diff --git a/testing/python/language/test_tilelang_language_frontend_v2.py b/testing/python/language/test_tilelang_language_frontend_v2.py
index b4ca94232..da6e8e4b6 100644
--- a/testing/python/language/test_tilelang_language_frontend_v2.py
+++ b/testing/python/language/test_tilelang_language_frontend_v2.py
@@ -273,5 +273,35 @@ def foo() -> T.Tensor((128,), T.float32):
     assert isinstance(foo, T.PrimFunc)
 
 
+def test_swap_logic():
+
+    @tilelang.jit
+    @T.prim_func
+    def swap_var(A: T.Tensor[(2,), T.float32]):
+        with T.Kernel(1, threads=1) as _:
+            a = T.alloc_var(T.float32, A[0])
+            b = T.alloc_var(T.float32, A[1])
+            a, b = b, a
+            A[0], A[1] = a, b
+
+    @tilelang.jit
+    @T.prim_func
+    def swap_idx(A: T.Tensor[(2,), T.float32]):
+        with T.Kernel(1, threads=1) as _:
+            A[0], A[1] = A[1], A[0]
+
+    k_swap_var = swap_var()
+    data = torch.tensor([1.0, 2.0], dtype=torch.float32).cuda()
+    k_swap_var(data)
+    ref = torch.tensor([2.0, 1.0], dtype=torch.float32).cuda()
+    torch.testing.assert_close(data, ref)
+
+    k_swap_idx = swap_idx()
+    data = torch.tensor([1.0, 2.0], dtype=torch.float32).cuda()
+    k_swap_idx(data)
+    ref = torch.tensor([2.0, 1.0], dtype=torch.float32).cuda()
+    torch.testing.assert_close(data, ref)
+
+
 if __name__ == '__main__':
     tilelang.testing.main()
diff --git a/tilelang/language/v2/ast.py b/tilelang/language/v2/ast.py
index 34e74d64b..0e778fbc0 100644
--- a/tilelang/language/v2/ast.py
+++ b/tilelang/language/v2/ast.py
@@ -346,6 +346,8 @@ def _emit_assign_target(self,
                     span=target,
                 )
         else:
+
+            # flatten nested tuple into a list of (tmp_name, target)
             unpacked = []
 
             def _visit_target(target: ast.expr) -> str:
@@ -360,6 +362,9 @@ def _visit_target(target: ast.expr) -> str:
                     res = ast.Tuple(elts=elts, ctx=target.ctx)
                     ast_set_span(res, ast_get_span(target))
                     return res
+                else:
+                    s = ast.unparse(target)
+                    raise NotImplementedError(f'Attribute assignment not supported yet, `{s}`')
 
             unpack_stmt = ast.Assign(
                 targets=[_visit_target(target)],
@@ -376,6 +381,26 @@ def flush_binds():
                     bind_lvals.clear()
                     bind_rvals.clear()
 
+            # the following code generate two phase binding to support swap like semantics
+            # for example:
+            #       a, b = b, a
+            # 1 phase:
+            #    _tmp_0, _tmp_1 = b, a
+            #    => _tmp_0: T.int32 = b
+            #    => _tmp_1: T.int32 = a
+            # 2 phase:
+            #    a, b = _tmp_0, _tmp_1
+            #    => a = _tmp_0 => a[0] = _tmp_0
+            #    => b = _tmp_1 => b[0] = _tmp_1
+
+            # 1 phase: _tmp_0, _tmp_1 = __tb.bind('_', a), __tb.bind('_', b)
+            for tmp, _target in unpacked:
+                bind_lvals.append(tmp)
+                bind_rvals.append(f'__tb.bind("_", {tmp})')
+
+            flush_binds()
+
+            # 2 phase: a, b = __tb.bind('a', _tmp_0), __tb.bind('b', _tmp_1)
             for tmp, target in unpacked:
                 if isinstance(target, ast.Name):
                     bind_lvals.append(target.id)
diff --git a/tilelang/language/v2/builder.py b/tilelang/language/v2/builder.py
index 3bae9ecd1..4ea91f40f 100644
--- a/tilelang/language/v2/builder.py
+++ b/tilelang/language/v2/builder.py
@@ -313,6 +313,9 @@ def unwrap_value(self, value):
             return value
 
     def bind_immutable(self, name, value):
+        if name == '_':
+            # use _tmp to make the generated tir more readable
+            name = "_tmp"
         if isinstance(value, tir.meta_var):
             return value.value
         elif isinstance(value, tir.frame.IRBuilderFrame):
diff --git a/tilelang/language/v2/dtypes.py b/tilelang/language/v2/dtypes.py
index def59845b..39ea90f81 100644
--- a/tilelang/language/v2/dtypes.py
+++ b/tilelang/language/v2/dtypes.py
@@ -1,6 +1,5 @@
 from tilelang import tvm
 from tvm import ir
-import tvm_ffi
 import torch
 import ctypes
 from typing import TYPE_CHECKING
@@ -100,16 +99,17 @@ def __dtype_call__(self: dtype, expr=None, is_size_var: bool = False) -> tir.Var
     return call(expr, is_size_var)
 
 
+__orig_dtype_new = dtype.__new__
+
+
 def __dtype_new__(cls, value: AnyDType) -> dtype:
     if isinstance(value, str):
-        val = str.__new__(cls, value)
+        return __orig_dtype_new(cls, value)
     elif value in _dtype_py2tvmstr:
-        val = str.__new__(cls, _dtype_py2tvmstr[value])
+        return __orig_dtype_new(cls, _dtype_py2tvmstr[value])
     else:
         expected = set(list(_dtype_py2tvmstr.keys()) + list(_dtype_tvmstr2fficall.values()))
         raise TypeError(f"Invalid DataType {value}({type(value)}), expect one of {expected}")
-    val.__tvm_ffi_dtype__ = tvm_ffi.core.DataType(val)
-    return val
 
 
 dtype.__eq__ = __dtype_eq__