diff --git a/Project.toml b/Project.toml
index fbde73622a..f08ffd3b90 100644
--- a/Project.toml
+++ b/Project.toml
@@ -105,7 +105,7 @@ PythonCall = "0.9.25"
 Random = "1.10"
 Random123 = "1.7"
 ReactantCore = "0.1.16"
-Reactant_jll = "0.0.251"
+Reactant_jll = "0.0.252"
 ScopedValues = "1.3.0"
 Scratch = "1.2"
 Sockets = "1.10"
diff --git a/src/Compiler.jl b/src/Compiler.jl
index a6be948b1c..5823c9a07b 100644
--- a/src/Compiler.jl
+++ b/src/Compiler.jl
@@ -1395,7 +1395,8 @@ function __get_compile_options_and_kwargs(;
 end
 
 function compile_mlir(f, args; client=nothing, kwargs...)
-    backend = XLA.platform_name(client !== nothing ? client : XLA.default_backend())
+    client = client !== nothing ? client : XLA.default_backend()
+    backend = XLA.platform_name(client)
 
     if backend == "CUDA"
         backend = "GPU"
@@ -1414,6 +1415,7 @@ function compile_mlir(f, args; client=nothing, kwargs...)
             compile_options;
             backend,
             runtime=XLA.runtime(client),
+            client,
             kwargs...,
         )
 
@@ -1430,11 +1432,9 @@ end
 
 const PartitionKA = Ref{Bool}(true)
 
-const cubinChip = Ref{String}("sm_60")
-const cubinFormat = Ref{String}("bin")
 const cuindexBitWidth = Ref{Int}(32)
+const cubinFormat = Ref{String}("bin")
 const cuOptLevel = Ref{Int}(2)
-const cuWarpSize = Ref{Int}(32)
 
 # Wgatever the relevant highest version from our LLVM is within NVPTX.td
 # Or more specifically looking at clang/lib/Driver/ToolChains/Cuda.cpp:684
@@ -1580,8 +1580,11 @@ function compile_mlir!(
     backend="gpu",
     runtime::Union{Val{:PJRT},Val{:IFRT}},
     legalize_stablehlo_to_mhlo::Bool=false,
+    client=nothing,
     kwargs...,
 )
+    client = client !== nothing ? client : XLA.default_backend()
+
     # Explicitly don't use block! to avoid creating a closure, which creates
     # both compile-time and relocatability issues
 
@@ -1655,25 +1658,27 @@ function compile_mlir!(
         else
             jit = "lower-jit{openmp=$(OpenMP[]) backend=cpu},symbol-dce"
         end
-    elseif DEBUG_KERNEL[]
-        curesulthandler = dlsym(
-            Reactant_jll.libReactantExtra_handle, "ReactantHandleCuResult"
-        )
-        @assert curesulthandler !== nothing
-        curesulthandler = Base.reinterpret(UInt, curesulthandler)
+    else
         kern = if is_raising
             "lower-kernel{backend=cpu},symbol-dce,canonicalize"
         else
             "lower-kernel,canonicalize"
         end
-        jit = "lower-jit{debug=true cuResultHandlerPtr=$curesulthandler cuOptLevel=$(cuOptLevel[]) cubinFormat=$(cubinFormat[]) indexBitWidth=$(cuindexBitWidth[])  cubinChip=$(cubinChip[]) cubinFeatures=$(cubinFeatures()) run_init=true toolkitPath=$toolkit},symbol-dce"
-    else
-        kern = if is_raising
-            "lower-kernel{backend=cpu},symbol-dce,canonicalize"
+
+        device_properties = XLA.device_properties(XLA.default_device(client))
+        cubinChip = "sm_$(device_properties.major)$(device_properties.minor)"
+
+        if DEBUG_KERNEL[]
+            curesulthandler = dlsym(
+                Reactant_jll.libReactantExtra_handle, "ReactantHandleCuResult"
+            )
+            @assert curesulthandler !== nothing
+            curesulthandler = Base.reinterpret(UInt, curesulthandler)
+            extra_lowerjit_options = "debug=true cuResultHandlerPtr=$curesulthandler "
         else
-            "lower-kernel,canonicalize"
+            extra_lowerjit_options = ""
         end
-        jit = "lower-jit{cuOptLevel=$(cuOptLevel[]) indexBitWidth=$(cuindexBitWidth[]) cubinFormat=$(cubinFormat[]) cubinChip=$(cubinChip[]) cubinFeatures=$(cubinFeatures()) run_init=true toolkitPath=$toolkit},symbol-dce"
+        jit = "lower-jit{$(extra_lowerjit_options)cuOptLevel=$(cuOptLevel[]) cubinFormat=$(cubinFormat[]) indexBitWidth=$(cuindexBitWidth[])  cubinChip=$(cubinChip) cubinFeatures=$(cubinFeatures()) run_init=true toolkitPath=$toolkit},symbol-dce"
     end
 
