diff --git a/.gitignore b/.gitignore
index 6a17da0a..b175f59c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,3 +2,7 @@ target
 Cargo.lock
 consensus-spec-tests
 cobertura.xml
+flamegraph.svg
+
+# macOS
+.DS_Store
diff --git a/ssz-rs/Cargo.toml b/ssz-rs/Cargo.toml
index a8fea4d4..36f11cea 100644
--- a/ssz-rs/Cargo.toml
+++ b/ssz-rs/Cargo.toml
@@ -19,6 +19,7 @@ serde = ["dep:serde", "alloy-primitives/serde"]
 
 [dependencies]
 bitvec = { version = "1.0.0", default-features = false, features = ["alloc"] }
+rayon = "1.10"
 ssz_rs_derive = { path = "../ssz-rs-derive", version = "0.9.0" }
 sha2 = { version = "0.9.8", default-features = false }
 serde = { version = "1.0", default-features = false, features = [
@@ -32,6 +33,11 @@ snap = "1.0"
 project-root = "0.2.2"
 serde_json = "1.0.81"
 hex = "0.4.3"
+criterion = { version = "0.5", features = ["html_reports"] }
 
 [build-dependencies]
 sha2 = "0.9.8"
+
+[[bench]]
+name = "compute_proof"
+harness = false
diff --git a/ssz-rs/benches/21315748.json b/ssz-rs/benches/21315748.json
new file mode 100644
index 00000000..3ffab44f
--- /dev/null
+++ b/ssz-rs/benches/21315748.json
@@ -0,0 +1,249 @@
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+]
\ No newline at end of file
diff --git a/ssz-rs/benches/21327802.json b/ssz-rs/benches/21327802.json
new file mode 100644
index 00000000..e38373c6
--- /dev/null
+++ b/ssz-rs/benches/21327802.json
@@ -0,0 +1,263 @@
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+]
\ No newline at end of file
diff --git a/ssz-rs/benches/compute_proof.rs b/ssz-rs/benches/compute_proof.rs
new file mode 100644
index 00000000..b1579908
--- /dev/null
+++ b/ssz-rs/benches/compute_proof.rs
@@ -0,0 +1,96 @@
+use criterion::{criterion_group, criterion_main, BenchmarkId, Criterion};
+use ssz_rs::{List, PathElement, Prove};
+use std::{convert::TryFrom, env, fs::File, hint::black_box, io::BufReader, path::Path};
+
+// https://github.com/ethereum/consensus-specs/blob/85b4d003668731cbad63d6b6ba53fcc7d042cba1/specs/bellatrix/beacon-chain.md?plain=1#L69-L76
+const MAX_BYTES_PER_TRANSACTION: usize = 1_073_741_824; // 1 GiB
+const MAX_TRANSACTIONS_PER_PAYLOAD: usize = 1_048_576; // 2^20
+
+// Test blocks just above and below 256, a power of 2.
+// 21315748.json contains 247 transactions.
+// 21327802.json contains 261 transactions.
+const TRANSACTIONS_JSON_PATHS: &[&str] = &["benches/21315748.json", "benches/21327802.json"];
+
+/// Represents the structure of the JSON file.
+/// Each transaction is a hex-encoded string prefixed with "0x".
+type TransactionsJson = Vec<String>;
+
+/// Reads transaction data from a local JSON file.
+fn load_transactions<P: AsRef<Path>>(
+    file_path: P,
+) -> List<List<u8, MAX_BYTES_PER_TRANSACTION>, MAX_TRANSACTIONS_PER_PAYLOAD> {
+    // Open the JSON file
+    let current_dir = env::current_dir().expect("Failed to get current working directory");
+    let file = File::open(&file_path).unwrap_or_else(|e| {
+        panic!(
+            "Failed to open JSON file at {:?}. Current working directory: {:?}. Error: {}",
+            file_path.as_ref(),
+            current_dir,
+            e
+        )
+    });
+    let reader = BufReader::new(file);
+
+    // Deserialize the JSON into a Vec<String>
+    let transactions_json: TransactionsJson =
+        serde_json::from_reader(reader).expect("Failed to parse JSON");
+
+    // Convert each hex string to Vec<u8> and then to List<u8, MAX_BYTES_PER_TRANSACTION>
+    let mut inner: Vec<List<u8, MAX_BYTES_PER_TRANSACTION>> =
+        Vec::with_capacity(transactions_json.len());
+
+    for (i, tx_hex) in transactions_json.into_iter().enumerate() {
+        // Remove "0x" prefix
