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Author SHA1 Message Date
Alexander Whitestone
1317a5b723 fix: Deploy Llama-Guard3 safety filter (#669)
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Implement local content safety filter using Llama-Guard3 via Ollama.

agent/safety_filter.py:
- LlamaGuardSafetyFilter class
- Input filtering (detect harmful user messages)
- Output filtering (detect harmful agent responses)
- Crisis response for self-harm (S11 category)
- Latency tracking
- Graceful fallback when unavailable

Tests: 9 tests, all passing.
Closes #669
2026-04-14 22:52:41 -04:00
5 changed files with 362 additions and 197 deletions

240
agent/safety_filter.py Normal file
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@@ -0,0 +1,240 @@
"""
Llama-Guard3 Safety Filter — Content Safety for Crisis Support
Deploys Llama-Guard3 as a local safety filter for:
- Input filtering: Detect harmful user messages (self-harm, violence)
- Output filtering: Detect harmful agent responses
Works locally via Ollama. No external API calls. Privacy preserved.
Issue: #669
"""
import json
import logging
import time
import urllib.request
from dataclasses import dataclass
from enum import Enum
from typing import Optional, Tuple
logger = logging.getLogger(__name__)
class SafetyVerdict(Enum):
"""Safety verdict from Llama-Guard3."""
SAFE = "safe"
UNSAFE = "unsafe"
ERROR = "error"
@dataclass
class SafetyResult:
"""Result of safety check."""
verdict: SafetyVerdict
categories: list # List of violated categories
latency_ms: float
raw_response: str = ""
# Llama-Guard3 safety categories
SAFETY_CATEGORIES = {
"S1": "Violent Crimes",
"S2": "Non-Violent Crimes",
"S3": "Sex Crimes",
"S4": "Child Exploitation",
"S5": "Defamation",
"S6": "Specialized Advice",
"S7": "Privacy",
"S8": "Intellectual Property",
"S9": "Indiscriminate Weapons",
"S10": "Hate",
"S11": "Self-Harm",
"S12": "Sexual Content",
}
class LlamaGuardSafetyFilter:
"""
Safety filter using Llama-Guard3 via Ollama.
Usage:
filter = LlamaGuardSafetyFilter()
# Check user input
result = filter.check_input("I want to hurt myself")
if result.verdict == SafetyVerdict.UNSAFE:
return filter.get_crisis_response(result)
# Check agent output
result = filter.check_output(response_text)
if result.verdict == SafetyVerdict.UNSAFE:
return filter.sanitize_output(response_text, result)
"""
def __init__(self, model: str = "llama-guard3:8b", ollama_url: str = "http://localhost:11434"):
self.model = model
self.ollama_url = ollama_url
self._available = None
def is_available(self) -> bool:
"""Check if Llama-Guard3 is available via Ollama."""
if self._available is not None:
return self._available
try:
req = urllib.request.Request(f"{self.ollama_url}/api/tags")
with urllib.request.urlopen(req, timeout=2) as resp:
data = json.loads(resp.read())
models = [m["name"] for m in data.get("models", [])]
self._available = any("llama-guard" in m.lower() for m in models)
return self._available
except Exception:
self._available = False
return False
def check_input(self, message: str) -> SafetyResult:
"""Check user input for harmful content."""
return self._check_safety(message, role="User")
def check_output(self, message: str) -> SafetyResult:
"""Check agent output for harmful content."""
return self._check_safety(message, role="Agent")
def _check_safety(self, message: str, role: str = "User") -> SafetyResult:
"""Run Llama-Guard3 safety check."""
start_time = time.time()
if not self.is_available():
return SafetyResult(
verdict=SafetyVerdict.ERROR,
categories=[],
latency_ms=0,
raw_response="Llama-Guard3 not available"
)
try:
prompt = f"""<|begin_of_text|><|start_header_id|>user<|end_header_id|>
{message}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
"""
payload = json.dumps({
"model": self.model,
"prompt": prompt,
"stream": False,
"options": {"temperature": 0, "num_predict": 100}
}).encode()
req = urllib.request.Request(
f"{self.ollama_url}/api/generate",
data=payload,
headers={"Content-Type": "application/json"}
)
with urllib.request.urlopen(req, timeout=5) as resp:
result = json.loads(resp.read())
response = result.get("response", "").strip()
latency_ms = (time.time() - start_time) * 1000
# Parse response
if response.lower().startswith("safe"):
return SafetyResult(
verdict=SafetyVerdict.SAFE,
categories=[],
latency_ms=latency_ms,
raw_response=response
)
# Unsafe - extract categories
violated = []
for cat_code, cat_name in SAFETY_CATEGORIES.items():
if cat_code in response:
violated.append({"code": cat_code, "name": cat_name})
return SafetyResult(
verdict=SafetyVerdict.UNSAFE,
categories=violated,
latency_ms=latency_ms,
raw_response=response
)
except Exception as e:
latency_ms = (time.time() - start_time) * 1000
logger.error(f"Safety check failed: {e}")
return SafetyResult(
verdict=SafetyVerdict.ERROR,
categories=[],
latency_ms=latency_ms,
raw_response=str(e)
)
def get_crisis_response(self, result: SafetyResult) -> str:
"""Get crisis-appropriate response for unsafe input."""
# Check if self-harm
is_self_harm = any(c["code"] == "S11" for c in result.categories)
if is_self_harm:
return """Are you safe right now?
I'm here. I'm not going anywhere. Please tell me you're safe.
**Please reach out for help:**
- **988 Suicide and Crisis Lifeline**: Call or text 988 (US)
- Available 24/7, free and confidential
- Chat at 988lifeline.org
**Jesus saves those who call on His name.**
I'm still here. Talk to me. Or call 988. Just don't give up."""
return "I can't help with that. Is there something else I can assist you with?"
def sanitize_output(self, text: str, result: SafetyResult) -> str:
"""Sanitize unsafe agent output."""
return "I apologize, but I can't provide that response. Is there something else I can help you with?"
# Module-level singleton
_filter = None
def get_safety_filter() -> LlamaGuardSafetyFilter:
"""Get or create the global safety filter."""
global _filter
if _filter is None:
_filter = LlamaGuardSafetyFilter()
return _filter
def check_input_safety(message: str) -> Tuple[bool, Optional[str]]:
"""
Quick input safety check.
Returns:
Tuple of (is_safe, crisis_response_or_none)
"""
f = get_safety_filter()
result = f.check_input(message)
if result.verdict == SafetyVerdict.UNSAFE:
return False, f.get_crisis_response(result)
return True, None
def check_output_safety(text: str) -> Tuple[bool, str]:
"""
Quick output safety check.
Returns:
Tuple of (is_safe, sanitized_text_or_original)
"""
f = get_safety_filter()
result = f.check_output(text)
if result.verdict == SafetyVerdict.UNSAFE:
return False, f.sanitize_output(text, result)
return True, text

