeac1a6"
 
+[[package]]
+name = "portable-atomic"
+version = "1.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49"
+
+[[package]]
+name = "portable-atomic-util"
+version = "0.2.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c2a106d1259c23fac8e543272398ae0e3c0b8d33c88ed73d0cc71b0f1d902618"
+dependencies = [
+ "portable-atomic",
+]
+
 [[package]]
 name = "potential_utf"
 version = "0.1.5"
@@ -1033,6 +1735,12 @@ dependencies = [
  "zerovec",
 ]
 
+[[package]]
+name = "powerfmt"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "439ee305def115ba05938db6eb1644ff94165c5ab5e9420d1c1bcedbba909391"
+
 [[package]]
 name = "ppv-lite86"
 version = "0.2.21"
@@ -1061,6 +1769,61 @@ dependencies = [
  "unicode-ident",
 ]
 
+[[package]]
+name = "quinn"
+version = "0.11.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b9e20a958963c291dc322d98411f541009df2ced7b5a4f2bd52337638cfccf20"
+dependencies = [
+ "bytes",
+ "cfg_aliases",
+ "pin-project-lite",
+ "quinn-proto",
+ "quinn-udp",
+ "rustc-hash",
+ "rustls",
+ "socket2",
+ "thiserror",
+ "tokio",
+ "tracing",
+ "web-time",
+]
+
+[[package]]
+name = "quinn-proto"
+version = "0.11.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "434b42fec591c96ef50e21e886936e66d3cc3f737104fdb9b737c40ffb94c098"
+dependencies = [
+ "bytes",
+ "getrandom 0.3.4",
+ "lru-slab",
+ "rand 0.9.4",
+ "ring",
+ "rustc-hash",
+ "rustls",
+ "rustls-pki-types",
+ "slab",
+ "thiserror",
+ "tinyvec",
+ "tracing",
+ "web-time",
+]
+
+[[package]]
+name = "quinn-udp"
+version = "0.5.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "addec6a0dcad8a8d96a771f815f0eaf55f9d1805756410b39f5fa81332574cbd"
+dependencies = [
+ "cfg_aliases",
+ "libc",
+ "once_cell",
+ "socket2",
+ "tracing",
+ "windows-sys 0.52.0",
+]
+
 [[package]]
 name = "quote"
 version = "1.0.45"
@@ -1070,6 +1833,12 @@ dependencies = [
  "proc-macro2",
 ]
 
+[[package]]
+name = "r-efi"
+version = "5.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "69cdb34c158ceb288df11e18b4bd39de994f6657d83847bdffdbd7f346754b0f"
+
 [[package]]
 name = "r-efi"
 version = "6.0.0"
@@ -1083,8 +1852,18 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5ca0ecfa931c29007047d1bc58e623ab12e5590e8c7cc53200d5202b69266d8a"
 dependencies = [
  "libc",
- "rand_chacha",
- "rand_core",
+ "rand_chacha 0.3.1",
+ "rand_core 0.6.4",
+]
+
+[[package]]
+name = "rand"
+version = "0.9.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "44c5af06bb1b7d3216d91932aed5265164bf384dc89cd6ba05cf59a35f5f76ea"
+dependencies = [
+ "rand_chacha 0.9.0",
+ "rand_core 0.9.5",
 ]
 
 [[package]]
@@ -1094,7 +1873,17 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e6c10a63a0fa32252be49d21e7709d4d4baf8d231c2dbce1eaa8141b9b127d88"
 dependencies = [
  "ppv-lite86",
- "rand_core",
+ "rand_core 0.6.4",
+]
+
+[[package]]
+name = "rand_chacha"
+version = "0.9.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d3022b5f1df60f26e1ffddd6c66e8aa15de382ae63b3a0c1bfc0e4d3e3f325cb"
+dependencies = [
+ "ppv-lite86",
+ "rand_core 0.9.5",
 ]
 
 [[package]]
@@ -1106,6 +1895,52 @@ dependencies = [
  "getrandom 0.2.17",
 ]
 
+[[package]]
+name = "rand_core"
+version = "0.9.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "76afc826de14238e6e8c374ddcc1fa19e374fd8dd986b0d2af0d02377261d83c"
+dependencies = [
+ "getrandom 0.3.4",
+]
+
+[[package]]
+name = "rawpointer"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "60a357793950651c4ed0f3f52338f53b2f809f32d83a07f72909fa13e4c6c1e3"
+
+[[package]]
+name = "rayon"
+version = "1.12.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fb39b166781f92d482534ef4b4b1b2568f42613b53e5b6c160e24cfbfa30926d"
+dependencies = [
+ "either",
+ "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"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "22e18b0f0062d30d4230b2e85ff77fdfe4326feb054b9783a3460d8435c8ab91"
+dependencies = [
+ "crossbeam-deque",
+ "crossbeam-utils",
+]
+
 [[package]]
 name = "redox_syscall"
 version = "0.5.18"
@@ -1124,6 +1959,101 @@ dependencies = [
  "bitflags",
 ]
 
+[[package]]
+name = "redox_users"
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+ "memchr",
+ "regex-automata",
+ "regex-syntax",
+]
+
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+ "aho-corasick",
+ "memchr",
+ "regex-syntax",
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+dependencies = [
+ "base64 0.22.1",
+ "bytes",
+ "futures-core",
+ "futures-util",
+ "http",
+ "http-body",
+ "http-body-util",
+ "hyper",
+ "hyper-rustls",
+ "hyper-util",
+ "js-sys",
+ "log",
+ "percent-encoding",
+ "pin-project-lite",
+ "quinn",
+ "rustls",
+ "rustls-pki-types",
+ "serde",
+ "serde_json",
+ "serde_urlencoded",
+ "sync_wrapper",
+ "tokio",
+ "tokio-rustls",
+ "tokio-util",
+ "tower",
+ "tower-http",
+ "tower-service",
+ "url",
+ "wasm-bindgen",
+ "wasm-bindgen-futures",
+ "wasm-streams",
+ "web-sys",
+ "webpki-roots",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a4689e6c2294d81e88dc6261c768b63bc4fcdb852be6d1352498b114f61383b7"
+dependencies = [
+ "cc",
+ "cfg-if",
+ "getrandom 0.2.17",
+ "libc",
+ "untrusted",
+ "windows-sys 0.52.0",
+]
+
 [[package]]
 name = "rsa"
 version = "0.9.10"
@@ -1137,7 +2067,7 @@ dependencies = [
  "num-traits",
  "pkcs1",
  "pkcs8",
- "rand_core",
+ "rand_core 0.6.4",
  "signature",
  "spki",
  "subtle",
@@ -1150,6 +2080,12 @@ version = "0.1.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b50b8869d9fc858ce7266cce0194bd74df58b9d0e3f6df3a9fc8eb470d95c09d"
 
