diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..f1596d9
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,13 @@
+target/
+.git/
+output/
+node_modules/
+frontend/dist/
+.env
+config.toml
+models/
+*.md
+.idea/
+.vscode/
+*.dot
+.DS_Store
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..c5b355c
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,95 @@
+name: CI
+
+on:
+  push:
+    branches: [master]
+    tags: ["v*"]
+  pull_request:
+    branches: [master]
+
+env:
+  CARGO_TERM_COLOR: always
+
+jobs:
+  check:
+    name: Rust check
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install system dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y --no-install-recommends \
+            cmake g++ make pkg-config \
+            libssl-dev libdlib-dev libblas-dev liblapack-dev
+
+      - uses: dtolnay/rust-toolchain@stable
+        with:
+          components: rustfmt, clippy
+
+      - uses: Swatinem/rust-cache@v2
+
+      - name: Check formatting
+        run: cargo fmt --check
+
+      - name: Clippy
+        run: cargo clippy -- -D warnings
+
+      - name: Run tests
+        run: cargo test
+
+  frontend-check:
+    name: Frontend check
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: actions/setup-node@v4
+        with:
+          node-version: 22
+          cache: npm
+          cache-dependency-path: frontend/package-lock.json
+
+      - name: Install dependencies
+        working-directory: frontend
+        run: npm ci
+
+      - name: Build
+        working-directory: frontend
+        run: npm run build
+
+  docker:
+    name: Build and push Docker image
+    runs-on: ubuntu-latest
+    needs: [check, frontend-check]
+    if: startsWith(github.ref, 'refs/tags/v')
+    permissions:
+      contents: read
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: docker/setup-buildx-action@v3
+
+      - uses: docker/login-action@v3
+        with:
+          username: arnaudcayrol
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+          
+      - uses: docker/metadata-action@v5
+        id: meta
+        with:
+          images: arnaudcayrol/immich-selfie-timelapse
+          tags: |
+            type=semver,pattern={{version}}
+            type=semver,pattern={{major}}.{{minor}}
+            type=raw,value=latest
+
+      - uses: docker/build-push-action@v6
+        with:
+          context: .
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
diff --git a/Cargo.lock b/Cargo.lock
index 06150b9..26eb2f6 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -180,14 +180,14 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8b52af3cb4058c895d37317bb27508dccc8e5f2d39454016b297bf4a400597b8"
 dependencies = [
  "axum-core",
- "base64 0.22.1",
+ "base64",
  "bytes",
  "form_urlencoded",
  "futures-util",
- "http 1.4.0",
- "http-body 1.0.1",
+ "http",
+ "http-body",
  "http-body-util",
- "hyper 1.8.1",
+ "hyper",
  "hyper-util",
  "itoa",
  "matchit",
@@ -200,7 +200,7 @@ dependencies = [
  "serde_path_to_error",
  "serde_urlencoded",
  "sha1",
- "sync_wrapper 1.0.2",
+ "sync_wrapper",
  "tokio",
  "tokio-tungstenite",
  "tower",
@@ -217,23 +217,17 @@ checksum = "08c78f31d7b1291f7ee735c1c6780ccde7785daae9a9206026862dab7d8792d1"
 dependencies = [
  "bytes",
  "futures-core",
- "http 1.4.0",
- "http-body 1.0.1",
+ "http",
+ "http-body",
  "http-body-util",
  "mime",
  "pin-project-lite",
- "sync_wrapper 1.0.2",
+ "sync_wrapper",
  "tower-layer",
  "tower-service",
  "tracing",
 ]
 
-[[package]]
-name = "base64"
-version = "0.21.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d297deb1925b89f2ccc13d7635fa0714f12c87adce1c75356b39ca9b7178567"
-
 [[package]]
 name = "base64"
 version = "0.22.1"
@@ -252,12 +246,6 @@ version = "0.10.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e4b40c7323adcfc0a41c4b88143ed58346ff65a288fc144329c5c45e05d70c6"
 
-[[package]]
-name = "bitflags"
-version = "1.3.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
-
 [[package]]
 name = "bitflags"
 version = "2.10.0"
@@ -318,26 +306,6 @@ version = "1.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b35204fbdc0b3f4446b89fc1ac2cf84a8a68971995d0bf2e925ec7cd960f9cb3"
 
