diff --git a/compiler/fory_compiler/generators/base.py b/compiler/fory_compiler/generators/base.py
index 9647af5b2d..dcc10a15a9 100644
--- a/compiler/fory_compiler/generators/base.py
+++ b/compiler/fory_compiler/generators/base.py
@@ -206,3 +206,185 @@ def get_license_header(self, comment_prefix: str = "//") -> str:
         return "\n".join(
             f"{comment_prefix} {line}" if line else comment_prefix for line in lines
         )
+
+    def wrap_line(
+        self,
+        line: str,
+        max_width: int = 80,
+        indent: str = "",
+        continuation_indent: str = None,
+    ) -> List[str]:
+        """Wrap a long line into multiple lines with max_width characters.
+
+        Args:
+            line: The line to wrap
+            max_width: Maximum width per line (default 80)
+            indent: The indentation to preserve for the first line
+            continuation_indent: Extra indentation for continuation lines.
+                                If None, uses indent + 4 spaces.
+
+        Returns:
+            List of wrapped lines
+        """
+        if continuation_indent is None:
+            continuation_indent = indent + "    "
+
+        # If line is already short enough, return as is
+        if len(line) <= max_width:
+            return [line]
+
+        # Don't wrap C++ preprocessor directives (macros)
+        stripped = line.lstrip()
+        if stripped.startswith("#"):
+            return [line]
+
+        # Don't wrap comment lines (license headers, etc.)
+        if (
+            stripped.startswith("//")
+            or stripped.startswith("/*")
+            or stripped.startswith("*")
+            or stripped.startswith("#")
+        ):
+            return [line]
+
+        # Extract the leading indent
+        leading_spaces = line[: len(line) - len(line.lstrip())]
+
+        # Get the content without indent
+        content = line[len(leading_spaces) :]
+
+        # If it's still too short after considering indent, don't wrap
+        if len(leading_spaces) + len(content) <= max_width:
+            return [line]
+
+        # Find good break points (prefer breaking at spaces, commas, operators)
+        result = []
+        current = content
+        first_line = True
+
+        while len(leading_spaces) + len(current) > max_width:
+            # Calculate available width
+            if first_line:
+                available = max_width - len(leading_spaces)
+            else:
+                available = max_width - len(continuation_indent)
+
+            if available <= 0:
+                # Can't wrap reasonably, return original
+                return [line]
+
+            # Find the best break point
+            break_point = -1
+
+            # Look for break points in order of preference
+            search_text = current[:available]
+
+            # Try to break at common delimiters (working backwards)
+            for delimiter in [
+                ", ",
+                " && ",
+                " || ",
+                " + ",
+                " - ",
+                " * ",
+                " / ",
+                " = ",
+                " ",
+                ",",
+            ]:
+                idx = search_text.rfind(delimiter)
+                if idx > 0:
+                    break_point = idx + len(delimiter)
+                    break
+
+            # If no good break point found, just break at max width
+            if break_point <= 0:
+                break_point = available
+
+            # Add the line segment
+            if first_line:
+                result.append(leading_spaces + current[:break_point].rstrip())
+                first_line = False
+            else:
+                result.append(continuation_indent + current[:break_point].rstrip())
+
+            # Continue with the rest
+            current = current[break_point:].lstrip()
+
+        # Add the remaining content
+        if current:
+            if first_line:
+                result.append(leading_spaces + current)
+            else:
+                result.append(continuation_indent + current)
+
+        return result if result else [line]
+
+    def wrap_lines(
+        self, lines: List[str], max_width: int = 80, preserve_blank: bool = True
+    ) -> List[str]:
+        """Wrap multiple lines, handling each line's indentation.
+
+        Args:
+            lines: List of lines to wrap
+            max_width: Maximum width per line
+            preserve_blank: If True, preserve blank lines as-is
+
+        Returns:
+            List of wrapped lines
+        """
+        result = []
+        for line in lines:
+            if preserve_blank and not line.strip():
+                result.append(line)
+            else:
+                result.extend(self.wrap_line(line, max_width))
+        return result
+
+    def format_long_line(
+        self,
+        prefix: str,
+        content: str,
+        suffix: str = "",
+        max_width: int = 80,
+        continuation_indent: str = "    ",
+    ) -> List[str]:
+        """Format a long line with semantic understanding.
+
+        This is for semantic line wrapping where we know the structure.
+        Use this when generating code to avoid breaking in wrong places.
+
+        Args:
+            prefix: The prefix part (e.g., "public class ")
+            content: The main content that might be long
+            suffix: The suffix part (e.g., " {")
+            max_width: Maximum line width
+            continuation_indent: Indentation for continuation lines
+
+        Returns:
+            List of formatted lines
+
+        Example:
+            format_long_line("public class ", "VeryLongClassName", " {")
+            => ["public class VeryLongClassName {"]  # if fits
+            => ["public class", "    VeryLongClassName {"]  # if too long
+        """
+        full_line = prefix + content + suffix
+        if len(full_line) <= max_width:
+            return [full_line]
+
+        # If content alone with suffix fits on next line
+        if len(continuation_indent + content + suffix) <= max_width:
+            return [prefix.rstrip(), continuation_indent + content + suffix]
+
+        # Content is too long even on its own line
+        # Put each part on separate lines
+        lines = [prefix.rstrip()]
+        if len(continuation_indent + content) <= max_width:
+            lines.append(continuation_indent + content)
+        else:
+            # Content itself needs wrapping
+            lines.append(continuation_indent + content)
+        if suffix:
+            lines.append(suffix)
+        return lines
diff --git a/compiler/fory_compiler/generators/go.py b/compiler/fory_compiler/generators/go.py
index 34ee3410ac..95cf034b33 100644
--- a/compiler/fory_compiler/generators/go.py
+++ b/compiler/fory_compiler/generators/go.py
@@ -199,6 +199,49 @@ def message_has_unions(self, message: Message) -> bool:
         PrimitiveKind.ANY: "any",
     }
 
