diff --git a/clients/cerebro/Cargo.lock b/clients/cerebro/Cargo.lock
index 7ddf1571..fa0c232c 100644
--- a/clients/cerebro/Cargo.lock
+++ b/clients/cerebro/Cargo.lock
@@ -13,16 +13,18 @@ dependencies = [
 
 [[package]]
 name = "affinitypool"
-version = "0.4.0"
+version = "0.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a58b64a64aecad4ba7f2ccf0f79115f5d2d184b1e55307f78c20be07adc6633"
+checksum = "c4a46f56d354df11b6bcd8ca4f84fa03ac816cc41c72568a1b337d8f7e5af90e"
 dependencies = [
- "crossbeam",
+ "arc-swap",
+ "async-task",
+ "crossbeam-deque",
+ "crossbeam-utils",
  "libc",
  "num_cpus",
  "parking_lot",
  "thiserror",
- "tokio",
  "winapi",
 ]
 
@@ -152,6 +154,15 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "arc-swap"
+version = "1.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6a3a1fd6f75306b68087b831f025c712524bcb19aad54e557b1129cfa0a2b207"
+dependencies = [
+ "rustversion",
+]
+
 [[package]]
 name = "argon2"
 version = "0.5.3"
@@ -237,6 +248,12 @@ dependencies = [
  "syn 2.0.117",
 ]
 
+[[package]]
+name = "async-task"
+version = "4.7.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8b75356056920673b02621b35afd0f7dda9306d03c79a30f5c56c44cf256e3de"
+
 [[package]]
 name = "async-trait"
 version = "0.1.89"
@@ -538,6 +555,20 @@ name = "bytemuck"
 version = "1.25.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c8efb64bd706a16a1bdde310ae86b351e4d21550d98d056f22f8a7f7a2183fec"
+dependencies = [
+ "bytemuck_derive",
+]
+
+[[package]]
+name = "bytemuck_derive"
+version = "1.10.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f9abbd1bc6865053c427f7198e6af43bfdedc55ab791faed4fbd361d789575ff"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
 
 [[package]]
 name = "byteorder"
@@ -732,7 +763,7 @@ version = "4.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f2ce8604710f6733aa641a2b3731eaa1e8b3d9973d5e3565da11800813f997a9"
 dependencies = [
- "heck",
+ "heck 0.5.0",
  "proc-macro2",
  "quote",
  "syn 2.0.117",
@@ -839,28 +870,6 @@ version = "1.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "790eea4361631c5e7d22598ecd5723ff611904e3344ce8720784c93e3d83d40b"
 
-[[package]]
-name = "crossbeam"
-version = "0.8.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1137cd7e7fc0fb5d3c5a8678be38ec56e819125d8d7907411fe24ccb943faca8"
-dependencies = [
- "crossbeam-channel",
- "crossbeam-deque",
- "crossbeam-epoch",
- "crossbeam-queue",
- "crossbeam-utils",
-]
-
-[[package]]
-name = "crossbeam-channel"
-version = "0.5.15"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "82b8f8f868b36967f9606790d1903570de9ceaf870a7bf9fbbd3016d636a2cb2"
-dependencies = [
- "crossbeam-utils",
-]
-
 [[package]]
 name = "crossbeam-deque"
 version = "0.8.6"
@@ -880,15 +889,6 @@ dependencies = [
  "crossbeam-utils",
 ]
 
-[[package]]
-name = "crossbeam-queue"
-version = "0.3.12"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0f58bbc28f91df819d0aa2a2c00cd19754769c2fad90579b3592b1c9ba7a3115"
-dependencies = [
- "crossbeam-utils",
-]
-
 [[package]]
 name = "crossbeam-utils"
 version = "0.8.21"
@@ -1140,6 +1140,64 @@ dependencies = [
  "crypto-common 0.2.1",
 ]
 
