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enhancementNew feature or requestNew feature or request
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Description
🛡️ SECURITY HARDENING RECOMMENDATIONS
Component: Overall Security Posture
Priority: Medium (Ongoing Security Improvements)
Summary
Following a comprehensive security review, this issue outlines additional security hardening measures to strengthen the overall security posture of the Responsible AI Toolkit.
Immediate Security Improvements
1. Security Headers Implementation
# Add security headers to all HTTP responses
def add_security_headers(response):
response.headers['X-Content-Type-Options'] = 'nosniff'
response.headers['X-Frame-Options'] = 'DENY'
response.headers['X-XSS-Protection'] = '1; mode=block'
response.headers['Strict-Transport-Security'] = 'max-age=31536000; includeSubDomains'
response.headers['Content-Security-Policy'] = "default-src 'self'"
return response
2. API Rate Limiting
from flask_limiter import Limiter
from flask_limiter.util import get_remote_address
limiter = Limiter(
app,
key_func=get_remote_address,
default_limits=["200 per day", "50 per hour"]
)
@app.route('/api/endpoint')
@limiter.limit("5 per minute")
def protected_endpoint():
# API implementation
3. Enhanced Error Handling
# Secure error responses
@app.errorhandler(Exception)
def handle_error(error):
error_id = generate_error_id()
log.error(f"Error {error_id}: {str(error)}")
return jsonify({
"error": "An internal error occurred",
"error_id": error_id,
"timestamp": datetime.utcnow().isoformat()
}), 500
Security Monitoring & Logging
1. Security Event Logging
def log_security_event(event_type, details):
security_log.warning({
"event_type": event_type,
"details": sanitize_log_data(details),
"timestamp": datetime.utcnow(),
"source_ip": get_client_ip(),
"user_agent": request.headers.get('User-Agent', '')
})
2. Suspicious Activity Detection
- Failed authentication attempts monitoring
- Unusual API usage patterns
- Large payload detection
- Rate limit violations tracking
Compliance & Governance
1. Security Testing Integration
- Add SAST (Static Application Security Testing) to CI/CD
- Implement DAST (Dynamic Application Security Testing)
- Regular dependency vulnerability scanning
- Container image security scanning
2. Security Documentation
- Create security runbooks
- Document incident response procedures
- Maintain security configuration standards
- Regular security training materials
Deployment Security
1. Container Security
# Use non-root user
USER 1001
# Remove package managers
RUN rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/*
# Set read-only file system
RUN chmod -R 755 /app && chown -R 1001:1001 /app
2. Network Security
- Implement network segmentation
- Use private subnets for databases
- Configure proper firewall rules
- Enable DDoS protection
Monitoring & Alerting
1. Security Metrics
- Authentication failure rates
- API error rates and patterns
- Resource usage anomalies
- Security event frequencies
2. Alert Configuration
- High-priority security events
- Threshold-based alerting
- Integration with incident response
Regular Security Activities
-
Weekly:
- Review security logs
- Check for new vulnerabilities
- Update security configurations
-
Monthly:
- Security configuration review
- Access rights audit
- Dependency updates
-
Quarterly:
- Penetration testing
- Security architecture review
- Compliance assessment
Next Steps:
- Prioritize critical/high issues first
- Implement security headers and rate limiting
- Set up security monitoring
- Schedule regular security reviews
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enhancementNew feature or requestNew feature or request