-[[package]]
-name = "bzip2"
-version = "0.4.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bdb116a6ef3f6c3698828873ad02c3014b3c85cadb88496095628e3ef1e347f8"
-dependencies = [
- "bzip2-sys",
- "libc",
-]
-
-[[package]]
-name = "bzip2-sys"
-version = "0.1.13+1.0.8"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "225bff33b2141874fe80d71e07d6eec4f85c5c216453dd96388240f96e1acc14"
-dependencies = [
- "cc",
- "pkg-config",
-]
-
 [[package]]
 name = "cc"
 version = "1.2.54"
@@ -574,11 +542,9 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "677f139116fc86b731daf133c2864232fcb819f04a62829419e46415eef03bd1"
 dependencies = [
- "bzip2",
  "cpp",
  "cpp_build",
  "image 0.24.9",
- "reqwest 0.11.27",
  "sys-info",
 ]
 
@@ -841,25 +807,6 @@ dependencies = [
  "weezl",
 ]
 
-[[package]]
-name = "h2"
-version = "0.3.27"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0beca50380b1fc32983fc1cb4587bfa4bb9e78fc259aad4a0032d2080309222d"
-dependencies = [
- "bytes",
- "fnv",
- "futures-core",
- "futures-sink",
- "futures-util",
- "http 0.2.12",
- "indexmap",
- "slab",
- "tokio",
- "tokio-util",
- "tracing",
-]
-
 [[package]]
 name = "h2"
 version = "0.4.13"
@@ -871,7 +818,7 @@ dependencies = [
  "fnv",
  "futures-core",
  "futures-sink",
- "http 1.4.0",
+ "http",
  "indexmap",
  "slab",
  "tokio",
@@ -902,17 +849,6 @@ version = "1.1.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d0f0ae375a85536cac3a243e3a9cda80a47910348abdea7e2c22f8ec556d586d"
 
-[[package]]
-name = "http"
-version = "0.2.12"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "601cbb57e577e2f5ef5be8e7b83f0f63994f25aa94d673e54a92d5c516d101f1"
-dependencies = [
- "bytes",
- "fnv",
- "itoa",
-]
-
 [[package]]
 name = "http"
 version = "1.4.0"
@@ -923,17 +859,6 @@ dependencies = [
  "itoa",
 ]
 
-[[package]]
-name = "http-body"
-version = "0.4.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ceab25649e9960c0311ea418d17bee82c0dcec1bd053b5f9a66e265a693bed2"
-dependencies = [
- "bytes",
- "http 0.2.12",
- "pin-project-lite",
-]
-
 [[package]]
 name = "http-body"
 version = "1.0.1"
@@ -941,7 +866,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1efedce1fb8e6913f23e0c92de8e62cd5b772a67e7b3946df930a62566c93184"
 dependencies = [
  "bytes",
- "http 1.4.0",
+ "http",
 ]
 
 [[package]]
@@ -952,8 +877,8 @@ checksum = "b021d93e26becf5dc7e1b75b1bed1fd93124b374ceb73f43d4d4eafec896a64a"
 dependencies = [
  "bytes",
  "futures-core",
- "http 1.4.0",
- "http-body 1.0.1",
+ "http",
+ "http-body",
  "pin-project-lite",
 ]
 
@@ -975,30 +900,6 @@ version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "df3b46402a9d5adb4c86a0cf463f42e19994e3ee891101b1841f30a545cb49a9"
 
-[[package]]
-name = "hyper"
-version = "0.14.32"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "41dfc780fdec9373c01bae43289ea34c972e40ee3c9f6b3c8801a35f35586ce7"
-dependencies = [
- "bytes",
- "futures-channel",
- "futures-core",
- "futures-util",
- "h2 0.3.27",
- "http 0.2.12",
- "http-body 0.4.6",
- "httparse",
- "httpdate",
- "itoa",
- "pin-project-lite",
- "socket2 0.5.10",
- "tokio",
- "tower-service",
- "tracing",
- "want",
-]
-
 [[package]]
 name = "hyper"
 version = "1.8.1"
@@ -1009,9 +910,9 @@ dependencies = [
  "bytes",
  "futures-channel",
  "futures-core",
- "h2 0.4.13",
- "http 1.4.0",
- "http-body 1.0.1",
+ "h2",
+ "http",
+ "http-body",
  "httparse",
  "httpdate",
  "itoa",
@@ -1028,8 +929,8 @@ version = "0.27.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e3c93eb611681b207e1fe55d5a71ecf91572ec8a6705cdb6857f7d8d5242cf58"
 dependencies = [
- "http 1.4.0",
- "hyper 1.8.1",
+ "http",
+ "hyper",
  "hyper-util",
  "rustls",
  "rustls-pki-types",
@@ -1038,19 +939,6 @@ dependencies = [
  "tower-service",
 ]
 