+[[package]]
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+version = "2.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "94300abf3f1ae2e2b8ffb7b58043de3d399c73fa6f4b73826402a5c457614dbe"
+
 [[package]]
 name = "rustix"
 version = "1.1.4"
@@ -1163,12 +2099,65 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "rustls"
+version = "0.23.40"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ef86cd5876211988985292b91c96a8f2d298df24e75989a43a3c73f2d4d8168b"
+dependencies = [
+ "log",
+ "once_cell",
+ "ring",
+ "rustls-pki-types",
+ "rustls-webpki",
+ "subtle",
+ "zeroize",
+]
+
+[[package]]
+name = "rustls-pki-types"
+version = "1.14.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "30a7197ae7eb376e574fe940d068c30fe0462554a3ddbe4eca7838e049c937a9"
+dependencies = [
+ "web-time",
+ "zeroize",
+]
+
+[[package]]
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+version = "0.103.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "61c429a8649f110dddef65e2a5ad240f747e85f7758a6bccc7e5777bd33f756e"
+dependencies = [
+ "ring",
+ "rustls-pki-types",
+ "untrusted",
+]
+
+[[package]]
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+version = "1.0.22"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b39cdef0fa800fc44525c84ccb54a029961a8215f9619753635a9c0d2538d46d"
+
 [[package]]
 name = "ryu"
 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 = "scopeguard"
 version = "1.2.0"
@@ -1280,9 +2269,15 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "77549399552de45a898a580c1b41d445bf730df867cc44e6c0233bbc4b8329de"
 dependencies = [
  "digest",
- "rand_core",
+ "rand_core 0.6.4",
 ]
 
+[[package]]
+name = "simd-adler32"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "703d5c7ef118737c72f1af64ad2f6f8c5e1921f818cdcb97b8fe6fc69bf66214"
+
 [[package]]
 name = "slab"
 version = "0.4.12"
@@ -1308,6 +2303,17 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "socks"
+version = "0.3.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0c3dbbd9ae980613c6dd8e28a9407b50509d3803b57624d5dfe8315218cd58b"
+dependencies = [
+ "byteorder",
+ "libc",
+ "winapi",
+]
+
 [[package]]
 name = "spin"
 version = "0.9.8"
@@ -1327,6 +2333,18 @@ dependencies = [
  "der",
 ]
 
+[[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 = "sqlx"
 version = "0.8.6"
@@ -1346,7 +2364,7 @@ version = "0.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ee6798b1838b6a0f69c007c133b8df5866302197e404e8b6ee8ed3e3a5e68dc6"
 dependencies = [
- "base64",
+ "base64 0.22.1",
  "bytes",
  "crc",
  "crossbeam-queue",
@@ -1417,7 +2435,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "aa003f0038df784eb8fecbbac13affe3da23b45194bd57dba231c8f48199c526"
 dependencies = [
  "atoi",
- "base64",
+ "base64 0.22.1",
  "bitflags",
  "byteorder",
  "bytes",
@@ -1439,7 +2457,7 @@ dependencies = [
  "memchr",
  "once_cell",
  "percent-encoding",
- "rand",
+ "rand 0.8.6",
  "rsa",
  "sha1",
  "sha2",
@@ -1458,7 +2476,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "db58fcd5a53cf07c184b154801ff91347e4c30d17a3562a635ff028ad5deda46"
 dependencies = [
  "atoi",
- "base64",
+ "base64 0.22.1",
  "bitflags",
  "byteorder",
  "crc",
@@ -1476,7 +2494,7 @@ dependencies = [
  "md-5",
  "memchr",
  "once_cell",
- "rand",
+ "rand 0.8.6",
  "serde",
  "serde_json",
  "sha2",
@@ -1518,6 +2536,12 @@ version = "1.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
 
+[[package]]
+name = "static_assertions"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a2eb9349b6444b326872e140eb1cf5e7c522154d69e7a0ffb0fb81c06b37543f"
+
 [[package]]
 name = "stringprep"
 version = "0.1.5"
@@ -1552,6 +2576,15 @@ dependencies = [
  "unicode-ident",
 ]
 
+[[package]]
+name = "sync_wrapper"
+version = "1.0.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0bf256ce5efdfa370213c1dabab5935a12e49f2c58d15e9eac2870d3b4f27263"
+dependencies = [
+ "futures-core",
+]
+
 [[package]]
 name = "synstructure"
 version = "0.13.2"
@@ -1605,6 +2638,37 @@ dependencies = [
  "cfg-if",
 ]
 
+[[package]]
+name = "time"
+version = "0.3.47"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "743bd48c283afc0388f9b8827b976905fb217ad9e647fae3a379a9283c4def2c"
+dependencies = [
+ "deranged",
+ "itoa",
+ "num-conv",
+ "powerfmt",
+ "serde_core",
+ "time-core",
+ "time-macros",
+]
+
+[[package]]
+name = "time-core"
+version = "0.1.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7694e1cfe791f8d31026952abf09c69ca6f6fa4e1a1229e18988f06a04a12dca"
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2e70e4c5a0e0a8a4823ad65dfe1a6930e4f4d756dcd9dd7939022b5e8c501215"
+dependencies = [
+ "num-conv",
+ "time-core",
+]
+
 [[package]]
 name = "tinystr"
 version = "0.8.3"
@@ -1630,6 +2694,39 @@ version = "0.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
 
+[[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 0.9.4",
+ "rayon",
+ "rayon-cond",
+ "regex",
+ "regex-syntax",
+ "serde",
+ "serde_json",
+ "spm_precompiled",
+ "thiserror",
+ "unicode-normalization-alignments",
+ "unicode-segmentation",
+ "unicode_categories",
+]
+
 [[package]]
 name = "tokio"
 version = "1.52.3"
@@ -1656,6 +2753,16 @@ dependencies = [
  "syn",
 ]
 
