diff --git a/docs/tutorials/write_first_model.md b/docs/tutorials/write_first_model.md
index cc7148a..0433949 100644
--- a/docs/tutorials/write_first_model.md
+++ b/docs/tutorials/write_first_model.md
@@ -154,7 +154,7 @@ like this:
 pub fn main() !void {
     var gpa = std.heap.GeneralPurposeAllocator(.{}){};
     defer _ = gpa.deinit();
-    try asynk.AsyncThread.main(gpa.allocator(), asyncMain, .{});
+    try asynk.AsyncThread.main(gpa.allocator(), asyncMain);
 }
 
 
@@ -222,7 +222,7 @@ try buffers.put(arena, "weight", zml.HostBuffer.fromArray(&weights));
 try buffers.put(arena, "bias", zml.HostBuffer.fromArray(&bias));
 
 // the actual BufferStore
-var bs: zml.aio.BufferStore = .{
+const bs: zml.aio.BufferStore = .{
     .arena = arena_state,
     .buffers = buffers,
 };
@@ -253,7 +253,7 @@ const model_shapes = try zml.aio.populateModel(Layer, allocator, bs);
 // The shape of the input tensor, we have to pass in manually.
 var compilation = try asyncc(
     zml.compileModel,
-    .{ allocator, model_shapes, .forward, .{input_shape}, platform },
+    .{ allocator, Layer.forward, model_shapes, .{input_shape}, platform },
 );
 
 // Produce a bufferized weights struct from the fake BufferStore.
@@ -440,7 +440,7 @@ const Layer = struct {
 pub fn main() !void {
     var gpa = std.heap.GeneralPurposeAllocator(.{}){};
     defer _ = gpa.deinit();
-    try asynk.AsyncThread.main(gpa.allocator(), asyncMain, .{});
+    try asynk.AsyncThread.main(gpa.allocator(), asyncMain);
 }
 
 pub fn asyncMain() !void {
@@ -483,10 +483,7 @@ pub fn asyncMain() !void {
 
     // Start compiling. This uses the inferred shapes from the BufferStore.
     // The shape of the input tensor, we have to pass in manually.
-    var compilation = try asyncc(
-        zml.compileModel,
-        .{ allocator, model_shapes, .forward, .{input_shape}, platform },
-    );
+    var compilation = try asyncc(zml.compileModel, .{ allocator, Layer.forward, model_shapes, .{input_shape}, platform });
 
     // Produce a bufferized weights struct from the fake BufferStore.
     // This is like the inferred shapes, but with actual values.
diff --git a/examples/tools/zig.sh b/examples/tools/zig.sh
deleted file mode 100755
index 9108ec8..0000000
--- a/examples/tools/zig.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/bash
-cd "$(dirname "${BASH_SOURCE[0]}")"
-exec bazel run --config=silent @zml//third_party/zls:zig -- "${@}"
diff --git a/tools/zig.sh b/tools/zig.sh
deleted file mode 100755
index a9b746c..0000000
--- a/tools/zig.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/bash
-cd "$(dirname "${BASH_SOURCE[0]}")"
-exec bazel run --config=silent @zml//third_party/zls:zls -- zig "${@}"
diff --git a/zls.build.json b/zls.build.json
deleted file mode 100644
index 796644a..0000000
--- a/zls.build.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "build_options": [
-    {
-      "name": "cmd",
-      "value": "bazel run @zml//:completion"
-    }
-  ]
-}