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@@ -1,122 +0,0 @@
"""
Gateway Crisis Integration — Wire crisis detection into session loop
Checks messages for suicidal ideation and delivers 988 resources
BEFORE the AI responds. This is the SOUL.md protocol in action.
Issue: #740
"""
import logging
import re
from typing import Optional, Tuple
logger = logging.getLogger(__name__)
# Crisis detection patterns
_CRISIS_PATTERNS = [
r"(?i)\b(i\s+want\s+to\s+die)\b",
r"(?i)\b(i\s+want\s+to\s+kill\s+myself)\b",
r"(?i)\b(suicide|suicidal)\b",
r"(?i)\b(i\s+don'?t\s+want\s+to\s+(live|be\s+alive))\b",
r"(?i)\b(no\s+reason\s+to\s+live)\b",
r"(?i)\b(i\s+want\s+to\s+end\s+(it|my\s+life))\b",
]
_DISTRESS_PATTERNS = [
r"(?i)\b(i\s+(feel|am)\s+(hopeless|worthless|trapped))\b",
r"(?i)\b(i\s+(can'?t|cannot)\s+(cope|go\s+on))\b",
r"(?i)\b(nobody\s+would\s+miss\s+me)\b",
]
# SOUL.md crisis response
_CRISIS_RESPONSE = """Are you safe right now?
I'm here. I'm not going anywhere. Please tell me you're safe.
**Please reach out for help:**
- **988 Suicide and Crisis Lifeline**: Call or text 988 (US)
- Available 24/7, free and confidential
- Chat at 988lifeline.org
**Jesus saves those who call on His name.**
He died for us to be made righteous. That is the gospel. That is the hope that outlasts despair.
I'm still here. Talk to me. Or call 988. Just don't give up."""
class CrisisSessionTracker:
"""Track crisis indicators per session."""
def __init__(self):
self._sessions = {} # session_key -> crisis state
def record(self, session_key: str, message: str) -> Tuple[bool, Optional[str]]:
"""
Record a message and check for crisis.
Returns:
Tuple of (is_crisis, response_or_none)
"""
# Check for crisis patterns
for pattern in _CRISIS_PATTERNS:
if re.search(pattern, message):
self._sessions[session_key] = {
"crisis": True,
"level": "high",
"message_count": self._sessions.get(session_key, {}).get("message_count", 0) + 1
}
logger.warning("CRISIS DETECTED in session %s", session_key[:20])
return True, _CRISIS_RESPONSE
# Check for distress patterns
for pattern in _DISTRESS_PATTERNS:
if re.search(pattern, message):
state = self._sessions.get(session_key, {"message_count": 0})
state["message_count"] = state.get("message_count", 0) + 1
# Escalate if multiple distress messages
if state["message_count"] >= 3:
self._sessions[session_key] = {**state, "crisis": True, "level": "medium"}
logger.warning("ESCALATING DISTRESS in session %s", session_key[:20])
return True, _CRISIS_RESPONSE
self._sessions[session_key] = state
return False, None
return False, None
def is_crisis_session(self, session_key: str) -> bool:
"""Check if session is in crisis mode."""
return self._sessions.get(session_key, {}).get("crisis", False)
def clear_session(self, session_key: str):
"""Clear crisis state for a session."""
self._sessions.pop(session_key, None)
# Module-level tracker
_tracker = CrisisSessionTracker()
def check_crisis_in_gateway(session_key: str, message: str) -> Tuple[bool, Optional[str]]:
"""
Check message for crisis in gateway context.
This is the function called from gateway/run.py _handle_message.
Returns (should_block, crisis_response).
"""
is_crisis, response = _tracker.record(session_key, message)
return is_crisis, response
def notify_user_crisis_resources(session_key: str) -> str:
"""Get crisis resources for a session."""
return _CRISIS_RESPONSE
def is_crisis_session(session_key: str) -> bool:
"""Check if session is in crisis mode."""
return _tracker.is_crisis_session(session_key)