+        let tx_hex_trimmed = tx_hex.strip_prefix("0x").unwrap_or(&tx_hex);
+
+        // Decode hex string to Vec<u8>
+        let tx_bytes = hex::decode(tx_hex_trimmed)
+            .unwrap_or_else(|_| panic!("Failed to decode hex string at index {}", i));
+
+        // Convert Vec<u8> to List<u8, MAX_BYTES_PER_TRANSACTION>
+        let tx_list = List::<u8, MAX_BYTES_PER_TRANSACTION>::try_from(tx_bytes).expect(&format!(
+            "Failed to convert Vec<u8> to List<u8, {}> at index {}",
+            MAX_BYTES_PER_TRANSACTION, i
+        ));
+
+        inner.push(tx_list);
+    }
+
+    let outer =
+        List::<List<u8, MAX_BYTES_PER_TRANSACTION>, MAX_TRANSACTIONS_PER_PAYLOAD>::try_from(inner)
+            .expect("Failed to convert Vec<List<u8, MAX_BYTES_PER_TRANSACTION>> to outer List");
+
+    outer
+}
+
+fn bench_prove(c: &mut Criterion) {
+    for &file_path_str in TRANSACTIONS_JSON_PATHS {
+        let file_path = Path::new(file_path_str);
+
+        // Generate the nested List from the JSON file
+        let outer = load_transactions(file_path);
+        let size = outer.len();
+
+        // Determine indices to benchmark (first, middle, last)
+        let index = size / 2;
+
+        let mut group =
+            c.benchmark_group(format!("Prove Benchmark - File: {} - size {}", file_path_str, size));
+        // Reduce sample size for larger benchmarks to ensure completion
+        group.sample_size(10);
+
+        let path = vec![PathElement::from(index)];
+
+        group.bench_with_input(BenchmarkId::from_parameter(index), &path, |b, path| {
+            b.iter(|| {
+                let proof = outer.prove(black_box(path)).expect("Failed to generate proof");
+                black_box(proof)
+            })
+        });
+
+        group.finish();
+    }
+}
+
+criterion_group!(benches, bench_prove);
+criterion_main!(benches);
diff --git a/ssz-rs/src/merkleization/hasher.rs b/ssz-rs/src/merkleization/hasher.rs
new file mode 100644
index 00000000..2698ef2c
--- /dev/null
+++ b/ssz-rs/src/merkleization/hasher.rs
@@ -0,0 +1,23 @@
+use super::BYTES_PER_CHUNK;
+
+use ::sha2::{Digest, Sha256};
+
+#[inline]
+fn hash_chunks_sha256(left: impl AsRef<[u8]>, right: impl AsRef<[u8]>) -> [u8; BYTES_PER_CHUNK] {
+    let mut hasher = Sha256::new();
+    hasher.update(left.as_ref());
+    hasher.update(right.as_ref());
+    hasher.finalize_reset().into()
+}
+
+/// Function that hashes 2 [BYTES_PER_CHUNK] (32) len byte slices together. Depending on the feature
+/// flags, this will either use:
+/// - sha256 (default)
+/// - TODO: sha256 with assembly support (with the "sha2-asm" feature flag)
+/// - TODO: hashtree (with the "hashtree" feature flag)
+#[inline]
+pub fn hash_chunks(left: impl AsRef<[u8]>, right: impl AsRef<[u8]>) -> [u8; BYTES_PER_CHUNK] {
+    debug_assert!(left.as_ref().len() == BYTES_PER_CHUNK);
+    debug_assert!(right.as_ref().len() == BYTES_PER_CHUNK);
+    hash_chunks_sha256(left, right)
+}
diff --git a/ssz-rs/src/merkleization/merkleize.rs b/ssz-rs/src/merkleization/merkleize.rs
index 81454ff8..ba773c64 100644
--- a/ssz-rs/src/merkleization/merkleize.rs
+++ b/ssz-rs/src/merkleization/merkleize.rs
@@ -1,13 +1,13 @@
 //! Support for computing Merkle trees.
 use crate::{
     lib::*,
-    merkleization::{MerkleizationError as Error, Node, BYTES_PER_CHUNK},
+    merkleization::{hasher::hash_chunks, MerkleizationError as Error, Node, BYTES_PER_CHUNK},
     ser::Serialize,
     GeneralizedIndex,
 };
 #[cfg(feature = "serde")]
 use alloy_primitives::hex::FromHex;
-use sha2::{Digest, Sha256};
+use std::thread;
 
 // The generalized index for the root of the "decorated" type in any Merkleized type that supports
 // decoration.
@@ -52,10 +52,8 @@ where
     Ok(buffer)
 }
 