     recognize_comms = true
@@ -3477,7 +3482,8 @@ function compile_xla(
     context_gc_vector[ctx] = Vector{Union{TracedRArray,TracedRNumber}}(undef, 0)
     @ccall MLIR.API.mlir_c.RegisterDialects(ctx::MLIR.API.MlirContext)::Cvoid
 
-    backend = XLA.platform_name(client !== nothing ? client : XLA.default_backend())
+    client = client !== nothing ? client : XLA.default_backend()
+    backend = XLA.platform_name(client)
 
     if backend == "CUDA"
         backend = "GPU"
@@ -3498,6 +3504,7 @@ function compile_xla(
             compile_options;
             backend,
             runtime=XLA.runtime(client),
+            client,
             kwargs...,
         )
 
diff --git a/src/xla/Device.jl b/src/xla/Device.jl
index 19e9ef737f..fd76bb6e3e 100644
--- a/src/xla/Device.jl
+++ b/src/xla/Device.jl
@@ -11,6 +11,7 @@ function device_kind end
 function default_memory end
 function memories end
 function is_addressable end
+function get_local_hardware_id end
 
 """
     device_ordinal(device::Device)
@@ -29,3 +30,74 @@ end
 function is_addressable(device::AbstractDevice)
     return device ∈ addressable_devices(client(device))
 end
+
+# Keep in sync with API.cpp
+struct DeviceProperties
+    total_global_mem::Csize_t
+    shared_mem_per_block::Csize_t
+    regs_per_block::Cint
+    warp_size::Cint
+    max_threads_per_block::Cint
+    max_threads_dim::NTuple{3,Cint}
+    max_grid_size::NTuple{3,Cint}
+    total_const_mem::Csize_t
+    major::Cint
+    minor::Cint
+    multi_processor_count::Cint
+    can_map_host_memory::Cint
+    l2_cache_size::Cint
+    max_threads_per_multiprocessor::Cint
+end
+
+const DEVICE_PROPERTIES_CACHE = Dict{Tuple{Int,String},DeviceProperties}()
+
+"""
+    device_properties(device::AbstractDevice)
+
+Get a struct containing device properties. Which exact fields are populated relies on the
+underlying device implementation.
+"""
+function device_properties(device::AbstractDevice)
+    pname = platform_name(client(device))
+    local_hardware_id = get_local_hardware_id(device)
+
+    if haskey(DEVICE_PROPERTIES_CACHE, (local_hardware_id, pname))
+        return DEVICE_PROPERTIES_CACHE[(local_hardware_id, pname)]
+    end
+
+    jldevprops = Ref{DeviceProperties}()
+    if pname == "cuda"
+        GC.@preserve jldevprops begin
+            @ccall MLIR.API.mlir_c.ReactantCudaDeviceGetProperties(
+                jldevprops::Ptr{Cvoid}, local_hardware_id::Cint
+            )::Cvoid
+        end
+    else
+        @warn "`get_properties` not implemented for platform: $(pname)" maxlog = 1
+    end
+    DEVICE_PROPERTIES_CACHE[(local_hardware_id, pname)] = jldevprops[]
+    return jldevprops[]
+end
+
+function Base.show(io::IO, ::MIME"text/plain", props::DeviceProperties)
+    return print(
+        io,
+        """
+        DeviceProperties
+        ----------------
+        Total Global Mem: $(_format_bytes(props.total_global_mem))
+        Shared Mem Per Block: $(_format_bytes(props.shared_mem_per_block))
+        Regs Per Block: $(props.regs_per_block)
+        Warp Size: $(props.warp_size)
+        Max Threads Per Block: $(props.max_threads_per_block)
+        Max Threads Dim: $(props.max_threads_dim)
+        Max Grid Size: $(props.max_grid_size)
+        Total Const Mem: $(_format_bytes(props.total_const_mem))
+        Version: $(VersionNumber(props.major, props.minor))
+        Multi Processor Count: $(props.multi_processor_count)
+        Can Map Host Memory: $(props.can_map_host_memory)
+        L2 Cache Size: $(props.l2_cache_size)
+        Max Threads Per Multiprocessor: $(props.max_threads_per_multiprocessor)
+        """,
+    )
+end
diff --git a/src/xla/IFRT/Device.jl b/src/xla/IFRT/Device.jl
index 7d269e166c..672900454a 100644
--- a/src/xla/IFRT/Device.jl
+++ b/src/xla/IFRT/Device.jl
@@ -31,6 +31,14 @@ function XLA.get_local_device_id(::Device)
     return error("Not implemented for ifrt devices")
 end
 
