diff --git a/shared/subspace-proof-of-space-gpu/README.md b/shared/subspace-proof-of-space-gpu/README.md
index 3f4a6af9aa..ed437f5e01 100644
--- a/shared/subspace-proof-of-space-gpu/README.md
+++ b/shared/subspace-proof-of-space-gpu/README.md
@@ -3,6 +3,8 @@
 This crate exposes some low-level primitives to accelerate proof of space implementation on Nvidia (CUDA, Volta+) and
 AMD (ROCm) GPUs.
 
+The implementation expects 64KB of shared memory and about 1.1GB of VRAM on GPU.
+
 ## Build requirements
 
 ### CUDA
diff --git a/shared/subspace-proof-of-space-gpu/build.rs b/shared/subspace-proof-of-space-gpu/build.rs
index 2d1d619239..0e9d891da8 100644
--- a/shared/subspace-proof-of-space-gpu/build.rs
+++ b/shared/subspace-proof-of-space-gpu/build.rs
@@ -26,6 +26,9 @@ fn main() {
         hipcc.flag("--offload-arch=native,gfx1100,gfx1030,gfx942,gfx90a,gfx908");
         // 6 corresponds to the number of offload-arch
         hipcc.flag("-parallel-jobs=6");
+        // This controls how error strings get handled in the FFI. When defined error strings get
+        // returned from the FFI, and Rust must then free them. When not defined error strings are
+        // not returned.
         hipcc.define("TAKE_RESPONSIBILITY_FOR_ERROR_MESSAGE", None);
         if let Some(include) = env::var_os("DEP_SPPARK_ROOT") {
             hipcc.include(include);
@@ -41,6 +44,9 @@ fn main() {
         if target_env != "msvc" {
             nvcc.flag("-Xcompiler").flag("-Wno-unused-function");
         }
+        // This controls how error strings get handled in the FFI. When defined error strings get
+        // returned from the FFI, and Rust must then free them. When not defined error strings are
+        // not returned.
         nvcc.define("TAKE_RESPONSIBILITY_FOR_ERROR_MESSAGE", None);
         if let Some(include) = env::var_os("DEP_BLST_C_SRC") {
             nvcc.include(include);
diff --git a/shared/subspace-proof-of-space-gpu/src/find_matches.cuh b/shared/subspace-proof-of-space-gpu/src/find_matches.cuh
index 85769ca589..af79b36e67 100644
--- a/shared/subspace-proof-of-space-gpu/src/find_matches.cuh
+++ b/shared/subspace-proof-of-space-gpu/src/find_matches.cuh
@@ -39,6 +39,9 @@ __global__ __launch_bounds__(1024)
 void find_matches(uint2* out, const uint2* ys, const uint2* histogram,
                   uint32_t* global_match_count)
 {
+    // This constant is based on the likely number of elements in each bucket. Generally it will not exceed 512, which
+    // means a single call will process the bucket. When it does exceed 512 the remaining elements are processed in the
+    // next pass. This is a heuristic and not expected to impact performance significantly either way.
     const uint32_t right_bucket_step = 512;
     const uint32_t warp_count = block_sz / WARP_SZ;
     const uint32_t warp_match_threshold = 4 * WARP_SZ;