+[[package]]
+name = "tokio-rustls"
+version = "0.26.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1729aa945f29d91ba541258c8df89027d5792d85a8841fb65e8bf0f4ede4ef61"
+dependencies = [
+ "rustls",
+ "tokio",
+]
+
 [[package]]
 name = "tokio-stream"
 version = "0.1.18"
@@ -1667,6 +2774,64 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "tokio-util"
+version = "0.7.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9ae9cec805b01e8fc3fd2fe289f89149a9b66dd16786abd8b19cfa7b48cb0098"
+dependencies = [
+ "bytes",
+ "futures-core",
+ "futures-sink",
+ "pin-project-lite",
+ "tokio",
+]
+
+[[package]]
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+version = "0.5.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ebe5ef63511595f1344e2d5cfa636d973292adc0eec1f0ad45fae9f0851ab1d4"
+dependencies = [
+ "futures-core",
+ "futures-util",
+ "pin-project-lite",
+ "sync_wrapper",
+ "tokio",
+ "tower-layer",
+ "tower-service",
+]
+
+[[package]]
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+version = "0.6.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4cfcf7e2740e6fc6d4d688b4ef00650406bb94adf4731e43c096c3a19fe40840"
+dependencies = [
+ "bitflags",
+ "bytes",
+ "futures-util",
+ "http",
+ "http-body",
+ "pin-project-lite",
+ "tower",
+ "tower-layer",
+ "tower-service",
+ "url",
+]
+
+[[package]]
+name = "tower-layer"
+version = "0.3.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "121c2a6cda46980bb0fcd1647ffaf6cd3fc79a013de288782836f6df9c48780e"
+
+[[package]]
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+version = "0.3.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8df9b6e13f2d32c91b9bd719c00d1958837bc7dec474d94952798cc8e69eeec3"
+
 [[package]]
 name = "tracing"
 version = "0.1.44"
@@ -1721,6 +2886,12 @@ dependencies = [
  "tracing-core",
 ]
 
+[[package]]
+name = "try-lock"
+version = "0.2.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e421abadd41a4225275504ea4d6566923418b7f05506fbc9c0fe86ba7396114b"
+
 [[package]]
 name = "typenum"
 version = "1.20.1"
@@ -1748,18 +2919,90 @@ dependencies = [
  "tinyvec",
 ]
 
+[[package]]
+name = "unicode-normalization-alignments"
+version = "0.1.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "43f613e4fa046e69818dd287fdc4bc78175ff20331479dab6e1b0f98d57062de"
+dependencies = [
+ "smallvec",
+]
+
 [[package]]
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 version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7df058c713841ad818f1dc5d3fd88063241cc61f49f5fbea4b951e8cf5a8d71d"
 
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c6f5d3c3b1bf09027a88a6bc961fc00497d651009560b5463668dc81b0fa87a8"
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b4ac048d71ede7ee76d585517add45da530660ef4390e49b098733c6e897f254"
+
 [[package]]
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+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "39ec24b3121d976906ece63c9daad25b85969647682eee313cb5779fdd69e14e"
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "81e544489bf3d8ef66c953931f56617f423cd4b5494be343d9b9d3dda037b9a3"
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8ecb6da28b8a351d773b68d5825ac39017e680750f980f3a1a85cd8dd28a47c1"
+
+[[package]]
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+version = "3.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dea7109cdcd5864d4eeb1b58a1648dc9bf520360d7af16ec26d0a9354bafcfc0"
+dependencies = [
+ "base64 0.22.1",
+ "cookie_store",
+ "flate2",
+ "log",
+ "percent-encoding",
+ "rustls",
+ "rustls-pki-types",
+ "serde",
+ "serde_json",
+ "socks",
+ "ureq-proto",
+ "utf8-zero",
+ "webpki-roots",
+]
+
+[[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"
@@ -1772,6 +3015,12 @@ 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"
@@ -1802,6 +3051,15 @@ version = "0.9.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0b928f33d975fc6ad9f86c8f283853ad26bdd5b10b7f1542aa2fa15e2289105a"
 
+[[package]]
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+version = "0.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bfa7760aed19e106de2c7c0b581b509f2f25d3dacaf737cb82ac61bc6d760b0e"
+dependencies = [
+ "try-lock",
+]
+
 [[package]]
 name = "wasi"
 version = "0.11.1+wasi-snapshot-preview1"
@@ -1832,6 +3090,61 @@ version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b8dad83b4f25e74f184f64c43b150b91efe7647395b42289f38e50566d82855b"
 
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3ed04576f974d2b2fba0f38c51dbc5518011e38c36bf1143164be765528fd409"
+dependencies = [
+ "cfg-if",
+ "once_cell",
+ "rustversion",
+ "wasm-bindgen-macro",
+ "wasm-bindgen-shared",
+]
+
+[[package]]
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+version = "0.4.72"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9473dbd2991ae90b6291c3c32c30c6187ac49aa32f9905d1cce280ec1e110b0f"
+dependencies = [
+ "js-sys",
+ "wasm-bindgen",
+]
+
+[[package]]
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+version = "0.2.122"
+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "quote",
+ "wasm-bindgen-macro-support",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "bumpalo",
+ "proc-macro2",
+ "quote",
+ "syn",
+ "wasm-bindgen-shared",
+]
+
+[[package]]
+name = "wasm-bindgen-shared"
+version = "0.2.122"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9a929b2c61f11ba3e9bc35b50c1f25cb38e0e892c0c231ae2b8cf78d5dad4437"
+dependencies = [
+ "unicode-ident",
+]
+
 [[package]]
 name = "wasm-encoder"
 version = "0.244.0"
@@ -1854,6 +3167,19 @@ dependencies = [
  "wasmparser",
 ]
 
+[[package]]
+name = "wasm-streams"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "15053d8d85c7eccdbefef60f06769760a563c7f0a9d6902a13d35c7800b0ad65"
+dependencies = [
+ "futures-util",
+ "js-sys",
+ "wasm-bindgen",
+ "wasm-bindgen-futures",
+ "web-sys",
+]
+
 [[package]]
 name = "wasmparser"
 version = "0.244.0"
@@ -1866,6 +3192,35 @@ dependencies = [
  "semver",
 ]
 
+[[package]]
+name = "web-sys"
+version = "0.3.99"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6d621441cfc37b84979402712047321980c178f299193a3589d05b99e8763436"
+dependencies = [
+ "js-sys",
+ "wasm-bindgen",
+]
+
+[[package]]
+name = "web-time"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5a6580f308b1fad9207618087a65c04e7a10bc77e02c8e84e9b00dd4b12fa0bb"
+dependencies = [
+ "js-sys",
+ "wasm-bindgen",
+]
+
+[[package]]
+name = "webpki-roots"
+version = "1.0.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "52f5ee44c96cf55f1b349600768e3ece3a8f26010c05265ab73f945bb1a2eb9d"
+dependencies = [
+ "rustls-pki-types",
+]
+
 [[package]]
 name = "whoami"
 version = "1.6.1"
@@ -1876,6 +3231,28 @@ dependencies = [
  "wasite",
 ]
 