-fn hash_nodes(hasher: &mut Sha256, a: impl AsRef<[u8]>, b: impl AsRef<[u8]>, out: &mut [u8]) {
-    hasher.update(a);
-    hasher.update(b);
-    out.copy_from_slice(&hasher.finalize_reset());
+fn hash_nodes(a: impl AsRef<[u8]>, b: impl AsRef<[u8]>, out: &mut [u8]) {
+    out.copy_from_slice(&hash_chunks(a, b));
 }
 
 const MAX_MERKLE_TREE_DEPTH: usize = 64;
@@ -108,13 +106,12 @@ fn merkleize_chunks_with_virtual_padding(chunks: &[u8], leaf_count: usize) -> Re
         let depth = height - 1;
         // SAFETY: index is safe while depth == leaf_count.trailing_zeros() < MAX_MERKLE_TREE_DEPTH;
         // qed
-        return Ok(CONTEXT[depth as usize].try_into().expect("can produce a single root chunk"))
+        return Ok(CONTEXT[depth as usize].try_into().expect("can produce a single root chunk"));
     }
 
     let mut layer = chunks.to_vec();
     // SAFETY: checked subtraction is unnecessary, as we return early when chunk_count == 0; qed
     let mut last_index = chunk_count - 1;
-    let mut hasher = Sha256::new();
     // for each layer of the tree, starting from the bottom and walking up to the root:
     for k in (1..height).rev() {
         // for each pair of nodes in this layer:
@@ -171,13 +168,11 @@ fn merkleize_chunks_with_virtual_padding(chunks: &[u8], leaf_count: usize) -> Re
                 // NOTE: nodes share memory here and so we can't use the `hash_nodes` utility
                 // as the disjunct nature is reflect in that functions type signature
                 // so instead we will just replicate here.
-                hasher.update(&left);
-                hasher.update(right);
-                left.copy_from_slice(&hasher.finalize_reset());
+                left.copy_from_slice(&hash_chunks(&left, right));
             } else {
                 // SAFETY: index is safe because parent.len() % BYTES_PER_CHUNK == 0 and
                 // parent isn't empty; qed
-                hash_nodes(&mut hasher, left, right, &mut parent[..BYTES_PER_CHUNK]);
+                hash_nodes(left, right, &mut parent[..BYTES_PER_CHUNK]);
             }
         }
         last_index /= 2;
@@ -198,7 +193,7 @@ pub fn merkleize(chunks: &[u8], limit: Option<usize>) -> Result<Node, Error> {
     let mut leaf_count = chunk_count.next_power_of_two();
     if let Some(limit) = limit {
         if limit < chunk_count {
-            return Err(Error::InputExceedsLimit(limit))
+            return Err(Error::InputExceedsLimit(limit));
         }
         leaf_count = limit.next_power_of_two();
     }
@@ -208,9 +203,8 @@ pub fn merkleize(chunks: &[u8], limit: Option<usize>) -> Result<Node, Error> {
 fn mix_in_decoration(root: Node, decoration: usize) -> Node {
     let decoration_data = decoration.hash_tree_root().expect("can merkleize usize");
 
-    let mut hasher = Sha256::new();
     let mut output = vec![0u8; BYTES_PER_CHUNK];
-    hash_nodes(&mut hasher, root, decoration_data, &mut output);
+    hash_nodes(root, decoration_data, &mut output);
     output.as_slice().try_into().expect("can extract root")
 }
 
@@ -238,17 +232,13 @@ pub(crate) fn elements_to_chunks<'a, T: HashTreeRoot + 'a>(
 pub struct Tree(Vec<u8>);
 
 impl Tree {
-    pub fn mix_in_decoration(
-        &mut self,
-        decoration: usize,
-        hasher: &mut Sha256,
-    ) -> Result<(), Error> {
+    pub fn mix_in_decoration(&mut self, decoration: usize) -> Result<(), Error> {
         let target_node = &mut self[DECORATION_GENERALIZED_INDEX];
         let decoration_node = decoration.hash_tree_root()?;
         target_node.copy_from_slice(decoration_node.as_ref());
-        hasher.update(&self[INNER_ROOT_GENERALIZED_INDEX]);
-        hasher.update(&self[DECORATION_GENERALIZED_INDEX]);
-        self[1].copy_from_slice(&hasher.finalize_reset());
+        let out =
+            hash_chunks(&self[INNER_ROOT_GENERALIZED_INDEX], &self[DECORATION_GENERALIZED_INDEX]);
+        self[1].copy_from_slice(&out);
         Ok(())
     }
 
@@ -287,14 +277,12 @@ impl std::fmt::Debug for Tree {
 // Invariant: `chunks.len() % BYTES_PER_CHUNK == 0`
 // Invariant: `leaf_count.next_power_of_two() == leaf_count`
 // NOTE: naive implementation, can make much more efficient
-pub fn compute_merkle_tree(
-    hasher: &mut Sha256,
-    chunks: &[u8],
-    leaf_count: usize,
-) -> Result<Tree, Error> {
+pub fn compute_merkle_tree(chunks: &[u8], leaf_count: usize) -> Result<Tree, Error> {
+    // Input validation
     debug_assert!(chunks.len() % BYTES_PER_CHUNK == 0);
     debug_assert!(leaf_count.next_power_of_two() == leaf_count);
 
