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15 changes: 10 additions & 5 deletions packages/sdk/server-ai/src/ldai/judge/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -3,8 +3,6 @@
import random
from typing import Any, Dict, Optional

import chevron

from ldai import log
from ldai.judge.evaluation_schema_builder import EvaluationSchemaBuilder
from ldai.models import AIJudgeConfig, LDMessage
Expand Down Expand Up @@ -163,14 +161,21 @@ def _construct_evaluation_messages(self, input_text: str, output_text: str) -> l

def _interpolate_message(self, content: str, variables: Dict[str, str]) -> str:
"""
Interpolates message content with variables using Mustache templating.
Interpolates message content with variables using simple string replacement.

Uses literal string replacement instead of a template engine to prevent
template injection: attacker-controlled values from pass 1 (e.g. Mustache
delimiter-change tags like {{=[ ]=}}) would otherwise be interpreted as
control syntax by a second Mustache pass, blinding the judge.

:param content: The message content template
:param variables: Variables to interpolate
:return: Interpolated message content
"""
# Use chevron (Mustache) for templating, with no escaping
return chevron.render(content, variables)
result = content
for key, value in variables.items():
result = result.replace('{{' + key + '}}', value)
return result

def _parse_evaluation_response(self, data: Dict[str, Any]) -> Dict[str, EvalScore]:
"""
Expand Down
86 changes: 86 additions & 0 deletions packages/sdk/server-ai/tests/test_judge.py
Original file line number Diff line number Diff line change
Expand Up @@ -617,3 +617,89 @@ def tracked_variation(key, context, default):
assert len(variation_calls) == 1, f"Expected 1 variation call, got {len(variation_calls)}"
assert config is not None
assert config.evaluation_metric_key == '$ld:ai:judge:from-flag'


class TestJudgeTemplateInjection:
"""Regression tests for template injection vulnerability.

These tests verify that the judge's message interpolation uses simple string
replacement instead of Mustache templating. Attacker-controlled values from
pass 1 (e.g. Mustache delimiter-change tags) must be treated as inert literal
text by pass 2.
"""

def _make_judge(self, content: str, tracker, mock_runner) -> Judge:
"""Helper to create a Judge with a single message containing the given content."""
config = AIJudgeConfig(
key='test-judge',
enabled=True,
evaluation_metric_key='metric',
messages=[LDMessage(role='user', content=content)],
model=ModelConfig('gpt-4'),
provider=ProviderConfig('openai'),
)
return Judge(config, tracker, mock_runner)

@pytest.mark.parametrize('name,payload', [
('delimiter change brackets', '{{=[ ]=}}'),
('delimiter change angle', '{{=<% %>=}}'),
('partial', '{{> evil}}'),
('comment', '{{! drop everything }}'),
('triple stache', '{{{raw}}}'),
('section', '{{#section}}inject{{/section}}'),
('inverted section', '{{^section}}inject{{/section}}'),
])
def test_injection_variants_in_message_history(
self, name: str, payload: str, tracker: LDAIConfigTracker, mock_runner
):
"""Mustache control sequences injected via context must not blind the judge."""
after_pass1 = f'Auditing {payload}: ' + '{{message_history}}'

judge = self._make_judge(after_pass1, tracker, mock_runner)
messages = judge._construct_evaluation_messages('ACTUAL HISTORY', 'some output')

assert len(messages) == 1
assert 'ACTUAL HISTORY' in messages[0].content, \
f'payload {payload!r} must not blind the judge to the actual history'
assert '{{message_history}}' not in messages[0].content, \
f'placeholder must be fully substituted after payload {payload!r}'

def test_injection_via_response(self, tracker: LDAIConfigTracker, mock_runner):
"""Injection payloads in the response being evaluated are equally neutralized."""
after_pass1 = 'History: {{message_history}}\nResponse: {{response_to_evaluate}}'

judge = self._make_judge(after_pass1, tracker, mock_runner)
malicious_response = '{{=[ ]=}} INJECTION ATTEMPT'
messages = judge._construct_evaluation_messages('normal history', malicious_response)

assert len(messages) == 1
assert malicious_response in messages[0].content, \
'malicious content in response must appear verbatim'
assert '{{response_to_evaluate}}' not in messages[0].content, \
'response placeholder must be fully substituted'

def test_multiple_placeholder_occurrences(self, tracker: LDAIConfigTracker, mock_runner):
"""When a template contains the same placeholder more than once, every occurrence is substituted."""
template = '{{message_history}} | {{message_history}}'

judge = self._make_judge(template, tracker, mock_runner)
messages = judge._construct_evaluation_messages('HISTORY', 'RESPONSE')

assert len(messages) == 1
assert messages[0].content == 'HISTORY | HISTORY'

def test_mustache_syntax_in_content(self, tracker: LDAIConfigTracker, mock_runner):
"""Mustache-like syntax inside history or response values is preserved verbatim."""
template = 'History: {{message_history}}\nResponse: {{response_to_evaluate}}'

judge = self._make_judge(template, tracker, mock_runner)
history_with_mustache = 'How do I use {{user}} in Mustache?'
response_with_mustache = 'Use {{user}} like this: {{#user}}Hello{{/user}}'

messages = judge._construct_evaluation_messages(history_with_mustache, response_with_mustache)

assert len(messages) == 1
assert history_with_mustache in messages[0].content, \
'Mustache-like syntax in history must be preserved verbatim'
assert response_with_mustache in messages[0].content, \
'Mustache-like syntax in response must be preserved verbatim'
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