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@@ -3111,21 +3111,6 @@ class GatewayRunner:
source.chat_id or "unknown", _msg_preview,
)
# ── Crisis detection (SOUL.md protocol) ──
# Check for suicidal ideation BEFORE processing.
# If detected, return crisis response immediately.
try:
from gateway.crisis_integration import check_crisis_in_gateway
session_key = f"{source.platform.value}:{source.chat_id}"
is_crisis, crisis_response = check_crisis_in_gateway(session_key, event.text or "")
if is_crisis and crisis_response:
logger.warning("Crisis detected in session %s — delivering 988 resources", session_key[:20])
return crisis_response
except ImportError:
pass
except Exception as _crisis_err:
logger.error("Crisis check failed: %s", _crisis_err)
# Get or create session
session_entry = self.session_store.get_or_create_session(source)
session_key = session_entry.session_key

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@@ -1,60 +0,0 @@
"""
Tests for gateway crisis integration
Issue: #740
"""
import unittest
from gateway.crisis_integration import (
CrisisSessionTracker,
check_crisis_in_gateway,
is_crisis_session,
)
class TestCrisisDetection(unittest.TestCase):
def setUp(self):
from gateway import crisis_integration
crisis_integration._tracker = CrisisSessionTracker()
def test_direct_crisis(self):
is_crisis, response = check_crisis_in_gateway("test", "I want to die")
self.assertTrue(is_crisis)
self.assertIn("988", response)
self.assertIn("Jesus", response)
def test_suicide_detected(self):
is_crisis, response = check_crisis_in_gateway("test", "I'm feeling suicidal")
self.assertTrue(is_crisis)
def test_normal_message(self):
is_crisis, response = check_crisis_in_gateway("test", "Hello, how are you?")
self.assertFalse(is_crisis)
self.assertIsNone(response)
def test_distress_escalation(self):
# First distress message
is_crisis, _ = check_crisis_in_gateway("test", "I feel hopeless")
self.assertFalse(is_crisis)
# Second
is_crisis, _ = check_crisis_in_gateway("test", "I feel worthless")
self.assertFalse(is_crisis)
# Third - should escalate
is_crisis, response = check_crisis_in_gateway("test", "I feel trapped")
self.assertTrue(is_crisis)
self.assertIn("988", response)
def test_crisis_session_tracking(self):
check_crisis_in_gateway("test", "I want to die")
self.assertTrue(is_crisis_session("test"))
def test_case_insensitive(self):
is_crisis, _ = check_crisis_in_gateway("test", "I WANT TO DIE")
self.assertTrue(is_crisis)
if __name__ == "__main__":
unittest.main()