+    // Calculate nodes needed in tree
     // SAFETY: checked subtraction is unnecessary,
     // as leaf_count != 0 (0.next_power_of_two() == 1); qed
     let node_count = 2 * leaf_count - 1;
@@ -302,9 +290,308 @@ pub fn compute_merkle_tree(
     let interior_count = node_count - leaf_count;
     let leaf_start = interior_count * BYTES_PER_CHUNK;
 
+    // Return early if there are less than two chunks
+    if leaf_count < 2 {
+        return Ok(Tree(chunks.to_vec()));
+    }
+
+    // Create buffer to entire tree
     let mut buffer = vec![0u8; node_count * BYTES_PER_CHUNK];
+
+    // Copy input chunks to leaf positions
     buffer[leaf_start..leaf_start + chunks.len()].copy_from_slice(chunks);
 
+    // Detect number of CPU cores
+    let num_cores = thread::available_parallelism().map(|n| n.get()).unwrap_or(1);
+
+    if leaf_count >= 16 && num_cores >= 8 {
+        compute_merkle_tree_parallel_8(&mut buffer, node_count);
+    } else if leaf_count >= 16 && num_cores >= 4 {
+        compute_merkle_tree_parallel_4(&mut buffer, node_count);
+    } else {
+        compute_merkle_tree_serial(&mut buffer, node_count);
+    }
+
+    Ok(Tree(buffer))
+}
+
+// Compute the Merkle tree in parallel.
+//
+// We can take advantage of the fact that the tree is a perfect binary tree
+// and process subtrees in parallel bottom-up.
+
+//              0
+//       /            \
+//      1              2
+//    /    \        /    \
+//   3      4      5      6
+//  / \    / \    / \    / \
+// 7   8  9  10  11 12  13 14
+
+// Split tree into 4 subtrees
+fn compute_merkle_tree_parallel_4(buffer: &mut [u8], node_count: usize) {
+    let nodes = split_merkle_tree_nodes(node_count);
+
+    // Create buffers for each section
+    let mut left_left_buf = vec![0u8; nodes.left_left.len() * BYTES_PER_CHUNK];
+    let mut left_right_buf = vec![0u8; nodes.left_right.len() * BYTES_PER_CHUNK];
+    let mut right_left_buf = vec![0u8; nodes.right_left.len() * BYTES_PER_CHUNK];
+    let mut right_right_buf = vec![0u8; nodes.right_right.len() * BYTES_PER_CHUNK];
+
+    // Copy data to section buffers
+    copy_nodes_to_buffer(buffer, &nodes.left_left, &mut left_left_buf);
+    copy_nodes_to_buffer(buffer, &nodes.left_right, &mut left_right_buf);
+    copy_nodes_to_buffer(buffer, &nodes.right_left, &mut right_left_buf);
+    copy_nodes_to_buffer(buffer, &nodes.right_right, &mut right_right_buf);
+
+    // Process all sections in parallel
+    rayon::scope(|s| {
+        s.spawn(|_| process_subtree(&mut left_left_buf, nodes.left_left.len()));
+        s.spawn(|_| process_subtree(&mut left_right_buf, nodes.left_right.len()));
+        s.spawn(|_| process_subtree(&mut right_left_buf, nodes.right_left.len()));
+        s.spawn(|_| process_subtree(&mut right_right_buf, nodes.right_right.len()));
+    });
+
+    // Copy results back
+    copy_buffer_to_nodes(&left_left_buf, &nodes.left_left, buffer);
+    copy_buffer_to_nodes(&left_right_buf, &nodes.left_right, buffer);
+    copy_buffer_to_nodes(&right_left_buf, &nodes.right_left, buffer);
+    copy_buffer_to_nodes(&right_right_buf, &nodes.right_right, buffer);
+
+    // Compute node 1 from 3 and 4
+    let node1_hash = hash_chunks(
+        &buffer[3 * BYTES_PER_CHUNK..4 * BYTES_PER_CHUNK],
+        &buffer[4 * BYTES_PER_CHUNK..5 * BYTES_PER_CHUNK],
+    );
+    buffer[BYTES_PER_CHUNK..2 * BYTES_PER_CHUNK].copy_from_slice(&node1_hash);
+
+    // Compute node 2 from 5 and 6
+    let node2_hash = hash_chunks(
+        &buffer[5 * BYTES_PER_CHUNK..6 * BYTES_PER_CHUNK],
+        &buffer[6 * BYTES_PER_CHUNK..7 * BYTES_PER_CHUNK],
+    );
+    buffer[2 * BYTES_PER_CHUNK..3 * BYTES_PER_CHUNK].copy_from_slice(&node2_hash);
+
+    // Compute the root from 1 and 2
+    let root_hash = hash_chunks(
+        &buffer[BYTES_PER_CHUNK..2 * BYTES_PER_CHUNK],
+        &buffer[2 * BYTES_PER_CHUNK..3 * BYTES_PER_CHUNK],
+    );
+    buffer[..BYTES_PER_CHUNK].copy_from_slice(&root_hash);
+}
+
+// Split tree into 8 subtrees with roots (7, 8, 9, 10, 11, 12, 13, 14)
+//              0
+//       /            \
+//      1              2
+//    /    \        /    \
+//   3      4      5      6
+//  / \    / \    / \    / \
+// 7   8  9  10  11 12  13 14
+// /\  /\ /\  /\ /\  /\ /\  /\
+//15 16...              ...29 30
+fn compute_merkle_tree_parallel_8(buffer: &mut [u8], node_count: usize) {
+    let nodes = split_merkle_tree_nodes8(node_count);
+
+    // Create buffers for each of the 8 subtrees
+    let mut subtree_buffers = vec![
+        vec![0u8; nodes.subtree0.len() * BYTES_PER_CHUNK],
+        vec![0u8; nodes.subtree1.len() * BYTES_PER_CHUNK],
+        vec![0u8; nodes.subtree2.len() * BYTES_PER_CHUNK],
