diff --git a/testing/python/language/test_tilelang_language_assume.py b/testing/python/language/test_tilelang_language_assume.py
new file mode 100644
index 000000000..9c75a5ac7
--- /dev/null
+++ b/testing/python/language/test_tilelang_language_assume.py
@@ -0,0 +1,89 @@
+import tilelang
+import tilelang.language as T
+import tilelang.testing
+
+
+def test_assume_remove_boundary_check():
+
+    @tilelang.jit
+    def kernel_with_assume():
+        N = T.dynamic('N')
+
+        @T.prim_func
+        def main(A: T.Tensor((N,), "float32"), l: T.int32, r: T.int32):
+            with T.Kernel(1, threads=32) as _:
+                for i in T.serial(r - l + 1):
+                    T.assume(l + i >= 0 and l + i < N)
+                    A[l + i] = 0
+
+        return main
+
+    jit_kernel = kernel_with_assume()
+    source = jit_kernel.get_kernel_source()
+
+    assert ("if (" not in source)
+
+
+def test_assume_enable_vectorization():
+
+    @tilelang.jit
+    def kernel_vectorize(M):
+        N = T.dynamic('N')
+        vectorize_size = 4
+
+        @T.prim_func
+        def main(
+                A: T.Tensor((M, N), "float32"),
+                B: T.Tensor((M, N), "float32"),
+        ):
+            with T.Kernel(1, threads=32) as _:
+                tid = T.get_thread_binding()
+
+                base_idx = tid * 4
+                T.assume(N % vectorize_size == 0)
+
+                for i in T.vectorized(vectorize_size):
+                    T.assume(base_idx + i < N)
+                    B[tid, base_idx + i] = A[tid, base_idx + i]
+
+        return main
+
+    jit_kernel = kernel_vectorize(128)
+    source = jit_kernel.get_kernel_source()
+
+    assert ("float4" in source) and ("if (" not in source)
+
+
+def test_assume_complex_indexing():
+
+    @tilelang.jit
+    def kernel_complex():
+        M = T.dynamic('M')
+        N = T.dynamic('N')
+
+        @T.prim_func
+        def main(
+                A: T.Tensor((M, N), "float32"),
+                B: T.Tensor((M, N), "float32"),
+        ):
+            with T.Kernel(1, threads=32) as _:
+                tid = T.get_thread_binding()
+                for j in T.serial(N):
+                    i_src = T.min(j + 233, tid + 2)
+                    j_src = j * T.ceildiv(j, i_src) * j - 1
+
+                    T.assume(i_src >= 0 and i_src < M)
+                    T.assume(j_src >= 0 and j_src < N)
+
+                    B[tid, j] = A[i_src, j_src]
+
+        return main
+
+    jit_kernel = kernel_complex()
+    source = jit_kernel.get_kernel_source()
+
+    assert ("if (" not in source)
+
+
+if __name__ == '__main__':
+    tilelang.testing.main()