+[[package]]
+name = "diskann"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "376186e025eb294c22f06236b23417608f1867def159c3a61a5c57788a3e889e"
+dependencies = [
+ "anyhow",
+ "bytemuck",
+ "diskann-utils",
+ "diskann-vector",
+ "diskann-wide",
+ "futures-util",
+ "half",
+ "hashbrown 0.16.1",
+ "num-traits",
+ "rand 0.9.4",
+ "thiserror",
+ "tokio",
+]
+
+[[package]]
+name = "diskann-utils"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7b70289db1b66826fa1ef2b4113bf2f9d0dedc8df983b2b804c38dc1e519e15e"
+dependencies = [
+ "bytemuck",
+ "cfg-if",
+ "diskann-vector",
+ "diskann-wide",
+ "half",
+ "rand 0.9.4",
+ "rand_distr",
+ "rayon",
+ "thiserror",
+]
+
+[[package]]
+name = "diskann-vector"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f62c9d81aad6e3df6a026b1bb693dbbcfbee5ea93d9e7a5ff15c31576263bc29"
+dependencies = [
+ "cfg-if",
+ "diskann-wide",
+ "half",
+]
+
+[[package]]
+name = "diskann-wide"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "46fcacef8ea9274969f98499456718f3dcaa5d3d7392b3171079653370fa0b20"
+dependencies = [
+ "cfg-if",
+ "half",
+]
+
 [[package]]
 name = "displaydoc"
 version = "0.2.5"
@@ -1513,12 +1571,6 @@ version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "037711b3d59c33004d3856fbdc83b99d4ff37a24768fa1be9ce3538a1cde4393"
 
-[[package]]
-name = "futures-timer"
-version = "3.0.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
-
 [[package]]
 name = "futures-util"
 version = "0.3.32"
@@ -1574,25 +1626,6 @@ dependencies = [
  "zeroize",
 ]
 
-[[package]]
-name = "geo"
-version = "0.31.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fc1a1678e54befc9b4bcab6cd43b8e7f834ae8ea121118b0fd8c42747675b4a"
-dependencies = [
- "earcutr",
- "float_next_after",
- "geo-types",
- "geographiclib-rs",
- "i_overlay",
- "log",
- "num-traits",
- "robust",
- "rstar 0.12.2",
- "serde",
- "spade",
-]
-
 [[package]]
 name = "geo"
 version = "0.32.0"
@@ -1722,8 +1755,12 @@ version = "2.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
 dependencies = [
+ "bytemuck",
  "cfg-if",
  "crunchy",
+ "num-traits",
+ "rand 0.9.4",
+ "rand_distr",
  "zerocopy",
 ]
 
@@ -1854,6 +1891,12 @@ dependencies = [
  "stable_deref_trait",
 ]
 
+[[package]]
+name = "heck"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "95505c38b4572b2d910cecb0281560f54b440a19336cbbcb27bf6ce6adc6f5a8"
+
 [[package]]
 name = "heck"
 version = "0.5.0"
@@ -3438,6 +3481,16 @@ dependencies = [
  "getrandom 0.3.4",
 ]
 
+[[package]]
+name = "rand_distr"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6a8615d50dcf34fa31f7ab52692afec947c4dd0ab803cc87cb3b0b4570ff7463"
+dependencies = [
+ "num-traits",
+ "rand 0.9.4",
+]
+
 [[package]]
 name = "ratatui"
 version = "0.30.0"
@@ -3571,12 +3624,6 @@ version = "0.8.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "dc897dd8d9e8bd1ed8cdad82b5966c3e0ecae09fb1907d58efaa013543185d0a"
 
-[[package]]
-name = "relative-path"
-version = "1.9.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ba39f3699c378cd8970968dcbff9c43159ea4cfbd88d43c00b22f2ef10a435d2"
-
 [[package]]
 name = "rend"
 version = "0.4.2"
@@ -3626,13 +3673,13 @@ dependencies = [
 