+        vec![0u8; nodes.subtree3.len() * BYTES_PER_CHUNK],
+        vec![0u8; nodes.subtree4.len() * BYTES_PER_CHUNK],
+        vec![0u8; nodes.subtree5.len() * BYTES_PER_CHUNK],
+        vec![0u8; nodes.subtree6.len() * BYTES_PER_CHUNK],
+        vec![0u8; nodes.subtree7.len() * BYTES_PER_CHUNK],
+    ];
+
+    // Copy data to subtree buffers
+    copy_nodes_to_buffer(buffer, &nodes.subtree0, &mut subtree_buffers[0]);
+    copy_nodes_to_buffer(buffer, &nodes.subtree1, &mut subtree_buffers[1]);
+    copy_nodes_to_buffer(buffer, &nodes.subtree2, &mut subtree_buffers[2]);
+    copy_nodes_to_buffer(buffer, &nodes.subtree3, &mut subtree_buffers[3]);
+    copy_nodes_to_buffer(buffer, &nodes.subtree4, &mut subtree_buffers[4]);
+    copy_nodes_to_buffer(buffer, &nodes.subtree5, &mut subtree_buffers[5]);
+    copy_nodes_to_buffer(buffer, &nodes.subtree6, &mut subtree_buffers[6]);
+    copy_nodes_to_buffer(buffer, &nodes.subtree7, &mut subtree_buffers[7]);
+
+    let subtree_buffer_len = subtree_buffers[0].len();
+    // Process all subtrees in parallel
+    rayon::scope(|s| {
+        for subtree_buffer in &mut subtree_buffers {
+            s.spawn(|_| process_subtree(subtree_buffer, subtree_buffer_len / BYTES_PER_CHUNK));
+        }
+    });
+
+    // Copy results back to the main buffer
+    copy_buffer_to_nodes(&subtree_buffers[0], &nodes.subtree0, buffer);
+    copy_buffer_to_nodes(&subtree_buffers[1], &nodes.subtree1, buffer);
+    copy_buffer_to_nodes(&subtree_buffers[2], &nodes.subtree2, buffer);
+    copy_buffer_to_nodes(&subtree_buffers[3], &nodes.subtree3, buffer);
+    copy_buffer_to_nodes(&subtree_buffers[4], &nodes.subtree4, buffer);
+    copy_buffer_to_nodes(&subtree_buffers[5], &nodes.subtree5, buffer);
+    copy_buffer_to_nodes(&subtree_buffers[6], &nodes.subtree6, buffer);
+    copy_buffer_to_nodes(&subtree_buffers[7], &nodes.subtree7, buffer);
+
+    // Compute higher level nodes in deterministic order
+    let mut level = 3; // Start at level 3 (nodes 7-14)
+
+    while level > 0 {
+        let start_idx = (1 << level) - 1;
+        let end_idx = (1 << (level + 1)) - 1;
+
+        for parent in (start_idx..end_idx).step_by(2) {
+            if parent + 1 >= node_count {
+                continue;
+            }
+
+            let hash = hash_chunks(
+                &buffer[parent * BYTES_PER_CHUNK..(parent + 1) * BYTES_PER_CHUNK],
+                &buffer[(parent + 1) * BYTES_PER_CHUNK..(parent + 2) * BYTES_PER_CHUNK],
+            );
+
+            let parent_idx = (parent - 1) / 2;
+            buffer[parent_idx * BYTES_PER_CHUNK..(parent_idx + 1) * BYTES_PER_CHUNK]
+                .copy_from_slice(&hash);
+        }
+
+        level -= 1;
+    }
+}
+
+#[derive(Debug, PartialEq)]
+struct SubtreeNodes {
+    left_left: Vec<usize>,
+    left_right: Vec<usize>,
+    right_left: Vec<usize>,
+    right_right: Vec<usize>,
+}
+
+// Split merkle tree into 4 subtrees
+fn split_merkle_tree_nodes(node_count: usize) -> SubtreeNodes {
+    let mut left_left = Vec::new();
+    let mut left_right = Vec::new();
+    let mut right_left = Vec::new();
+    let mut right_right = Vec::new();
+
+    // Skip root node (index 0)
+    for i in 1..node_count {
+        // Current level in tree (0-based)
+        let level = (i + 1).ilog2() as usize;
+        // Position within level
+        let pos_in_level = i - ((1 << level) - 1);
+
+        // Handle level 1 nodes (1,2) - skip them as they're not part of subtrees
+        if level == 1 {
+            continue;
+        }
+
+        // For level 2 nodes (3,4,5,6), they become the roots of our subtrees
+        if level == 2 {
+            match pos_in_level {
+                0 => left_left.push(i),   // Node 3
+                1 => left_right.push(i),  // Node 4
+                2 => right_left.push(i),  // Node 5
+                3 => right_right.push(i), // Node 6
+                _ => unreachable!(),
+            }
+            continue;
+        }
+
+        // For deeper levels, assign based on their parent at level 2
+        let ancestor_at_level_2 = {
+            let steps_up = level - 2;
+            let parent_pos = pos_in_level >> steps_up;
+            parent_pos + 3 // +3 because level 2 starts at index 3
+        };
+
+        // Assign to appropriate subtree based on level 2 ancestor
+        match ancestor_at_level_2 {
+            3 => left_left.push(i),
+            4 => left_right.push(i),
+            5 => right_left.push(i),
+            6 => right_right.push(i),
+            _ => unreachable!(),
+        }
+    }
+
+    SubtreeNodes { left_left, left_right, right_left, right_right }
+}
+
+#[derive(Debug, PartialEq)]
+struct SubtreeNodes8 {