+[[package]]
+name = "winapi"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c839a674fcd7a98952e593242ea400abe93992746761e38641405d28b00f419"
+dependencies = [
+ "winapi-i686-pc-windows-gnu",
+ "winapi-x86_64-pc-windows-gnu",
+]
+
+[[package]]
+name = "winapi-i686-pc-windows-gnu"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
+
+[[package]]
+name = "winapi-x86_64-pc-windows-gnu"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
+
 [[package]]
 name = "windows-link"
 version = "0.2.1"
@@ -1888,7 +3265,16 @@ version = "0.48.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "677d2418bec65e3338edb076e806bc1ec15693c5d0104683f2efe857f61056a9"
 dependencies = [
- "windows-targets",
+ "windows-targets 0.48.5",
+]
+
+[[package]]
+name = "windows-sys"
+version = "0.52.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d"
+dependencies = [
+ "windows-targets 0.52.6",
 ]
 
 [[package]]
@@ -1906,13 +3292,29 @@ version = "0.48.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9a2fa6e2155d7247be68c096456083145c183cbbbc2764150dda45a87197940c"
 dependencies = [
- "windows_aarch64_gnullvm",
- "windows_aarch64_msvc",
- "windows_i686_gnu",
- "windows_i686_msvc",
- "windows_x86_64_gnu",
- "windows_x86_64_gnullvm",
- "windows_x86_64_msvc",
+ "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",
+]
+
+[[package]]
+name = "windows-targets"
+version = "0.52.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9b724f72796e036ab90c1021d4780d4d3d648aca59e491e6b98e725b84e99973"
+dependencies = [
+ "windows_aarch64_gnullvm 0.52.6",
+ "windows_aarch64_msvc 0.52.6",
+ "windows_i686_gnu 0.52.6",
+ "windows_i686_gnullvm",
+ "windows_i686_msvc 0.52.6",
+ "windows_x86_64_gnu 0.52.6",
+ "windows_x86_64_gnullvm 0.52.6",
+ "windows_x86_64_msvc 0.52.6",
 ]
 
 [[package]]
@@ -1921,42 +3323,90 @@ 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"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "32a4622180e7a0ec044bb555404c800bc9fd9ec262ec147edd5989ccd0c02cd3"
+
 [[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"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "09ec2a7bb152e2252b53fa7803150007879548bc709c039df7627cabbd05d469"
+
 [[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"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b"
+
+[[package]]
+name = "windows_i686_gnullvm"
+version = "0.52.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0eee52d38c090b3caa76c563b86c3a4bd71ef1a819287c19d586d7334ae8ed66"
+
 [[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"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "240948bc05c5e7c6dabba28bf89d89ffce3e303022809e73deaefe4f6ec56c66"
+
 [[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"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78"
+
 [[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"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d"
+
 [[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"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
+
 [[package]]
 name = "wit-bindgen"
 version = "0.51.0"
diff --git a/Cargo.toml b/Cargo.toml
index d31edcf..540b35a 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -6,6 +6,7 @@ edition = "2024"
 [dependencies]
 clap = { version = "4.5.40", features = ["cargo"] }
 color-eyre = "0.6.5"
+fastembed = { version = "5.15.0", default-features = false, features = ["hf-hub-rustls-tls", "ort-download-binaries-rustls-tls"] }
 serde = { version = "1.0.219", features = ["derive"] }
 serde_json = "1.0.140"
 sqlx = { version = "0.8.6", default-features = false, features = ["runtime-tokio", "sqlite", "migrate", "macros"] }
diff --git a/README.md b/README.md
index 7d430e7..98a09ad 100644
--- a/README.md
+++ b/README.md
@@ -25,7 +25,6 @@ the directory you're looking for and invoke cd to navigate you there.
 Embeddings get expensive fast and I have to use a very tiny model (bge-small-en-v1.5) to keep this lean.
 If we have a ton of parameteres in the database A: The db would be *huge* and B: The search would take a lot of time.
 
-
 ## Build
 
 ```sh
@@ -70,9 +69,12 @@ stdout, stderr, `PWD`, `OLDPWD`, and physical path behavior.
 Use a specific container image with:
 
 ```sh
-CDS_DOCKER_IMAGE=rust:1-slim cargo test --test docker_cd_equivalence
+CDS_DOCKER_IMAGE=rust:1 cargo test --test docker_cd_equivalence
 ```
 
+The Docker image must include Cargo and the C++ standard library/linker support required by
+the embedding runtime. The default image is `rust:1`.
+
 ## Indexing
 
 `cds` only indexes directories you configure. It does not crawl the whole filesystem.
@@ -143,16 +145,37 @@ Hidden directories are always skipped and pruned from the local index. Each conf
 root is treated as a container, and each top-level directory inside it is indexed only through
 `max_depth_per_top_level_directory` levels.
 
-The embedder is still deterministic and fake for now. That is deliberate: it lets the config,
-schema, scanning, and ranking plumbing settle before the real `bge-small-en-v1.5` runtime is
-wired in.
+Text-file chunks are embedded locally with `BAAI/bge-small-en-v1.5` through FastEmbed/ONNX.
+Model files are cached under `~/.cache/cds/models` by default, or under `CDS_CACHE_DIR/models`
+when that environment variable is set. Tests can force deterministic fake embeddings with
+`CDS_EMBEDDER=fake`.
 
 ## Directory Types
 
-Directory type inference is rule-based and data-driven. Built-in types such as `rust project`
-and `chrome extension` are defined as JSON. Custom/community detectors can be added to the
-`detectors` array in `~/.config/cds/config.json`; `cds --index` loads them every time it
-indexes.
+Directory type inference is rule-based and data-driven. `cds` does not ask the embedding
+model to guess whether a directory is a `rust project`, `chrome extension`, `rails app`, etc.
+Instead, it runs JSON detectors against each indexed directory during `cds --init` and
+`cds --index`.
+
+Built-in detectors live in `src/index/directory_types/` and currently cover:
+
+- `chrome extension`
+- `database migrations`
+- `next.js app`
+- `node project`
+- `python project`
+- `rails app`
+- `rust project`
+
+Each detector has a `label` and one or more `rules`. A rule matches only when all of its
+`signals` match. If a detector has multiple matching rules for the same directory, `cds`
+keeps one classification for that label and prefers the highest-confidence rule. Each stored
+classification includes the directory path, label, confidence, rule id, evidence path,
+evidence summary, and detection timestamp.
+
+Custom detectors are added to the `detectors` array in `~/.config/cds/config.json`.
+`cds --index` loads that array every time it indexes, so editing the config and re-running
+`cds --index` is enough to apply a new directory type locally.
 
 Example detector:
 
@@ -176,9 +199,82 @@ Example detector:
 }
 ```
 