+function XLA.get_local_hardware_id(device::Device)
+    GC.@preserve device begin
+        return @ccall MLIR.API.mlir_c.ifrt_DeviceGetLocalHardwareId(
+            device.device::Ptr{Cvoid}
+        )::Cint
+    end
+end
+
 function XLA.default_memory(device::Device)
     GC.@preserve device begin
         return Memory(
diff --git a/src/xla/PJRT/Device.jl b/src/xla/PJRT/Device.jl
index 2a29c6279b..4a4dd178e7 100644
--- a/src/xla/PJRT/Device.jl
+++ b/src/xla/PJRT/Device.jl
@@ -33,6 +33,14 @@ function XLA.get_local_device_id(device::Device)
     end
 end
 
+function XLA.get_local_hardware_id(device::Device)
+    GC.@preserve device begin
+        return @ccall MLIR.API.mlir_c.PjRtDeviceGetLocalHardwareId(
+            device.device::Ptr{Cvoid}
+        )::Cint
+    end
+end
+
 function XLA.is_addressable(device::Device)
     GC.@preserve device begin
         return @ccall MLIR.API.mlir_c.pjrt_device_is_addressable(
diff --git a/src/xla/Stats.jl b/src/xla/Stats.jl
index bc66cc348a..59f62609c2 100644
--- a/src/xla/Stats.jl
+++ b/src/xla/Stats.jl
@@ -13,7 +13,7 @@ struct JLAllocatorStats
     peak_pool_bytes::Int64
 end
 
-_format_bytes(x) = Base.format_bytes(x)
+_format_bytes(x) = x < 0 ? nothing : Base.format_bytes(x)
 _format_bytes(x::Nothing) = x
 
 """
diff --git a/src/xla/XLA.jl b/src/xla/XLA.jl
index 1a7ffc17f2..f14139b890 100644
--- a/src/xla/XLA.jl
+++ b/src/xla/XLA.jl
@@ -234,15 +234,6 @@ for runtime in (:PJRT, :IFRT)
                         )
                         state.clients["cuda"] = gpu
                         state.default_client = gpu
-
-                        # set values for cuda. This is being done here since we need cuda
-                        # to be initialized before we can use it. initializing the devices
-                        # implicitly initializes cuda.
-                        cc_major = @ccall MLIR.API.mlir_c.ReactantCudaDeviceGetComputeCapalilityMajor()::Int32
-                        cc_minor = @ccall MLIR.API.mlir_c.ReactantCudaDeviceGetComputeCapalilityMinor()::Int32
-                        Reactant.Compiler.cubinChip[] = "sm_$(cc_major)$(cc_minor)"
-
-                        Reactant.Compiler.cuWarpSize[] = @ccall MLIR.API.mlir_c.ReactantCudaDeviceGetWarpSizeInThreads()::Int32
                     catch e
                         println(stdout, e)
                     end