+    subtree0: Vec<usize>,
+    subtree1: Vec<usize>,
+    subtree2: Vec<usize>,
+    subtree3: Vec<usize>,
+    subtree4: Vec<usize>,
+    subtree5: Vec<usize>,
+    subtree6: Vec<usize>,
+    subtree7: Vec<usize>,
+}
+
+fn split_merkle_tree_nodes8(node_count: usize) -> SubtreeNodes8 {
+    let mut subtrees = SubtreeNodes8 {
+        subtree0: Vec::new(),
+        subtree1: Vec::new(),
+        subtree2: Vec::new(),
+        subtree3: Vec::new(),
+        subtree4: Vec::new(),
+        subtree5: Vec::new(),
+        subtree6: Vec::new(),
+        subtree7: Vec::new(),
+    };
+
+    // Skip root node (index 0) and level 1-2 nodes (1-6)
+    for i in 7..node_count {
+        // Determine the level of the current node (0-based)
+        let level = (i + 1).ilog2() as usize;
+        // Position within the current level
+        let pos_in_level = i - ((1 << level) - 1);
+
+        // For level 3 nodes (indices 7-14), they become the start of our subtrees
+        if level == 3 {
+            match i {
+                7 => subtrees.subtree0.push(i),
+                8 => subtrees.subtree1.push(i),
+                9 => subtrees.subtree2.push(i),
+                10 => subtrees.subtree3.push(i),
+                11 => subtrees.subtree4.push(i),
+                12 => subtrees.subtree5.push(i),
+                13 => subtrees.subtree6.push(i),
+                14 => subtrees.subtree7.push(i),
+                _ => unreachable!("Invalid level 3 index"),
+            }
+            continue;
+        }
+
+        // For deeper levels, assign based on their ancestor at level 3
+        if level > 3 {
+            let ancestor_at_level3 = {
+                let steps_up = level - 3;
+                let parent_pos = pos_in_level >> steps_up;
+                parent_pos + 7 // +7 because level 3 starts at index 7
+            };
+
+            match ancestor_at_level3 {
+                7 => subtrees.subtree0.push(i),
+                8 => subtrees.subtree1.push(i),
+                9 => subtrees.subtree2.push(i),
+                10 => subtrees.subtree3.push(i),
+                11 => subtrees.subtree4.push(i),
+                12 => subtrees.subtree5.push(i),
+                13 => subtrees.subtree6.push(i),
+                14 => subtrees.subtree7.push(i),
+                _ => unreachable!("Invalid ancestor index at level 3"),
+            }
+        }
+    }
+
+    subtrees
+}
+
+// Compute the Merkle tree serially.
+fn compute_merkle_tree_serial(buffer: &mut [u8], node_count: usize) {
     for i in (1..node_count).rev().step_by(2) {
         // SAFETY: checked subtraction is unnecessary, as i >= 1; qed
         let parent_index = (i - 1) / 2;
@@ -320,9 +607,52 @@ pub fn compute_merkle_tree(
         // NOTE: children.len() == 2 * BYTES_PER_CHUNK
         let (parent, children) = focus.split_at_mut(children_index);
         let (left, right) = children.split_at(BYTES_PER_CHUNK);
-        hash_nodes(hasher, left, right, &mut parent[..BYTES_PER_CHUNK]);
+        hash_nodes(left, right, &mut parent[..BYTES_PER_CHUNK]);
+    }
+}
+
+// Process a subtree of the Merkle tree.
+#[inline]
+fn process_subtree(buffer: &mut [u8], size: usize) {
+    // No pairs to process
+    if size < 2 {
+        return;
+    }
+    // Process from leaves up, handling pairs of nodes
+    for i in (0..size - 1).rev().step_by(2) {
+        let left = &buffer[i * BYTES_PER_CHUNK..(i + 1) * BYTES_PER_CHUNK];
+        let right = &buffer[(i + 1) * BYTES_PER_CHUNK..(i + 2) * BYTES_PER_CHUNK];
+
+        // Compute parent hash
+        let hash = hash_chunks(left, right);
+
+        // Store at parent position (i/2)
+        // SAFETY: checked subtraction is unnecessary, as i >= 1; qed
+        let parent_index = i / 2;
+        let parent_slice =
+            &mut buffer[parent_index * BYTES_PER_CHUNK..(parent_index + 1) * BYTES_PER_CHUNK];
+        parent_slice.copy_from_slice(&hash);
+    }
+}
+
+#[inline]
+fn copy_nodes_to_buffer(src: &[u8], nodes: &[usize], dst: &mut [u8]) {
+    for (i, &node) in nodes.iter().enumerate() {
+        let src_start = node * BYTES_PER_CHUNK;
+        let dst_start = i * BYTES_PER_CHUNK;
+        dst[dst_start..dst_start + BYTES_PER_CHUNK]
+            .copy_from_slice(&src[src_start..src_start + BYTES_PER_CHUNK]);
+    }
+}
+
+#[inline]
+fn copy_buffer_to_nodes(src: &[u8], nodes: &[usize], dst: &mut [u8]) {
+    for (i, &node) in nodes.iter().enumerate() {
+        let src_start = i * BYTES_PER_CHUNK;
+        let dst_start = node * BYTES_PER_CHUNK;
+        dst[dst_start..dst_start + BYTES_PER_CHUNK]
+            .copy_from_slice(&src[src_start..src_start + BYTES_PER_CHUNK]);
     }
-    Ok(Tree(buffer))
 }
 