 [[package]]
 name = "revision"
-version = "0.17.1"
+version = "0.28.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3b66f44139d1fe8e1b6c21bf1a855f12df38517aab94e21cea2a077e9753f216"
+checksum = "e735a8c2864f0b0fd48a55d0a71c081c7cbef8c8958a4665d8de423f20f2d0cf"
 dependencies = [
  "bytes",
  "chrono",
- "geo 0.31.0",
+ "geo",
  "regex",
  "revision-derive",
  "roaring",
@@ -3642,9 +3689,9 @@ dependencies = [
 
 [[package]]
 name = "revision-derive"
-version = "0.17.1"
+version = "0.28.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "696cbf6f9d0bdeb7d75ef3a037c8295ea9fb665c89c6b70c23022f5918713353"
+checksum = "f446f8c55ba240992330b09f69fe9e5ec8a2e1ba266843cb9f59d7bc6037c821"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -3821,35 +3868,6 @@ dependencies = [
  "smallvec",
 ]
 
-[[package]]
-name = "rstest"
-version = "0.26.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f5a3193c063baaa2a95a33f03035c8a72b83d97a54916055ba22d35ed3839d49"
-dependencies = [
- "futures-timer",
- "futures-util",
- "rstest_macros",
-]
-
-[[package]]
-name = "rstest_macros"
-version = "0.26.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c845311f0ff7951c5506121a9ad75aec44d083c31583b2ea5a30bcb0b0abba0"
-dependencies = [
- "cfg-if",
- "glob",
- "proc-macro-crate",
- "proc-macro2",
- "quote",
- "regex",
- "relative-path",
- "rustc_version",
- "syn 2.0.117",
- "unicode-ident",
-]
-
 [[package]]
 name = "rust-stemmers"
 version = "1.2.0"
@@ -3862,9 +3880,9 @@ dependencies = [
 
 [[package]]
 name = "rust_decimal"
-version = "1.41.0"
+version = "1.42.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2ce901f9a19d251159075a4c37af514c3b8ef99c22e02dd8c19161cf397ee94a"
+checksum = "be2a24f50780bc85f09cc6ac299bdf1424302742d77221106859c9d8b102126a"
 dependencies = [
  "arrayvec",
  "borsh",
@@ -4365,7 +4383,7 @@ version = "0.27.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7695ce3845ea4b33927c055a39dc438a45b059f7c1b3d91d38d10355fb8cbca7"
 dependencies = [
- "heck",
+ "heck 0.5.0",
  "proc-macro2",
  "quote",
  "syn 2.0.117",
@@ -4379,9 +4397,9 @@ checksum = "13c2bddecc57b384dee18652358fb23172facb8a2c51ccc10d74c157bdea3292"
 
 [[package]]
 name = "surrealdb"
-version = "3.0.5"
+version = "3.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "504a96b55e86ef8653a03b6b97e771f49c954e26bcc0308160b0134d94f334fd"
+checksum = "81ee3110fe3ab8172eb8c135c96ed2d57c7470cdf1ad732d176db95a92c9faab"
 dependencies = [
  "anyhow",
  "async-channel",
@@ -4412,11 +4430,21 @@ dependencies = [
  "web-sys",
 ]
 
