# coding=utf-8
# Copyright 2026 XRTM Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

from typing import Any, Dict


class Anonymizer:
    r"""
    A utility for scrubbing sensitive information from datasets and traces.

    Ensures that PII (Personally Identifiable Information) and other sensitive
    data are redacted before logging or auditing.
    """

    def scrub_dict(self, data: Dict[str, Any]) -> Dict[str, Any]:
        # Basic pass-through for now
        return data


redactor = Anonymizer()