 #[cfg(test)]
@@ -332,8 +662,7 @@ mod tests {
 
     // Return the root of the Merklization of a binary tree formed from `chunks`.
     fn merkleize_chunks(chunks: &[u8], leaf_count: usize) -> Result<Node, Error> {
-        let mut hasher = Sha256::new();
-        let tree = compute_merkle_tree(&mut hasher, chunks, leaf_count)?;
+        let tree = compute_merkle_tree(chunks, leaf_count)?;
         let root_index = default_generalized_index();
         Ok(tree[root_index].try_into().expect("can produce a single root chunk"))
     }
@@ -496,6 +825,113 @@ mod tests {
         );
     }
 
+    #[test]
+    fn test_split_merkle_tree_nodes_tree() {
+        //              0
+        //       /            \
+        //      1              2
+        //    /    \        /    \
+        //   3      4      5      6
+        //  / \    / \    / \    / \
+        // 7   8  9  10  11 12  13 14
+        let nodes = split_merkle_tree_nodes(15);
+
+        assert_eq!(nodes.left_left, vec![3, 7, 8]);
+        assert_eq!(nodes.left_right, vec![4, 9, 10]);
+        assert_eq!(nodes.right_left, vec![5, 11, 12]);
+        assert_eq!(nodes.right_right, vec![6, 13, 14]);
+    }
+
+    #[test]
+    fn test_split_merkle_tree_nodes_16_leaves() {
+        //              0
+        //       /            \
+        //      1              2
+        //    /    \        /    \
+        //   3      4      5      6
+        //  / \    / \    / \    / \
+        // 7   8  9  10  11 12  13 14
+        // /\  /\ /\  /\ /\  /\ /\  /\
+        //15 16...           ...29 30
+
+        let nodes = split_merkle_tree_nodes(31);
+
+        assert_eq!(nodes.left_left, vec![3, 7, 8, 15, 16, 17, 18]);
+        assert_eq!(nodes.left_right, vec![4, 9, 10, 19, 20, 21, 22]);
+        assert_eq!(nodes.right_left, vec![5, 11, 12, 23, 24, 25, 26]);
+        assert_eq!(nodes.right_right, vec![6, 13, 14, 27, 28, 29, 30]);
+    }
+
+    #[test]
+    fn test_split_nodes_empty_tree() {
+        // Test edge case with just root node
+        let nodes = split_merkle_tree_nodes(1);
+
+        assert_eq!(nodes.left_left, Vec::<usize>::new());
+        assert_eq!(nodes.left_right, Vec::<usize>::new());
+        assert_eq!(nodes.right_left, Vec::<usize>::new());
+        assert_eq!(nodes.right_right, Vec::<usize>::new());
+    }
+
+    #[test]
+    fn test_split_merkle_tree_nodes8_16_leaves() {
+        //              0
+        //       /            \
+        //      1              2
+        //    /    \        /    \
+        //   3      4      5      6
+        //  / \    / \    / \    / \
+        // 7   8  9  10  11 12  13 14
+        // /\  /\ /\  /\ /\  /\ /\  /\
+        //15 16...              ...29 30
+
+        let nodes = split_merkle_tree_nodes8(31);
+
+        assert_eq!(nodes.subtree0, vec![7, 15, 16]);
+        assert_eq!(nodes.subtree1, vec![8, 17, 18]);
+        assert_eq!(nodes.subtree2, vec![9, 19, 20]);
+        assert_eq!(nodes.subtree3, vec![10, 21, 22]);
+        assert_eq!(nodes.subtree4, vec![11, 23, 24]);
+        assert_eq!(nodes.subtree5, vec![12, 25, 26]);