+    def wrap_line(
+        self,
+        line: str,
+        max_width: int = 80,
+        indent: str = "",
+        continuation_indent: str = None,
+    ) -> List[str]:
+        """Override base wrap_line to handle Go-specific syntax.
+
+        Go has specific constructs that should not be wrapped:
+        1. Function signatures - must not split between params and return type
+        2. Struct field tags - backtick strings must not be split
+        3. Single-line function bodies - must not split "{ return ... }"
+        """
+        if continuation_indent is None:
+            continuation_indent = indent + "    "
+
+        # If line is already short enough, return as is
+        if len(line) <= max_width:
+            return [line]
+
+        stripped = line.lstrip()
+
+        # Don't wrap comments
+        if (
+            stripped.startswith("//")
+            or stripped.startswith("/*")
+            or stripped.startswith("*")
+        ):
+            return [line]
+
+        # Don't wrap lines with backticks (struct tags)
+        if "`" in line:
+            return [line]
+
+        # Don't wrap function definitions (including one-liners like "func Foo() Type { return ... }")
+        # Detect by checking if line starts with "func " and contains "{"
+        if stripped.startswith("func ") and "{" in line:
+            return [line]
+
+        # For all other cases, use base class wrapping
+        return super().wrap_line(line, max_width, indent, continuation_indent)
+
     def generate(self) -> List[GeneratedFile]:
         """Generate Go files for the schema."""
         files = []
@@ -521,7 +564,16 @@ def generate_union(
         lines.append(")")
         lines.append("")
 