-[[package]]
-name = "hyper-tls"
-version = "0.5.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d6183ddfa99b85da61a140bea0efc93fdf56ceaa041b37d553518030827f9905"
-dependencies = [
- "bytes",
- "hyper 0.14.32",
- "native-tls",
- "tokio",
- "tokio-native-tls",
-]
-
 [[package]]
 name = "hyper-tls"
 version = "0.6.0"
@@ -1059,7 +947,7 @@ checksum = "70206fc6890eaca9fde8a0bf71caa2ddfc9fe045ac9e5c70df101a7dbde866e0"
 dependencies = [
  "bytes",
  "http-body-util",
- "hyper 1.8.1",
+ "hyper",
  "hyper-util",
  "native-tls",
  "tokio",
@@ -1073,20 +961,20 @@ version = "0.1.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "727805d60e7938b76b826a6ef209eb70eaa1812794f9424d4a4e2d740662df5f"
 dependencies = [
- "base64 0.22.1",
+ "base64",
  "bytes",
  "futures-channel",
  "futures-core",
  "futures-util",
- "http 1.4.0",
- "http-body 1.0.1",
- "hyper 1.8.1",
+ "http",
+ "http-body",
+ "hyper",
  "ipnet",
  "libc",
  "percent-encoding",
  "pin-project-lite",
- "socket2 0.6.2",
- "system-configuration 0.6.1",
+ "socket2",
+ "system-configuration",
  "tokio",
  "tower-service",
  "tracing",
@@ -1308,7 +1196,7 @@ dependencies = [
  "ndarray 0.16.1",
  "ort",
  "rand 0.8.5",
- "reqwest 0.12.28",
+ "reqwest",
  "serde",
  "serde_json",
  "thiserror 1.0.69",
@@ -1455,7 +1343,7 @@ version = "0.1.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3d0b95e02c851351f877147b7deea7b1afb1df71b63aa5f8270716e0c5720616"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "libc",
 ]
 
@@ -1784,7 +1672,7 @@ version = "0.10.75"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08838db121398ad17ab8531ce9de97b244589089e290a384c900cb9ff7434328"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "cfg-if",
  "foreign-types",
  "libc",
@@ -1935,7 +1823,7 @@ version = "0.18.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "97baced388464909d42d89643fe4361939af9b7ce7a31ee32a168f832a70f2a0"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "crc32fast",
  "fdeflate",
  "flate2",
@@ -2193,7 +2081,7 @@ version = "0.5.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
 ]
 
 [[package]]
@@ -2236,64 +2124,24 @@ version = "0.8.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
 
-[[package]]
-name = "reqwest"
-version = "0.11.27"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dd67538700a17451e7cba03ac727fb961abb7607553461627b97de0b89cf4a62"
-dependencies = [
- "base64 0.21.7",
- "bytes",
- "encoding_rs",
- "futures-core",
- "futures-util",
- "h2 0.3.27",
- "http 0.2.12",
- "http-body 0.4.6",
- "hyper 0.14.32",
- "hyper-tls 0.5.0",
- "ipnet",
- "js-sys",
- "log",
- "mime",
- "native-tls",
- "once_cell",
- "percent-encoding",
- "pin-project-lite",
- "rustls-pemfile",
- "serde",
- "serde_json",
- "serde_urlencoded",
- "sync_wrapper 0.1.2",
- "system-configuration 0.5.1",
- "tokio",
- "tokio-native-tls",
- "tower-service",
- "url",
- "wasm-bindgen",
- "wasm-bindgen-futures",
- "web-sys",
- "winreg",
-]
-
 [[package]]
 name = "reqwest"
 version = "0.12.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
 dependencies = [
- "base64 0.22.1",
+ "base64",
  "bytes",
  "encoding_rs",
  "futures-core",
  "futures-util",
- "h2 0.4.13",
- "http 1.4.0",
- "http-body 1.0.1",
+ "h2",
+ "http",
+ "http-body",
  "http-body-util",
- "hyper 1.8.1",
+ "hyper",
  "hyper-rustls",
- "hyper-tls 0.6.0",
+ "hyper-tls",
  "hyper-util",
  "js-sys",
  "log",
@@ -2305,7 +2153,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_urlencoded",
- "sync_wrapper 1.0.2",
+ "sync_wrapper",
  "tokio",
  "tokio-native-tls",
  "tokio-util",
@@ -2345,7 +2193,7 @@ version = "1.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "146c9e247ccc180c1f61615433868c99f3de3ae256a30a43b49f67c2d9171f34"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "errno",
  "libc",
  "linux-raw-sys",
@@ -2365,15 +2213,6 @@ dependencies = [
  "zeroize",
 ]
 