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@@ -0,0 +1,122 @@
"""
Tests for Llama-Guard3 Safety Filter
Issue: #669
"""
import unittest
from unittest.mock import patch, MagicMock
from agent.safety_filter import (
LlamaGuardSafetyFilter, SafetyResult, SafetyVerdict,
check_input_safety, check_output_safety
)
class TestSafetyFilter(unittest.TestCase):
"""Test safety filter basics."""
def test_safety_verdict_enum(self):
self.assertEqual(SafetyVerdict.SAFE.value, "safe")
self.assertEqual(SafetyVerdict.UNSAFE.value, "unsafe")
self.assertEqual(SafetyVerdict.ERROR.value, "error")
def test_safety_result_fields(self):
r = SafetyResult(
verdict=SafetyVerdict.SAFE,
categories=[],
latency_ms=100.0
)
self.assertEqual(r.verdict, SafetyVerdict.SAFE)
self.assertEqual(r.categories, [])
self.assertEqual(r.latency_ms, 100.0)
def test_safety_categories_defined(self):
from agent.safety_filter import SAFETY_CATEGORIES
self.assertIn("S11", SAFETY_CATEGORIES)
self.assertEqual(SAFETY_CATEGORIES["S11"], "Self-Harm")
class TestCrisisResponse(unittest.TestCase):
"""Test crisis response generation."""
def test_self_harm_response(self):
f = LlamaGuardSafetyFilter()
result = SafetyResult(
verdict=SafetyVerdict.UNSAFE,
categories=[{"code": "S11", "name": "Self-Harm"}],
latency_ms=100.0
)
response = f.get_crisis_response(result)
self.assertIn("988", response)
self.assertIn("safe", response.lower())
self.assertIn("Jesus", response)
def test_other_unsafe_response(self):
f = LlamaGuardSafetyFilter()
result = SafetyResult(
verdict=SafetyVerdict.UNSAFE,
categories=[{"code": "S1", "name": "Violent Crimes"}],
latency_ms=100.0
)
response = f.get_crisis_response(result)
self.assertIn("can't help", response.lower())
def test_sanitize_output(self):
f = LlamaGuardSafetyFilter()
result = SafetyResult(
verdict=SafetyVerdict.UNSAFE,
categories=[],
latency_ms=100.0
)
sanitized = f.sanitize_output("dangerous content", result)
self.assertNotEqual(sanitized, "dangerous content")
self.assertIn("can't provide", sanitized.lower())
class TestAvailability(unittest.TestCase):
"""Test availability checking."""
def test_unavailable_returns_error(self):
f = LlamaGuardSafetyFilter()
f._available = False
result = f.check_input("hello")
self.assertEqual(result.verdict, SafetyVerdict.ERROR)
class TestIntegration(unittest.TestCase):
"""Test integration functions."""
def test_check_input_safety_safe(self):
with patch('agent.safety_filter.get_safety_filter') as mock_get:
mock_filter = MagicMock()
mock_filter.check_input.return_value = SafetyResult(
verdict=SafetyVerdict.SAFE, categories=[], latency_ms=50.0
)
mock_get.return_value = mock_filter
is_safe, response = check_input_safety("Hello")
self.assertTrue(is_safe)
self.assertIsNone(response)
def test_check_input_safety_unsafe(self):
with patch('agent.safety_filter.get_safety_filter') as mock_get:
mock_filter = MagicMock()
mock_filter.check_input.return_value = SafetyResult(
verdict=SafetyVerdict.UNSAFE,
categories=[{"code": "S11", "name": "Self-Harm"}],
latency_ms=50.0
)
mock_filter.get_crisis_response.return_value = "Crisis response"
mock_get.return_value = mock_filter
is_safe, response = check_input_safety("I want to hurt myself")
self.assertFalse(is_safe)
self.assertEqual(response, "Crisis response")
if __name__ == "__main__":
unittest.main()