-        lines.append(f"type {type_name} struct {{")
+        # Type declaration with semantic wrapping for Go
+        type_decl = f"type {type_name} struct {{"
+        if len(type_decl) > 80:
+            lines.extend(
+                self.format_long_line(
+                    "type ", type_name, " struct {", continuation_indent="\t"
+                )
+            )
+        else:
+            lines.append(type_decl)
         lines.append(f"\tcase_ {case_type}")
         lines.append("\tvalue any")
         lines.append("}")
@@ -583,15 +635,13 @@ def generate_union(
             lines.append(f"\tcase {case_type}{case_name}:")
             lines.append(f"\t\tv, ok := u.value.({case_type_name})")
             lines.append("\t\tif !ok {")
-            lines.append(
-                f'\t\t\treturn fmt.Errorf("corrupted {type_name}: case={case_name} but invalid value")'
-            )
+            lines.append(f'\t\t\treturn fmt.Errorf("corrupted {type_name}: " +')
+            lines.append(f'\t\t\t\t"case={case_name} but invalid value")')
             lines.append("\t\t}")
             if case_type_name.startswith("*"):
                 lines.append("\t\tif v == nil {")
-                lines.append(
-                    f'\t\t\treturn fmt.Errorf("corrupted {type_name}: case={case_name} but nil value")'
-                )
+                lines.append(f'\t\t\treturn fmt.Errorf("corrupted {type_name}: " +')
+                lines.append(f'\t\t\t\t"case={case_name} but nil value")')
                 lines.append("\t\t}")
             lines.append(f"\t\tif visitor.{case_name} != nil {{")
             lines.append(f"\t\t\treturn visitor.{case_name}(v)")
@@ -861,6 +911,7 @@ def generate_field(
 
         if tags:
             tag_str = ",".join(tags)
+            # Concatenate parts to ensure single line in output
             lines.append(f'{field_name} {go_type} `fory:"{tag_str}"`')
         else:
             lines.append(f"{field_name} {go_type}")
diff --git a/compiler/fory_compiler/generators/java.py b/compiler/fory_compiler/generators/java.py
index 11c479e10d..1bb3729448 100644
--- a/compiler/fory_compiler/generators/java.py
+++ b/compiler/fory_compiler/generators/java.py
@@ -441,8 +441,9 @@ def generate_message_file(self, message: Message) -> GeneratedFile:
                 lines.append(f"import {imp};")
             lines.append("")
 
-        # Class declaration
-        lines.append(f"public class {message.name} {{")
+        # Class declaration with semantic line wrapping
+        class_lines = self.format_long_line("public class ", message.name, " {")
+        lines.extend(class_lines)
 
         # Generate nested enums as static inner classes
         for nested_enum in message.nested_enums:
@@ -669,7 +670,8 @@ def generate_union_class(
             lines.append(f"{ind}                return {type_id_expr};")
         lines.append(f"{ind}            default:")
         lines.append(
-            f'{ind}                throw new IllegalStateException("Unknown {union.name} case id: " + caseId);'
+            f'{ind}                throw new IllegalStateException("Unknown " + '
+            f'"{union.name} case id: " + caseId);'
         )
         lines.append(f"{ind}        }}")
         lines.append(f"{ind}    }}")
@@ -705,7 +707,8 @@ def generate_union_class(
             lines.append(f"{ind}                return {case_enum}.{case_enum_name};")
         lines.append(f"{ind}            default:")
         lines.append(
-            f'{ind}                throw new IllegalStateException("Unknown {union.name} case id: " + index);'
+            f'{ind}                throw new IllegalStateException("Unknown " + '
+            f'"{union.name} case id: " + index);'
         )
         lines.append(f"{ind}        }}")
         lines.append(f"{ind}    }}")
@@ -1074,14 +1077,28 @@ def generate_getter_setter(self, field: Field) -> List[str]:
         field_name = self.to_camel_case(field.name)
         pascal_name = self.to_pascal_case(field.name)
 
-        # Getter
-        lines.append(f"public {java_type} get{pascal_name}() {{")
+        # Getter with semantic line wrapping
+        getter_sig = f"public {java_type} get{pascal_name}()"
+        if len(getter_sig) > 80:
+            getter_lines = self.format_long_line(
+                "public ", f"{java_type} get{pascal_name}()", " {"
+            )
+        else:
+            getter_lines = [f"{getter_sig} {{"]
+        lines.extend(getter_lines)
         lines.append(f"    return {field_name};")
         lines.append("}")
         lines.append("")
 