-Supported signal kinds are `file_exists`, `file_contains`, `directory_name`, and `child_name`.
-Each matched rule stores the label, confidence, detector id, evidence path, and evidence
-summary in SQLite.
+Supported signal kinds:
+
+- `file_exists`: matches when a relative file path exists inside the directory.
+- `file_contains`: reads a small text file and checks for text. Use `contains_any`,
+  `contains_all`, or both.
+- `directory_name`: checks the directory's own name with `equals_any` and/or
+  `contains_any`.
+- `child_name`: checks immediate child names with `contains_any`, `starts_with_any`,
+  and/or `ends_with_any`.
+
+Signals are case-insensitive. Paths are relative to the directory being classified.
+`file_contains` ignores binary files and files larger than 128 KiB.
+
+For example, a custom detector for Terraform projects can be added directly to
+`~/.config/cds/config.json`:
+
+```json
+{
+  "index": {
+    "roots": ["~/Projects"],
+    "exclude": [
+      ".git",
+      "node_modules",
+      "target",
+      "dist",
+      "build",
+      ".next",
+      ".cache",
+      ".venv",
+      "venv",
+      "vendor",
+      "*.xcassets",
+      "*.imageset",
+      "*.appiconset",
+      "*.colorset"
+    ],
+    "max_file_bytes": 65536,
+    "max_excerpt_bytes": 4096,
+    "max_entries_per_directory": 80,
+    "max_depth_per_top_level_directory": 3,
+    "max_chunk_bytes": 4096
+  },
+  "detectors": [
+    {
+      "label": "terraform project",
+      "rules": [
+        {
+          "id": "terraform_files",
+          "confidence": 0.95,
+          "evidence_summary": "directory contains Terraform files",
+          "signals": [
+            {
+              "kind": "child_name",
+              "ends_with_any": [".tf", ".tfvars"]
+            }
+          ]
+        }
+      ]
+    }
+  ]
+}
+```
+
+After saving the config:
+
+```sh
+cds --index
+cds --dir-type-count
+```
+
+To add a built-in/community detector to the project itself, add a new JSON file under
+`src/index/directory_types/`, then register it in `BUILTIN_DEFINITIONS` in
+`src/index/classify.rs`. Prefer high-confidence signals that are difficult to trigger by
+accident. For example, checking that `manifest.json` contains `"manifest_version"` and at
+least one browser-extension field is better than classifying every directory with any
+`manifest.json` as a Chrome extension.
 
 Search indexed directories:
 
@@ -203,11 +299,10 @@ type classifications. The database file and schema are kept in place.
 
 When the shell integration is installed, `cds` also tries semantic search automatically for
 plain directory changes that do not look like local `cd` usage. For example, `cds Projects`
-first checks the current directory for any folder starting with `p`. If such a folder exists,
-`cds` delegates to the shell's built-in `cd` exactly as usual. If no local folder starts with
-that character, `cds` searches the index and emits a `cd` to the best existing indexed
-directory. Flags, `-`, `--`, `~`, `.`, `..`, and paths containing `/` always use normal `cd`
-behavior.
+first checks whether `./Projects` exists exactly. If it does, `cds` delegates to the shell's
+built-in `cd` exactly as usual. If it does not, `cds` searches the index and emits a `cd` to
+the best existing indexed directory. Flags, `-`, `--`, `~`, `.`, `..`, and paths containing
+`/` always use normal `cd` behavior.
 
 ## Shell Setup
 
diff --git a/src/app/mod.rs b/src/app/mod.rs
index 2973247..0637fcf 100644
--- a/src/app/mod.rs
+++ b/src/app/mod.rs
@@ -2,13 +2,12 @@ mod error;
 
 use std::env;
 use std::ffi::OsString;
-use std::fs;
 use std::path::{Path, PathBuf};
 
 use crate::config::{AppPaths, Settings, expand_tilde};
 use crate::db::{Database, DirectoryTypeCount};
-use crate::embed::FakeEmbedder;
-use crate::error::{Result, app_err, config_err};
+use crate::embed::{BgeSmallEmbedder, Embedder, FakeEmbedder};
+use crate::error::{Result, app_err, config_err, embed_err};
 use crate::index::{IndexProgress, IndexReport, Indexer, NoopProgress};
 use crate::search::{SearchResult, Searcher};
 
@@ -33,7 +32,7 @@ where
     let paths = AppPaths::discover()?;
     let settings = Settings::load_or_create(&paths.config_file)?;
     let database = Database::open(&paths.database_file).await?;
-    let embedder = FakeEmbedder::default();
+    let embedder = RuntimeEmbedder::load(&paths)?;
     let indexer = Indexer::new(&settings, &database, &embedder);
     let index = indexer
         .index_configured_roots_with_progress(progress)
@@ -58,7 +57,7 @@ where
     let paths = AppPaths::discover()?;
     let settings = Settings::load_or_create(&paths.config_file)?;
     let database = Database::open(&paths.database_file).await?;
-    let embedder = FakeEmbedder::default();
+    let embedder = RuntimeEmbedder::load(&paths)?;
     let indexer = Indexer::new(&settings, &database, &embedder);
 
     if roots.is_empty() {
@@ -88,7 +87,7 @@ pub async fn search(query: Vec<OsString>, limit: usize) -> Result<Vec<SearchResu
 pub async fn search_text(query: &str, limit: usize) -> Result<Vec<SearchResult>> {
     let paths = AppPaths::discover()?;
     let database = Database::open_existing(&paths.database_file).await?;
-    let embedder = FakeEmbedder::default();
+    let embedder = RuntimeEmbedder::load(&paths)?;
     let searcher = Searcher::new(&database, &embedder);
     Ok(searcher.search(query, limit).await?)
 }
@@ -106,7 +105,7 @@ pub async fn reset_database() -> Result<()> {
 }
 
 pub async fn resolve_cd_script(args: Vec<OsString>) -> Vec<u8> {
-    if let Some(query) = semantic_query(&args)
+    if let Some(query) = implied_search_query(&args)
         && let Ok(results) = search_text(&query, 5).await
         && let Some(result) = results
             .into_iter()
@@ -118,6 +117,10 @@ pub async fn resolve_cd_script(args: Vec<OsString>) -> Vec<u8> {
     crate::emit_cd_script(&args)
 }
 
+pub fn implied_search_query(args: &[OsString]) -> Option<String> {
+    semantic_query(args)
+}
+
 fn join_query(query: Vec<OsString>) -> Result<String> {
     let mut parts = Vec::with_capacity(query.len());
 
@@ -151,13 +154,12 @@ fn semantic_query_in(args: &[OsString], directory: Option<&Path>) -> Option<Stri
         parts.push(arg);
     }
 
-    let query = parts.join(" ");
-    let first = query.chars().find(|ch| !ch.is_whitespace())?;
-
-    if local_directory_starts_with(first, directory) {
+    if args.len() == 1 && local_entry_exists(parts[0], directory) {
         return None;
     }
 
+    let query = parts.join(" ");
+    query.chars().find(|ch| !ch.is_whitespace())?;
     Some(query)
 }
 