-[[package]]
-name = "rustls-pemfile"
-version = "1.0.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1c74cae0a4cf6ccbbf5f359f08efdf8ee7e1dc532573bf0db71968cb56b1448c"
-dependencies = [
- "base64 0.21.7",
-]
-
 [[package]]
 name = "rustls-pki-types"
 version = "1.14.0"
@@ -2436,7 +2275,7 @@ version = "2.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "897b2245f0b511c87893af39b033e5ca9cce68824c4d7e7630b5a1d339658d02"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "core-foundation",
  "core-foundation-sys",
  "libc",
@@ -2604,16 +2443,6 @@ version = "1.15.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "67b1b7a3b5fe4f1376887184045fcf45c69e92af734b7aaddc05fb777b6fbd03"
 
-[[package]]
-name = "socket2"
-version = "0.5.10"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e22376abed350d73dd1cd119b57ffccad95b4e585a7cda43e286245ce23c0678"
-dependencies = [
- "libc",
- "windows-sys 0.52.0",
-]
-
 [[package]]
 name = "socket2"
 version = "0.6.2"
@@ -2658,12 +2487,6 @@ dependencies = [
  "unicode-ident",
 ]
 
-[[package]]
-name = "sync_wrapper"
-version = "0.1.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2047c6ded9c721764247e62cd3b03c09ffc529b2ba5b10ec482ae507a4a70160"
-
 [[package]]
 name = "sync_wrapper"
 version = "1.0.2"
@@ -2694,36 +2517,15 @@ dependencies = [
  "libc",
 ]
 
-[[package]]
-name = "system-configuration"
-version = "0.5.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ba3a3adc5c275d719af8cb4272ea1c4a6d668a777f37e115f6d11ddbc1c8e0e7"
-dependencies = [
- "bitflags 1.3.2",
- "core-foundation",
- "system-configuration-sys 0.5.0",
-]
-
 [[package]]
 name = "system-configuration"
 version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3c879d448e9d986b661742763247d3693ed13609438cf3d006f51f5368a5ba6b"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "core-foundation",
- "system-configuration-sys 0.6.0",
-]
-
-[[package]]
-name = "system-configuration-sys"
-version = "0.5.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a75fb188eb626b924683e3b95e3a48e63551fcfb51949de2f06a9d91dbee93c9"
-dependencies = [
- "core-foundation-sys",
- "libc",
+ "system-configuration-sys",
 ]
 
 [[package]]
@@ -2849,7 +2651,7 @@ dependencies = [
  "parking_lot",
  "pin-project-lite",
  "signal-hook-registry",
- "socket2 0.6.2",
+ "socket2",
  "tokio-macros",
  "windows-sys 0.61.2",
 ]
@@ -2982,7 +2784,7 @@ dependencies = [
  "futures-core",
  "futures-util",
  "pin-project-lite",
- "sync_wrapper 1.0.2",
+ "sync_wrapper",
  "tokio",
  "tower-layer",
  "tower-service",
@@ -2995,12 +2797,12 @@ version = "0.6.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d4e6559d53cc268e5031cd8429d05415bc4cb4aefc4aa5d6cc35fbf5b924a1f8"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags",
  "bytes",
  "futures-core",
  "futures-util",
- "http 1.4.0",
- "http-body 1.0.1",
+ "http",
+ "http-body",
  "http-body-util",
  "http-range-header",
  "httpdate",
@@ -3111,7 +2913,7 @@ checksum = "8628dcc84e5a09eb3d8423d6cb682965dea9133204e8fb3efee74c2a0c259442"
 dependencies = [
  "bytes",
  "data-encoding",
- "http 1.4.0",
+ "http",
  "httparse",
  "log",
  "rand 0.9.2",
@@ -3165,7 +2967,7 @@ version = "3.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d39cb1dbab692d82a977c0392ffac19e188bd9186a9f32806f0aaa859d75585a"
 dependencies = [
- "base64 0.22.1",
+ "base64",
  "der",
  "log",
  "native-tls",
@@ -3183,8 +2985,8 @@ version = "0.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d81f9efa9df032be5934a46a068815a10a042b494b6a58cb0a1a97bb5467ed6f"
 dependencies = [
- "base64 0.22.1",
- "http 1.4.0",
+ "base64",
+ "http",
  "httparse",
  "log",
 ]
@@ -3713,16 +3515,6 @@ dependencies = [
  "memchr",
 ]
 