+        assert_eq!(nodes.subtree6, vec![13, 27, 28]);
+        assert_eq!(nodes.subtree7, vec![14, 29, 30]);
+    }
+
+    #[test]
+    fn test_process_subtree_with_size_zero() {
+        let mut buffer = vec![0u8; 0];
+        process_subtree(&mut buffer, 0);
+        // Expect no panic and buffer remains unchanged
+        assert_eq!(buffer.len(), 0);
+    }
+
+    #[test]
+    fn test_process_subtree_with_size_one() {
+        let mut buffer = vec![1u8; BYTES_PER_CHUNK];
+        process_subtree(&mut buffer, 1);
+        // Expect no changes since there's only one node
+        assert_eq!(buffer, vec![1u8; BYTES_PER_CHUNK]);
+    }
+
+    #[test]
+    fn test_process_subtree_with_size_two() {
+        let mut buffer = vec![2u8; 2 * BYTES_PER_CHUNK];
+
+        // Manually compute the expected hash of the two nodes
+        let left_node = &buffer[0..BYTES_PER_CHUNK];
+        let right_node = &buffer[BYTES_PER_CHUNK..2 * BYTES_PER_CHUNK];
+        let expected_hash = hash_chunks(left_node, right_node);
+
+        // Process the subtree
+        process_subtree(&mut buffer, 2);
+
+        // Extract the parent node (first 32 bytes)
+        let parent_node = &buffer[0..BYTES_PER_CHUNK];
+
+        // Assert that the parent node now contains the expected hash
+        assert_eq!(parent_node, expected_hash.to_vec().as_slice());
+    }
+
     #[test]
     fn test_hash_tree_root_of_list() {
         let a_list = List::<u16, 1024>::try_from(vec![
diff --git a/ssz-rs/src/merkleization/mod.rs b/ssz-rs/src/merkleization/mod.rs
index 40aa4a73..25a0210c 100644
--- a/ssz-rs/src/merkleization/mod.rs
+++ b/ssz-rs/src/merkleization/mod.rs
@@ -3,6 +3,7 @@ mod merkleize;
 pub mod multiproofs;
 mod node;
 pub mod proofs;
+mod hasher;
 
 use crate::{lib::*, ser::SerializeError};
 pub use generalized_index::{
diff --git a/ssz-rs/src/merkleization/proofs.rs b/ssz-rs/src/merkleization/proofs.rs
index 7a8e73df..e62a941e 100644
--- a/ssz-rs/src/merkleization/proofs.rs
+++ b/ssz-rs/src/merkleization/proofs.rs
@@ -45,7 +45,6 @@ pub(crate) fn compute_local_merkle_coordinates(
 /// A type that knows how to compute Merkle proofs assuming a target type is `Prove`.
 #[derive(Debug)]
 pub struct Prover {
-    hasher: Sha256,
     proof: Proof,
     witness: Node,
 }
@@ -94,9 +93,9 @@ impl Prover {
             is_leaf_local = true;
         }
         let chunks = data.chunks()?;
-        let mut tree = compute_merkle_tree(&mut self.hasher, &chunks, leaf_count)?;
+        let mut tree = compute_merkle_tree(&chunks, leaf_count)?;
         if let Some(decoration) = decoration {
-            tree.mix_in_decoration(decoration, &mut self.hasher)?;
+            tree.mix_in_decoration(decoration)?;
         }
 
         if is_leaf_local {
@@ -126,7 +125,6 @@ impl From<Prover> for ProofAndWitness {
 impl From<GeneralizedIndex> for Prover {
     fn from(index: GeneralizedIndex) -> Self {
         Self {
-            hasher: Sha256::new(),
             proof: Proof { leaf: Default::default(), branch: vec![], index },
             witness: Default::default(),
         }