@@ -173,28 +175,12 @@ fn is_cd_syntax(arg: &str) -> bool {
         || arg.contains('/')
 }
 
-fn local_directory_starts_with(first: char, directory: Option<&Path>) -> bool {
+fn local_entry_exists(name: &str, directory: Option<&Path>) -> bool {
     let Some(directory) = directory else {
         return true;
     };
 
-    let Ok(entries) = fs::read_dir(directory) else {
-        return true;
-    };
-
-    let first = first.to_lowercase().to_string();
-
-    entries.filter_map(std::result::Result::ok).any(|entry| {
-        if !entry.path().is_dir() {
-            return false;
-        }
-
-        entry
-            .file_name()
-            .to_string_lossy()
-            .to_lowercase()
-            .starts_with(&first)
-    })
+    directory.join(name).exists()
 }
 
 fn current_shell_directory() -> Option<PathBuf> {
@@ -204,6 +190,54 @@ fn current_shell_directory() -> Option<PathBuf> {
         .or_else(|| env::current_dir().ok())
 }
 
+enum RuntimeEmbedder {
+    Bge(Box<BgeSmallEmbedder>),
+    Fake(FakeEmbedder),
+}
+
+impl RuntimeEmbedder {
+    fn load(paths: &AppPaths) -> Result<Self> {
+        if env::var("CDS_EMBEDDER").is_ok_and(|value| value.eq_ignore_ascii_case("fake")) {
+            return Ok(Self::Fake(FakeEmbedder::default()));
+        }
+
+        BgeSmallEmbedder::new(&paths.cache_dir)
+            .map(Box::new)
+            .map(Self::Bge)
+            .map_err(embed_err)
+    }
+}
+
+impl Embedder for RuntimeEmbedder {
+    fn dimensions(&self) -> usize {
+        match self {
+            Self::Bge(embedder) => embedder.dimensions(),
+            Self::Fake(embedder) => embedder.dimensions(),
+        }
+    }
+
+    fn embed(&self, text: &str) -> crate::embed::Result<Vec<f32>> {
+        match self {
+            Self::Bge(embedder) => embedder.embed(text),
+            Self::Fake(embedder) => embedder.embed(text),
+        }
+    }
+
+    fn embed_document(&self, text: &str) -> crate::embed::Result<Vec<f32>> {
+        match self {
+            Self::Bge(embedder) => embedder.embed_document(text),
+            Self::Fake(embedder) => embedder.embed_document(text),
+        }
+    }
+
+    fn embed_query(&self, text: &str) -> crate::embed::Result<Vec<f32>> {
+        match self {
+            Self::Bge(embedder) => embedder.embed_query(text),
+            Self::Fake(embedder) => embedder.embed_query(text),
+        }
+    }
+}
+
 #[cfg(test)]
 mod tests {
     use super::*;
@@ -213,9 +247,20 @@ mod tests {
     }
 
     #[test]
-    fn semantic_query_is_allowed_when_no_local_directory_prefix_matches() {
+    fn semantic_query_is_allowed_when_no_exact_local_entry_matches() {
+        let temp = tempfile::tempdir().unwrap();
+        std::fs::create_dir(temp.path().join("src")).unwrap();
+
+        assert_eq!(
+            semantic_query_in(&[os("Projects")], Some(temp.path())),
+            Some("Projects".to_string())
+        );
+    }
+
+    #[test]
+    fn semantic_query_is_allowed_when_only_local_prefix_matches() {
         let temp = tempfile::tempdir().unwrap();
-        fs::create_dir(temp.path().join("src")).unwrap();
+        std::fs::create_dir(temp.path().join("playground")).unwrap();
 
         assert_eq!(
             semantic_query_in(&[os("Projects")], Some(temp.path())),
@@ -224,9 +269,9 @@ mod tests {
     }
 
     #[test]
-    fn semantic_query_is_blocked_when_local_directory_prefix_matches() {
+    fn semantic_query_is_blocked_when_exact_local_entry_matches() {
         let temp = tempfile::tempdir().unwrap();
-        fs::create_dir(temp.path().join("playground")).unwrap();
+        std::fs::create_dir(temp.path().join("Projects")).unwrap();
 
         assert_eq!(
             semantic_query_in(&[os("Projects")], Some(temp.path())),
@@ -262,4 +307,11 @@ mod tests {
             Some("chrome extension".to_string())
         );
     }
+
+    #[test]
+    fn implied_search_query_uses_cd_semantic_rules() {
+        assert_eq!(implied_search_query(&[os("-P"), os("Projects")]), None);
+        assert_eq!(implied_search_query(&[os("../Projects")]), None);
+        assert_eq!(implied_search_query(&[]), None);
+    }
 }
diff --git a/src/embed/bge.rs b/src/embed/bge.rs
new file mode 100644
index 0000000..124dae9
--- /dev/null
+++ b/src/embed/bge.rs
@@ -0,0 +1,71 @@
+use std::fs;
+use std::path::{Path, PathBuf};
+use std::sync::Mutex;
+
+use fastembed::{EmbeddingModel, TextEmbedding, TextInitOptions};
+
+use super::{EmbedError, Embedder, Result};
+
+pub const BGE_SMALL_EN_V15_DIMENSIONS: usize = 384;
+
+pub struct BgeSmallEmbedder {
+    model: Mutex<TextEmbedding>,
+}
+
+impl BgeSmallEmbedder {
+    pub fn new(cache_dir: impl AsRef<Path>) -> Result<Self> {
+        let cache_dir = model_cache_dir(cache_dir.as_ref());
+        fs::create_dir_all(&cache_dir).map_err(|source| EmbedError::CreateCacheDir {
+            path: cache_dir.clone(),
+            source,
+        })?;
+
+        let options = TextInitOptions::new(EmbeddingModel::BGESmallENV15)
+            .with_cache_dir(cache_dir)
+            .with_show_download_progress(false)
+            .with_intra_threads(2);
+        let model = TextEmbedding::try_new(options).map_err(|source| EmbedError::Model {
+            message: source.to_string(),
+        })?;
+
+        Ok(Self {
+            model: Mutex::new(model),
+        })
+    }
+
+    fn embed_prefixed(&self, prefix: &str, text: &str) -> Result<Vec<f32>> {
+        let input = format!("{prefix}: {text}");
+        let mut model = self.model.lock().map_err(|_| EmbedError::Lock)?;
+        let mut embeddings = model
+            .embed([input], None)
+            .map_err(|source| EmbedError::Model {
+                message: source.to_string(),
+            })?;
+
+        embeddings.pop().ok_or_else(|| EmbedError::Model {
+            message: "embedding model returned no vectors".to_string(),
+        })
+    }
+}
+
+impl Embedder for BgeSmallEmbedder {
+    fn dimensions(&self) -> usize {
+        BGE_SMALL_EN_V15_DIMENSIONS
+    }
+
+    fn embed(&self, text: &str) -> Result<Vec<f32>> {
+        self.embed_document(text)
+    }
+
+    fn embed_document(&self, text: &str) -> Result<Vec<f32>> {
+        self.embed_prefixed("passage", text)
+    }
+
+    fn embed_query(&self, text: &str) -> Result<Vec<f32>> {
+        self.embed_prefixed("query", text)
+    }
+}
+
+fn model_cache_dir(cache_dir: &Path) -> PathBuf {
+    cache_dir.join("models")
+}
diff --git a/src/embed/error.rs b/src/embed/error.rs
index 0928c6e..dbecec2 100644
--- a/src/embed/error.rs
+++ b/src/embed/error.rs
@@ -1,7 +1,20 @@
+use std::io;
+use std::path::PathBuf;
+
 use thiserror::Error;
 
