v4.1 release update v2. (#2481)

media/docs/pythonDSL/cute_dsl_general/dsl_control_flow.rst

@@ -178,7 +178,7 @@ Limitations of Dynamic Control Flow
         n = 10
 
         # ❌ This loop is dynamic, early-exit isn't allowed.
-        for i in cutlass.range_dynamic(n):
+        for i in range(n):
             if i == 5:
                 break         # Early-exit
 

media/docs/pythonDSL/cute_dsl_general/dsl_jit_compilation_options.rst

@@ -0,0 +1,50 @@
+.. _dsl_jit_compilation_options:
+.. |DSL| replace:: CuTe DSL
+
+.. _JIT_Compilation_Options:
+
+JIT Compilation Options
+=======================
+
+JIT Compilation Options Overview
+--------------------------------
+
+When compiling a JIT function using |DSL|, you may want to control various aspects of the compilation process, such as optimization level, or debugging flags. |DSL| provides a flexible interface for specifying these compilation options when invoking ``cute.compile``.
+
+Compilation options allow you to customize how your JIT-compiled functions are built and executed. This can be useful for:
+
+* Enabling or disabling specific compiler optimizations
+* Generating debug information for troubleshooting
+
+These options can be passed as keyword arguments to ``cute.compile`` or set globally for all JIT compilations. The available options and their effects are described in the following sections, along with usage examples to help you get started.
+
+
+``cute.compile`` Compilation Options
+------------------------------------
+
+You can provide additional compilation options as a string when calling ``cute.compile``. The |DSL| uses ``argparse`` to parse these options and will raise an error if any invalid options are specified.
+
+.. list-table::
+   :header-rows: 1
+   :widths: 20 20 15 25
+
+   * - **Option**
+     - **Description**
+     - **Default**
+     - **Type**
+   * - ``opt-level``
+     - Optimization level of compilation. The higher the level, the more optimizations are applied. The valid value range is [0, 3].
+     - 3 (highest level of optimization)
+     - int
+   * - ``enable-device-assertions``
+     - Enable device code assertions.
+     - False
+     - bool
+
+You can use the following code to specify compilation options:
+
+.. code-block:: python
+
+   jit_executor_with_opt_level_2 = cute.compile(add, 1, 2, options="--opt-level 2")
+   jit_executor_with_opt_level_1 = cute.compile(add, 1, 2, options="--opt-level 1")
+   jit_executor_with_enable_device_assertions = cute.compile(add, 1, 2, options="--enable-device-assertions")