+[[package]]
+name = "surrealdb-collections"
+version = "3.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "069e0c90dad71cf8f17475f75118a56ad3047f2f46fac24643e562b415b3f11a"
+dependencies = [
+ "revision",
+ "storekey",
+]
+
 [[package]]
 name = "surrealdb-core"
-version = "3.0.5"
+version = "3.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d3e6a7f248c958fd5000c4fab5759503663bf93c622be10a6d7bf7d2d676b8fc"
+checksum = "9780c2f3dd6a3cb1cce8ca7c866b5e82ac4377b826a09bf718ca441bfd2bd747"
 dependencies = [
  "addr",
  "affinitypool",
@@ -4426,7 +4454,6 @@ dependencies = [
  "argon2",
  "async-channel",
  "async-stream",
- "async-trait",
  "base64",
  "bcrypt",
  "blake3",
@@ -4435,15 +4462,19 @@ dependencies = [
  "ciborium",
  "dashmap",
  "deunicode",
+ "diskann",
+ "diskann-utils",
+ "diskann-vector",
  "dmp",
  "ext-sort",
  "fastnum",
  "fst",
  "futures",
  "fuzzy-matcher",
- "geo 0.32.0",
+ "geo",
  "geo-types",
  "getrandom 0.3.4",
+ "half",
  "headers",
  "hex",
  "http",
@@ -4452,6 +4483,7 @@ dependencies = [
  "jsonwebtoken",
  "lexicmp",
  "md-5",
+ "memchr",
  "mime",
  "ndarray",
  "ndarray-stats",
@@ -4465,7 +4497,8 @@ dependencies = [
  "pin-project-lite",
  "quick_cache",
  "radix_trie",
- "rand 0.8.6",
+ "rand 0.9.4",
+ "rand_core 0.6.4",
  "rayon",
  "reblessive",
  "regex",
@@ -4483,8 +4516,10 @@ dependencies = [
  "storekey",
  "strsim",
  "subtle",
+ "surrealdb-collections",
  "surrealdb-protocol",
  "surrealdb-rocksdb",
+ "surrealdb-strand",
  "surrealdb-types",
  "sysinfo",
  "tempfile",
@@ -4519,9 +4554,9 @@ dependencies = [
 
 [[package]]
 name = "surrealdb-protocol"
-version = "0.8.3"
+version = "0.10.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eb37698e0493bcfac3229ecb6ec6894a3ad705a3a2087b1562eeb881b3db19d4"
+checksum = "3f4e06f586c9179a02349b88b0c18e3a0850c55431aa513e0cd66529c00da1af"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -4529,7 +4564,7 @@ dependencies = [
  "chrono",
  "flatbuffers",
  "futures",
- "geo 0.32.0",
+ "geo",
  "prost",
  "prost-types",
  "rust_decimal",
@@ -4551,38 +4586,54 @@ dependencies = [
  "surrealdb-librocksdb-sys",
 ]
 
+[[package]]
+name = "surrealdb-strand"
+version = "3.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4af300a172983b23c05e692cacba462ca023e3e9404812b6783d09a8af487865"
+dependencies = [
+ "revision",
+ "serde",
+ "storekey",
+]
+
 [[package]]
 name = "surrealdb-types"
-version = "3.0.5"
+version = "3.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c79e71d035367b933cf528c09b7ed186bc17dea58c66a1bca84d22f9abf167db"
+checksum = "edd434d643c040c2872c9cfc88c90e9910e9a55456d2df7e68e92725225d3e20"
 dependencies = [
  "anyhow",
+ "async-channel",
  "bytes",
+ "castaway",
  "chrono",
  "flatbuffers",
- "geo 0.32.0",
+ "geo",
  "hex",
  "http",
  "papaya",
- "rand 0.8.6",
+ "rand 0.9.4",
  "regex",
- "rstest",
  "rust_decimal",
+ "semver",
  "serde",
  "serde_json",
  "surrealdb-protocol",
  "surrealdb-types-derive",
+ "tracing",
  "ulid",
+ "url",
  "uuid",
 ]
 
 [[package]]
 name = "surrealdb-types-derive"
-version = "3.0.5"
+version = "3.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a76abdbfc597e062daae5269251e18a84553f9090cfff423591f57c8c6765aa8"
+checksum = "16d385184f3b727c58c4d099a877a4c54ffe879dd190396cc80b1676146b8b2b"
 dependencies = [
+ "heck 0.4.1",
  "proc-macro2",
  "quote",
  "syn 2.0.117",
@@ -5770,7 +5821,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ea61de684c3ea68cb082b7a88508a8b27fcc8b797d738bfc99a82facf1d752dc"
 dependencies = [
  "anyhow",
- "heck",
+ "heck 0.5.0",
  "wit-parser",
 ]
 
@@ -5781,7 +5832,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b7c566e0f4b284dd6561c786d9cb0142da491f46a9fbed79ea69cdad5db17f21"
 dependencies = [
  "anyhow",
- "heck",
+ "heck 0.5.0",
  "indexmap",
  "prettyplease",
  "syn 2.0.117",