 #[derive(Debug, Error)]
 pub enum EmbedError {
+    #[error("failed to create embedding model cache directory {path}")]
+    CreateCacheDir {
+        path: PathBuf,
+        #[source]
+        source: io::Error,
+    },
+
     #[error("embedding model failed: {message}")]
     Model { message: String },
+
+    #[error("embedding model lock is poisoned")]
+    Lock,
 }
diff --git a/src/embed/mod.rs b/src/embed/mod.rs
index 34b6f5c..8001185 100644
--- a/src/embed/mod.rs
+++ b/src/embed/mod.rs
@@ -1,6 +1,8 @@
+mod bge;
 mod error;
 mod fake;
 
+pub use bge::{BGE_SMALL_EN_V15_DIMENSIONS, BgeSmallEmbedder};
 pub use error::EmbedError;
 pub use fake::FakeEmbedder;
 
@@ -9,4 +11,12 @@ pub type Result<T> = std::result::Result<T, EmbedError>;
 pub trait Embedder {
     fn dimensions(&self) -> usize;
     fn embed(&self, text: &str) -> Result<Vec<f32>>;
+
+    fn embed_document(&self, text: &str) -> Result<Vec<f32>> {
+        self.embed(text)
+    }
+
+    fn embed_query(&self, text: &str) -> Result<Vec<f32>> {
+        self.embed(text)
+    }
 }
diff --git a/src/index/file.rs b/src/index/file.rs
index c4b1572..a305f8f 100644
--- a/src/index/file.rs
+++ b/src/index/file.rs
@@ -81,12 +81,13 @@ where
         .into_iter()
         .enumerate()
     {
-        let embedding = embedder
-            .embed(chunk.text)
-            .map_err(|source| IndexError::EmbedSummary {
-                path: path.to_path_buf(),
-                source,
-            })?;
+        let embedding =
+            embedder
+                .embed_document(chunk.text)
+                .map_err(|source| IndexError::EmbedSummary {
+                    path: path.to_path_buf(),
+                    source,
+                })?;
 
         chunks.push(IndexedFileChunk {
             file_path: file_path.clone(),
diff --git a/src/index/mod.rs b/src/index/mod.rs
index 1cd4fe9..fecd305 100644
--- a/src/index/mod.rs
+++ b/src/index/mod.rs
@@ -135,6 +135,11 @@ mod tests {
         let ignored = app.join("node_modules");
         fs::create_dir_all(&ignored).unwrap();
         fs::write(app.join("README.md"), "Chrome extension manifest tools").unwrap();
+        fs::write(
+            app.join(".env.production"),
+            "DATABASE_URL=postgres://secret",
+        )
+        .unwrap();
         fs::write(ignored.join("package.json"), "should not appear").unwrap();
         let asset_catalog = app.join("macos/Assets.xcassets/Custom Icon.appiconset");
         fs::create_dir_all(&asset_catalog).unwrap();
@@ -194,7 +199,7 @@ mod tests {
         assert_eq!(report.directories_indexed, 3);
         assert_eq!(report.text_files_indexed, 1);
         assert_eq!(report.file_chunks_indexed, 1);
-        assert_eq!(report.entries_skipped, 3);
+        assert_eq!(report.entries_skipped, 4);
         assert_eq!(database.document_count().await.unwrap(), 3);
 
         let app_document = database
@@ -208,6 +213,7 @@ mod tests {
                 .contains("Chrome extension manifest tools")
         );
         assert!(!app_document.searchable_text.contains("should not appear"));
+        assert!(!app_document.searchable_text.contains("DATABASE_URL"));
         assert!(!app_document.searchable_text.contains(".vscode"));
         assert_eq!(
             database
diff --git a/src/main.rs b/src/main.rs
index abfff02..a3b50a8 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,5 +1,5 @@
 use std::env;
-use std::io::{self, Write};
+use std::io::{self, IsTerminal, Write};
 use std::path::Path;
 use std::process::ExitCode;
 use std::sync::{
@@ -52,7 +52,17 @@ async fn run(invocation: Invocation) -> error::Result<()> {
                 println!("{}\t{}", count.count, count.label);
             }
         }
-        Invocation::EmitCd { args } => write_stdout(&app::resolve_cd_script(args).await)?,
+        Invocation::EmitCd { args } => {
+            let mut animation = app::implied_search_query(&args)
+                .is_some()
+                .then(SearchAnimation::start);
+            let script = app::resolve_cd_script(args).await;
+            if let Some(animation) = &mut animation {
+                animation.finish();
+            }
+
+            write_stdout(&script)?;
+        }
         Invocation::ShellInit { shell } => write_stdout(shell_init(shell).as_bytes())?,
         Invocation::Init => {
             let mut progress = TerminalIndexProgress::start();
@@ -77,7 +87,11 @@ async fn run(invocation: Invocation) -> error::Result<()> {
             }
         }
         Invocation::Search { query } => {
-            let results = app::search(query, 10).await?;
+            let mut animation = SearchAnimation::start();
+            let results = app::search(query, 10).await;
+            animation.finish();
+
+            let results = results?;
             for result in results {
                 println!("{:.3}\t{}", result.score, result.path);
             }
@@ -108,6 +122,68 @@ fn confirm_reset() -> error::Result<bool> {
     ))
 }
 