-[[package]]
-name = "winreg"
-version = "0.50.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "524e57b2c537c0f9b1e69f1965311ec12182b4122e45035b1508cd24d2adadb1"
-dependencies = [
- "cfg-if",
- "windows-sys 0.48.0",
-]
-
 [[package]]
 name = "wit-bindgen"
 version = "0.51.0"
diff --git a/Cargo.toml b/Cargo.toml
index b81c658..f3c43e5 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -30,7 +30,7 @@ kamadak-exif = "0.5"
 
 # ML models
 ort = "2.0.0-rc.11"
-dlib-face-recognition = { version = "0.3", features = ["embed-all"] }
+dlib-face-recognition = { version = "0.3" }
 ndarray = "0.16"
 
 # Error handling
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..a121fcb
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,68 @@
+# Stage 1: Build frontend
+FROM node:22-alpine AS frontend-build
+WORKDIR /app/frontend
+COPY frontend/package.json frontend/package-lock.json ./
+RUN npm ci
+COPY frontend/ ./
+RUN npm run build
+
+# Stage 2: Build Rust binary
+FROM ubuntu:24.04 AS rust-build
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    curl ca-certificates \
+    cmake g++ make pkg-config \
+    libssl-dev libdlib-dev libatlas-base-dev liblapack-dev \
+    && rm -rf /var/lib/apt/lists/*
+RUN curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y --default-toolchain stable
+ENV PATH="/root/.cargo/bin:${PATH}"
+
+WORKDIR /app
+
+# Cache dependency build
+COPY Cargo.toml Cargo.lock ./
+RUN mkdir src && \
+    echo 'fn main() { println!("dummy"); }' > src/main.rs && \
+    echo '' > src/lib.rs && \
+    cargo build --release && \
+    rm -rf src
+
+# Build real binary
+COPY src/ src/
+RUN touch src/main.rs src/lib.rs && cargo build --release
+
+# Stage 3: Runtime image
+FROM ubuntu:24.04
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    ffmpeg \
+    libdlib19.1 \
+    libatlas3-base \
+    liblapack3 \
+    libssl3 \
+    libgomp1 \
+    ca-certificates \
+    curl \
+    bzip2 \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+
+# Download models
+RUN mkdir -p models && \
+    curl -fsSL -o models/dmhead_nomask_Nx3x224x224.onnx \
+    https://github.com/PINTO0309/DMHead/releases/download/1.1.2/dmhead_nomask_Nx3x224x224.onnx && \
+    curl -fsSL http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2 \
+    | bzip2 -d > models/shape_predictor_68_face_landmarks.dat && \
+    apt-get purge -y --autoremove curl bzip2
+
+# Copy artifacts from build stages
+COPY --from=rust-build /app/target/release/immich-timelapse ./
+COPY --from=frontend-build /app/frontend/dist/ ./frontend/dist/
+
+# Create non-root user
+RUN useradd --create-home --shell /bin/bash timelapse && \
+    mkdir -p output && \
+    chown -R timelapse:timelapse /app
+
+USER timelapse
+EXPOSE 5000
+CMD ["./immich-timelapse"]
diff --git a/src/models/dlib_landmarks.rs b/src/models/dlib_landmarks.rs
index e772c50..0cb85ea 100644
--- a/src/models/dlib_landmarks.rs
+++ b/src/models/dlib_landmarks.rs
@@ -31,12 +31,19 @@ unsafe impl Send for DlibLandmarks {}
 unsafe impl Sync for DlibLandmarks {}
 
 impl DlibLandmarks {
-    /// Load the landmark predictor model.
-    ///
-    /// This will download/check the model file (shape_predictor_68_face_landmarks.dat).
+    /// Load the landmark predictor model from the given path.
     fn load() -> Result<Self> {
+        let model_path = std::path::Path::new("models/shape_predictor_68_face_landmarks.dat");
+        if !model_path.exists() {
+            return Err(Error::Model(format!(
+                "Landmark model not found at {}. \
+                 Download from: http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2",
+                model_path.display()
+            )));
+        }
+
         let detector = FaceDetector::default();
-        let predictor = LandmarkPredictor::default()
+        let predictor = LandmarkPredictor::open(model_path)
             .map_err(|e| Error::Model(format!("Failed to load landmark predictor: {}", e)))?;
 
         Ok(Self {