diff --git a/src/gimkit/dsls.py b/src/gimkit/dsls.py
index 925ca7f..4540116 100644
--- a/src/gimkit/dsls.py
+++ b/src/gimkit/dsls.py
@@ -36,20 +36,69 @@ def validate_grammar_spec(grammar_spec: str) -> tuple[bool, list[str]]:
 def build_cfg(query: Query) -> str:
     """Build an LLGuidance context-free grammar (CFG) string based on the query object.
 
-    LLGuidance syntax reference: https://github.com/guidance-ai/llguidance/blob/main/docs/syntax.md
+    Constructs a flattened grammar structure compatible with LLGuidance's suffix/capture logic.
+
+    Ref:
+    - https://github.com/guidance-ai/llguidance/blob/main/docs/syntax.md: Incomplete documentation of llguidance grammar syntax
+    - https://github.com/guidance-ai/guidance/blob/main/guidance/_ast.py: LarkSerializer implementation
+    - https://github.com/guidance-ai/llguidance: Source code
+
+    Real-World Example:
+    ```python
+    query = '<|GIM_QUERY|>The capital of <|MASKED desc="single word" regex="中国|法国"|><|/MASKED|> is Beijing<|MASKED desc="punctuation mark" regex="\\."|><|/MASKED|><|/GIM_QUERY|>'
+    print(repr(build_cfg(Query(query))))
+    >>> '%llguidance {}\nstart: "<|GIM_RESPONSE|>" REGEX "<|MASKED id=\\"m_0\\"|>" m_0 REGEX "<|MASKED id=\\"m_1\\"|>" m_1 REGEX "<|/GIM_RESPONSE|>"\nREGEX: /\\s*/\nm_0[capture, suffix="<|/MASKED|>"]: M_0\nM_0: /中国|法国/\nm_1[capture, suffix="<|/MASKED|>"]: M_1\nM_1: /\\./\n'
+    ```
     """
     num_tags = len(query.tags)
-    grammar_first_line = f'''start: "{RESPONSE_PREFIX}" {" ".join(f"tag{i}" for i in range(num_tags))} "{RESPONSE_SUFFIX}"'''
 
-    grammar_rest_lines = []
+    # 1. Header declaration
+    lines = ["%llguidance {}"]
+
+    # 2. Build start rule
+    # Target format: start: "PREFIX" REGEX "OPEN_TAG_0" m_0 REGEX "OPEN_TAG_1" m_1 ... REGEX "SUFFIX"
+    start_parts = [f'"{RESPONSE_PREFIX}"']
+
+    for i in range(num_tags):
+        # Add whitespace rule reference
+        start_parts.append("REGEX")
+
+        # Add opening tag literal, e.g.: "<|MASKED id=\"m_0\"|>"
+        # Note escaping: id=\"m_{i}\"
+        open_tag_str = f'"{TAG_OPEN_LEFT} id=\\"m_{i}\\"{TAG_OPEN_RIGHT}"'
+        start_parts.append(open_tag_str)
+
+        # Add content rule reference (lowercase m_i)
+        start_parts.append(f"m_{i}")
+
+    # Add trailing whitespace and suffix
+    start_parts.append("REGEX")
+    start_parts.append(f'"{RESPONSE_SUFFIX}"')
+
+    lines.append(f"start: {' '.join(start_parts)}")
+
+    # 3. Define whitespace rule (named REGEX to match examples, usually can also be called WS)
+    lines.append(r"REGEX: /\s*/")
+
+    # 4. Generate specific rules for each tag
     for i, tag in enumerate(query.tags):
-        # `/(?s:.)*?/` is a non-greedy match for any character including newlines
-        content_pattern = f"/{tag.regex}/" if tag.regex else "/(?s:.)*?/"
-        grammar_rest_lines.append(
-            f'tag{i}: "{TAG_OPEN_LEFT} id=\\"m_{i}\\"{TAG_OPEN_RIGHT}" {content_pattern} "{TAG_END}"'
-        )
+        # Note: When used with suffix, using greedy match /(?s:.*)/ instead of /(?s:.)*?/ is correct and legal.
+        pattern = f"/{tag.regex}/" if tag.regex else "/(?s:.*)/"
+
+        # Rule m_i (logical layer):
+        # - capture: tells the engine to capture this part.
+        # - suffix: specifies the ending tag, the engine stops and consumes it when encountered.
+        # Note: Here we reference the TAG_END constant (i.e., "<|/MASKED|>")
+        lines.append(f'm_{i}[capture, suffix="{TAG_END}"]: M_{i}')
+
+        # Rule M_i (regex layer):
+        # Define the actual matching pattern for this tag.
+        lines.append(f"M_{i}: {pattern}")
+
+        # TODO: There may be many tags with "/(?s:.*)/" pattern, which can be inefficient.
 
-    grammar = grammar_first_line + "\n" + "\n".join(grammar_rest_lines)
+    # 5. Assemble final string
+    grammar = "\n".join(lines) + "\n"
 
     is_error, msgs = validate_grammar_spec(get_grammar_spec(grammar))
     if is_error:
diff --git a/tests/test_dsls.py b/tests/test_dsls.py
index fe3ffd1..10190e7 100644
--- a/tests/test_dsls.py
+++ b/tests/test_dsls.py
@@ -11,16 +11,22 @@
 def test_build_cfg():
     query = Query('Hello, <|MASKED id="m_0"|>world<|/MASKED|>!')
     grm = (
-        'start: "<|GIM_RESPONSE|>" tag0 "<|/GIM_RESPONSE|>"\n'
-        'tag0: "<|MASKED id=\\"m_0\\"|>" /(?s:.)*?/ "<|/MASKED|>"'
+        "%llguidance {}\n"
+        'start: "<|GIM_RESPONSE|>" REGEX "<|MASKED id=\\"m_0\\"|>" m_0 REGEX "<|/GIM_RESPONSE|>"\n'
+        "REGEX: /\\s*/\n"
+        'm_0[capture, suffix="<|/MASKED|>"]: M_0\n'
+        "M_0: /(?s:.*)/\n"
     )
     assert build_cfg(query) == grm
 
     # Test with regex
-    query_with_regex = Query("Hello, ", MaskedTag(id=0, regex="[A-Za-z]{5}"), "!")
+    query_with_regex = Query("Hello, ", MaskedTag(id=0, regex=r"\w+\.com"), "!")
     whole_grammar_regex = (
-        'start: "<|GIM_RESPONSE|>" tag0 "<|/GIM_RESPONSE|>"\n'
-        'tag0: "<|MASKED id=\\"m_0\\"|>" /[A-Za-z]{5}/ "<|/MASKED|>"'
+        "%llguidance {}\n"
+        'start: "<|GIM_RESPONSE|>" REGEX "<|MASKED id=\\"m_0\\"|>" m_0 REGEX "<|/GIM_RESPONSE|>"\n'
+        "REGEX: /\\s*/\n"
+        'm_0[capture, suffix="<|/MASKED|>"]: M_0\n'
+        "M_0: /\\w+\\.com/\n"
     )
     assert build_cfg(query_with_regex) == whole_grammar_regex