diff --git a/Cargo.lock b/Cargo.lock
index 1324805..fbdd505 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1563,8 +1563,9 @@ dependencies = [
 
 [[package]]
 name = "candle-core"
-version = "0.8.0"
-source = "git+https://github.com/huggingface/candle.git#1807be84f4d9e388b19710a9282eb6501ce55f80"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d1e306c8a4276ba57ce9fac76d823cc8c8a7fca14bf222ac20ad8b12c4273152"
 dependencies = [
  "byteorder",
  "candle-metal-kernels",
@@ -1587,8 +1588,9 @@ dependencies = [
 
 [[package]]
 name = "candle-examples"
-version = "0.8.0"
-source = "git+https://github.com/huggingface/candle.git#1807be84f4d9e388b19710a9282eb6501ce55f80"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3bdceca3faa253f7140230f8eb9ac05ed0c10c7e33afeb9ee0d7fa6305a5d946"
 dependencies = [
  "anyhow",
  "candle-core",
@@ -1628,8 +1630,9 @@ dependencies = [
 
 [[package]]
 name = "candle-metal-kernels"
-version = "0.8.0"
-source = "git+https://github.com/huggingface/candle.git#1807be84f4d9e388b19710a9282eb6501ce55f80"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cbc6621c7e2202f4f129bcc3185c2c6d4fa2fc6b8f3f2b07eaf7c06042910c83"
 dependencies = [
  "metal 0.27.0",
  "once_cell",
@@ -1639,8 +1642,9 @@ dependencies = [
 
 [[package]]
 name = "candle-nn"
-version = "0.8.0"
-source = "git+https://github.com/huggingface/candle.git#1807be84f4d9e388b19710a9282eb6501ce55f80"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "39d417059c44d719fd03a0f711ccfe148d341469c9273d4b5731ebe965b2c97e"
 dependencies = [
  "candle-core",
  "candle-metal-kernels",
@@ -1655,8 +1659,9 @@ dependencies = [
 
 [[package]]
 name = "candle-transformers"
-version = "0.8.0"
-source = "git+https://github.com/huggingface/candle.git#1807be84f4d9e388b19710a9282eb6501ce55f80"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "962a277e90dea20968164175138b836bba8b51b57505579fd628d79933da2b70"
 dependencies = [
  "byteorder",
  "candle-core",
diff --git a/Cargo.toml b/Cargo.toml
index 0c16bf2..8dc5781 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -17,12 +17,12 @@ resolver = "2"
 [workspace.dependencies]
 anyhow = "1.0"
 bitflags = "2.6.0"
-candle-core = { git = "https://github.com/huggingface/candle.git", package = "candle-core", features = [
-] }
-candle-examples = { git = "https://github.com/huggingface/candle.git", package = "candle-examples" }
+candle-core = "0.8.1"
+candle-examples = "0.8.1"
 candle-hf-hub = "0.3.3"
-candle-nn = { git = "https://github.com/huggingface/candle.git", package = "candle-nn" }
-candle-transformers = { git = "https://github.com/huggingface/candle.git", package = "candle-transformers" }
+candle-metal-kernels = "0.8.1"
+candle-nn = "0.8.1"
+candle-transformers = "0.8.1"
 itertools = "0.13.0"
 once_cell = "1.20.2"
 pdbtbx = "0.12.0"
diff --git a/Readme.md b/Readme.md
index e0e84e6..137bfd3 100644
--- a/Readme.md
+++ b/Readme.md
@@ -2,4 +2,4 @@
 
 Protein utilities for Rust
 
-![](ferritin.png)
+<img src="ferritin.png" width="320">
diff --git a/ferritin-amplify/Cargo.toml b/ferritin-amplify/Cargo.toml
index 1b2524b..07c54cd 100644
--- a/ferritin-amplify/Cargo.toml
+++ b/ferritin-amplify/Cargo.toml
@@ -12,6 +12,7 @@ metal = ["candle-core/metal", "candle-nn/metal", "candle-metal-kernels"]
 [dependencies]
 anyhow.workspace = true
 candle-core.workspace = true
+candle-metal-kernels = { workspace = true, optional = true }
 candle-nn.workspace = true
 ferritin-test-data = { path = "../ferritin-test-data" }
 rand.workspace = true
@@ -22,7 +23,7 @@ serde.workspace = true
 metal = []
 
 [target.'cfg(target_os = "macos")'.dependencies]
-candle-metal-kernels = { git = "https://github.com/huggingface/candle.git", package = "candle-metal-kernels", optional = true }
+candle-metal-kernels.workspace = true
 
 [target.'cfg(target_arch = "wasm32")'.dependencies]
 tokenizers = { version = "0.21.0", default-features = false, features = [
diff --git a/ferritin-esm/Cargo.toml b/ferritin-esm/Cargo.toml
index 29f9b8c..3e37407 100644
--- a/ferritin-esm/Cargo.toml
+++ b/ferritin-esm/Cargo.toml
@@ -18,13 +18,14 @@ ferritin-test-data = { path = "../ferritin-test-data" }
 rand.workspace = true
 safetensors.workspace = true
 tokenizers.workspace = true
+candle-metal-kernels = { workspace = true, optional = true }
 
 
 [target.'cfg(target_os = "macos")'.features]
 metal = []
 
 [target.'cfg(target_os = "macos")'.dependencies]
-candle-metal-kernels = { git = "https://github.com/huggingface/candle.git", package = "candle-metal-kernels", optional = true }
+candle-metal-kernels.workspace = true
 
 [dev-dependencies]
 candle-examples.workspace = true
diff --git a/ferritin-examples/Cargo.toml b/ferritin-examples/Cargo.toml
index 44ca701..9747aa1 100644
--- a/ferritin-examples/Cargo.toml
+++ b/ferritin-examples/Cargo.toml
@@ -16,12 +16,14 @@ candle-nn.workspace = true
 clap = { version = "4.5.23", features = ["derive"] }
 ferritin-amplify = { path = "../ferritin-amplify" }
 serde_json.workspace = true
+candle-metal-kernels = { workspace = true, optional = true }
+
 
 [target.'cfg(target_os = "macos")'.features]
 metal = []
 
 [target.'cfg(target_os = "macos")'.dependencies]
-candle-metal-kernels = { git = "https://github.com/huggingface/candle.git", package = "candle-metal-kernels", optional = true }
+candle-metal-kernels.workspace = true
 
 [target.'cfg(target_arch = "wasm32")'.dependencies]
 tokenizers = { version = "0.21.0", default-features = false, features = [
diff --git a/ferritin-ligandmpnn/Cargo.toml b/ferritin-ligandmpnn/Cargo.toml
index 5b40872..667e5fd 100644
--- a/ferritin-ligandmpnn/Cargo.toml
+++ b/ferritin-ligandmpnn/Cargo.toml
@@ -17,6 +17,7 @@ metal = [
 [dependencies]
 anyhow.workspace = true
 candle-core.workspace = true
+candle-metal-kernels = { workspace = true, optional = true }
 candle-nn.workspace = true
 candle-transformers.workspace = true
 clap = "4.5.23"
@@ -33,7 +34,8 @@ strum = { version = "0.26", features = ["derive"] }
 metal = []
 
 [target.'cfg(target_os = "macos")'.dependencies]
-candle-metal-kernels = { git = "https://github.com/huggingface/candle.git", package = "candle-metal-kernels", optional = true }
+candle-metal-kernels.workspace = true
+
 
 [dev-dependencies]
 candle-examples.workspace = true