+const SEARCH_LABEL: &str = "Searching";
+
+struct SearchAnimation {
+    stop: Arc<AtomicBool>,
+    worker: Option<JoinHandle<()>>,
+}
+
+impl SearchAnimation {
+    fn start() -> Self {
+        let stop = Arc::new(AtomicBool::new(false));
+
+        if !io::stderr().is_terminal() {
+            return Self { stop, worker: None };
+        }
+
+        let worker = Some(spawn_search_animation(Arc::clone(&stop)));
+        Self { stop, worker }
+    }
+
+    fn finish(&mut self) {
+        self.stop.store(true, Ordering::Relaxed);
+        if let Some(worker) = self.worker.take() {
+            let _ = worker.join();
+        }
+    }
+}
+
+impl Drop for SearchAnimation {
+    fn drop(&mut self) {
+        self.finish();
+    }
+}
+
+fn spawn_search_animation(stop: Arc<AtomicBool>) -> JoinHandle<()> {
+    thread::spawn(move || {
+        let mut tick = 0;
+
+        while !stop.load(Ordering::Relaxed) {
+            render_search_frame(tick);
+            tick = tick.wrapping_add(1);
+            thread::sleep(Duration::from_millis(120));
+        }
+
+        clear_search_frame();
+    })
+}
+
+fn render_search_frame(tick: usize) {
+    eprint!("\r\x1b[2K{}", search_frame(tick));
+    let _ = io::stderr().flush();
+}
+
+fn clear_search_frame() {
+    eprint!("\r\x1b[2K");
+    let _ = io::stderr().flush();
+}
+
+fn search_frame(tick: usize) -> String {
+    let dots = ".".repeat((tick % 3) + 1);
+    format!("{SEARCH_LABEL}{dots}")
+}
+
 #[derive(Debug, Default)]
 struct ProgressState {
     current_directory: Option<String>,
@@ -198,3 +274,16 @@ fn render_progress_line(state: &mut ProgressState) {
     state.last_len = line.len();
     state.tick = state.tick.wrapping_add(1);
 }
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn search_frame_cycles_dots() {
+        assert_eq!(search_frame(0), "Searching.");
+        assert_eq!(search_frame(1), "Searching..");
+        assert_eq!(search_frame(2), "Searching...");
+        assert_eq!(search_frame(3), "Searching.");
+    }
+}
diff --git a/src/search/mod.rs b/src/search/mod.rs
index d4000f7..ff5428b 100644
--- a/src/search/mod.rs
+++ b/src/search/mod.rs
@@ -33,7 +33,7 @@ where
     pub async fn search(&self, query: &str, limit: usize) -> Result<Vec<SearchResult>> {
         let query_embedding = self
             .embedder
-            .embed(query)
+            .embed_query(query)
             .map_err(|source| SearchError::EmbedQuery { source })?;
         let chunks = self
             .database
diff --git a/tests/docker_cd_equivalence.rs b/tests/docker_cd_equivalence.rs
index 6221ba4..7766f4b 100644
--- a/tests/docker_cd_equivalence.rs
+++ b/tests/docker_cd_equivalence.rs
@@ -23,7 +23,7 @@ fn docker_cd_equivalence_random_tree() {
     }
 
     let manifest_dir = PathBuf::from(env!("CARGO_MANIFEST_DIR"));
-    let image = std::env::var("CDS_DOCKER_IMAGE").unwrap_or_else(|_| "rust:1-slim".to_string());
+    let image = std::env::var("CDS_DOCKER_IMAGE").unwrap_or_else(|_| "rust:1".to_string());
     let cache_root = std::env::var_os("CDS_DOCKER_CACHE_DIR")
         .map(PathBuf::from)
         .unwrap_or_else(|| manifest_dir.join("target/docker-cache"));
diff --git a/tests/search_integration.rs b/tests/search_integration.rs
index dc1d61f..f6ceba9 100644
--- a/tests/search_integration.rs
+++ b/tests/search_integration.rs
@@ -34,7 +34,7 @@ fn hidden_emit_searches_when_local_prefix_is_absent() {
 }
 
 #[test]
-fn hidden_emit_preserves_cd_when_local_prefix_exists() {
+fn hidden_emit_searches_when_only_local_prefix_exists() {
     let fixture = SearchFixture::new();
     fixture.init();
 
@@ -42,6 +42,37 @@ fn hidden_emit_preserves_cd_when_local_prefix_exists() {
     std::fs::create_dir_all(&cwd).unwrap();
     std::fs::create_dir(cwd.join("music")).unwrap();
 
+    let output = fixture
+        .cds()
+        .arg("--cds-emit")
+        .arg("--")
+        .arg("manifest")
+        .current_dir(&cwd)
+        .env("PWD", &cwd)
+        .output()
+        .unwrap();
+
+    assert!(
+        output.status.success(),
+        "stderr: {}",
+        String::from_utf8_lossy(&output.stderr)
+    );
+    let expected = format!(
+        "builtin cd '{}'\n",
+        fixture.project_dir.to_string_lossy().replace('\'', "'\\''")
+    );
+    assert_eq!(String::from_utf8(output.stdout).unwrap(), expected);
+}
+
+#[test]
+fn hidden_emit_preserves_cd_when_exact_local_entry_exists() {
+    let fixture = SearchFixture::new();
+    fixture.init();
+
+    let cwd = fixture.temp.path().join("cwd");
+    std::fs::create_dir_all(&cwd).unwrap();
+    std::fs::create_dir(cwd.join("manifest")).unwrap();
+
     let output = fixture
         .cds()
         .arg("--cds-emit")
@@ -147,6 +178,7 @@ impl SearchFixture {
         let mut command = Command::new(env!("CARGO_BIN_EXE_cds"));
         command
             .env("HOME", self.temp.path())
+            .env("CDS_EMBEDDER", "fake")
             .env("CDS_CONFIG_DIR", self.temp.path().join("config"))
             .env("CDS_DATA_DIR", self.temp.path().join("data"))
             .env("CDS_CACHE_DIR", self.temp.path().join("cache"));
diff --git a/tests/shell_integration.rs b/tests/shell_integration.rs
index d9cd919..bef8dc9 100644
--- a/tests/shell_integration.rs
+++ b/tests/shell_integration.rs
@@ -72,7 +72,7 @@ expected="$(cd "$tmp/a" && pwd -P)"
 home="$tmp/home"
 mkdir -p "$home/Projects/cli-init-test"
 printf 'shell integration init project\n' > "$home/Projects/cli-init-test/README.md"
-HOME="$home" CDS_CONFIG_DIR="$tmp/config" CDS_DATA_DIR="$tmp/data" CDS_CACHE_DIR="$tmp/cache" cds --init >/tmp/cds-shell-init.out
+HOME="$home" CDS_EMBEDDER="fake" CDS_CONFIG_DIR="$tmp/config" CDS_DATA_DIR="$tmp/data" CDS_CACHE_DIR="$tmp/cache" cds --init >/tmp/cds-shell-init.out
 [ -f "$tmp/config/config.json" ]
 [ -f "$tmp/data/cds.sqlite" ]
 "#