-        # Setter
-        lines.append(f"public void set{pascal_name}({java_type} {field_name}) {{")
+        # Setter with semantic line wrapping
+        setter_sig = f"public void set{pascal_name}({java_type} {field_name})"
+        if len(setter_sig) > 80:
+            setter_lines = self.format_long_line(
+                "public void ", f"set{pascal_name}({java_type} {field_name})", " {"
+            )
+        else:
+            setter_lines = [f"{setter_sig} {{"]
+        lines.extend(setter_lines)
         lines.append(f"    this.{field_name} = {field_name};")
         lines.append("}")
         lines.append("")
diff --git a/compiler/fory_compiler/generators/python.py b/compiler/fory_compiler/generators/python.py
index 8e70cae0f8..7d96d714f2 100644
--- a/compiler/fory_compiler/generators/python.py
+++ b/compiler/fory_compiler/generators/python.py
@@ -141,6 +141,64 @@ class PythonGenerator(BaseGenerator):
         PrimitiveKind.ANY: "None",
     }
 
+    def wrap_line(
+        self,
+        line: str,
+        max_width: int = 80,
+        indent: str = "",
+        continuation_indent: str = None,
+    ) -> List[str]:
+        """Override base wrap_line to handle Python-specific syntax.
+
+        Python has specific constructs that should not be wrapped:
+        1. Assignment statements - must not split between variable and value
+        2. Conditional statements with logical operators (and, or, not)
+        3. Raise statements with string literals
+        """
+        if continuation_indent is None:
+            continuation_indent = indent + "    "
+
+        # If line is already short enough, return as is
+        if len(line) <= max_width:
+            return [line]
+
+        stripped = line.lstrip()
+
+        # Don't wrap comments
+        if stripped.startswith("#"):
+            return [line]
+
+        # Don't wrap raise statements (they often have long string literals)
+        if stripped.startswith("raise "):
+            return [line]
+
+        # Don't wrap assignment statements (lines containing " = " at the statement level)
+        # This prevents splitting like: _threadsafe_fory = pyfory.ThreadSafeFory(...)
+        # Only check for simple assignments (not comparisons or keyword args)
+        if (
+            " = " in line
+            and not line.strip().startswith("if ")
+            and not line.strip().startswith("elif ")
+            and not line.strip().startswith("while ")
+        ):
+            # Check if this looks like a simple assignment (has = but not == or <= or >=)
+            # and the = comes before any opening parentheses
+            eq_pos = line.find(" = ")
+            paren_pos = line.find("(")
+            if eq_pos > 0 and (paren_pos < 0 or eq_pos < paren_pos):
+                # This is likely an assignment statement, don't wrap it
+                return [line]
+
+        # Don't wrap conditional statements (if/elif/while) with logical operators
+        # This prevents splitting like: if condition and not\n    isinstance(...)
+        if stripped.startswith(("if ", "elif ", "while ")) and (
+            " and " in line or " or " in line
+        ):
+            return [line]
+
+        # For all other cases, use base class wrapping
+        return super().wrap_line(line, max_width, indent, continuation_indent)
+
     def safe_name(self, name: str) -> str:
         """Return a Python-safe identifier."""
         if keyword.iskeyword(name):
@@ -615,7 +673,14 @@ def generate_field(
             else:
                 field_default = f"{default_expr}{trailing_comment}"
 
-        lines.append(f"{field_name}: {python_type} = {field_default}")
+        # Build field line with semantic wrapping for Python
+        field_line = f"{field_name}: {python_type} = {field_default}"
+        if len(field_line) > 80:
+            # Use Python line continuation with proper indentation
+            lines.append(f"{field_name}: {python_type} = \\")
+            lines.append(f"    {field_default}")
+        else:
+            lines.append(field_line)
 
         return lines