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This document outlines the security architecture, controls, and compliance frameworks for the LLM Gateway service.
# Security and Compliance
This document outlines the security architecture, controls, and compliance frameworks for the LLM Gateway service.
## Table of Contents
- [Security Architecture](#security-architecture)
- [Identity and Access Management](#identity-and-access-management)
- [Data Protection](#data-protection)
- [Network Security](#network-security)
- [Infrastructure Security](#infrastructure-security)
- [Application Security](#application-security)
- [Compliance Framework](#compliance-framework)
- [Auditing and Logging](#auditing-and-logging)
- [Security Operations](#security-operations)
## Security Architecture
The LLM Gateway follows a defense-in-depth approach with security controls at multiple layers.
### Security Architecture Overview
```mermaid
graph TD
subgraph "External Layer"
WAF[WAF & DDoS Protection]
DNS[DNS Security]
end
subgraph "Network Layer"
VPC[VPC & Subnets]
NACL[Network ACLs]
SG[Security Groups]
end
subgraph "Identity Layer"
IAM[IAM Roles & Policies]
SSO[Single Sign-On]
RBAC[K8s RBAC]
end
subgraph "Application Layer"
Auth[Authentication & Authorization]
Validation[Input Validation]
Secrets[Secrets Management]
end
subgraph "Data Layer"
Encryption[Data Encryption]
Masking[Data Masking]
PII[PII Protection]
end
subgraph "Operational Layer"
Logging[Security Logging]
Monitoring[Security Monitoring]
Scanning[Vulnerability Scanning]
end
External[External Users] --> WAF
WAF --> VPC
VPC --> IAM
IAM --> Auth
Auth --> Encryption
VPC --> NACL --> SG
IAM --> SSO --> RBAC
Auth --> Validation --> Secrets
Encryption --> Masking --> PII
Logging --> Monitoring --> Scanning
```
### Security Principles
The LLM Gateway security architecture is guided by the following principles:
1. **Zero Trust Architecture**: No implicit trust based on network location
2. **Least Privilege**: Minimal access rights for entities
3. **Defense in Depth**: Multiple security controls at different layers
4. **Secure by Default**: Security built in from the beginning
5. **Security as Code**: Security controls defined and deployed as code
6. **Continuous Verification**: Regular testing and validation of controls
## Identity and Access Management
The LLM Gateway implements comprehensive identity and access management controls.
### IAM Architecture
```mermaid
graph TD
subgraph "Identity Sources"
AD[Active Directory]
OIDC[OIDC Provider]
SAML[SAML Provider]
end
subgraph "Authentication"
SSO[AWS SSO]
Cognito[AWS Cognito]
IAMDB[IAM Identity Center]
end
subgraph "Authorization"
Roles[IAM Roles]
Groups[IAM Groups]
Policies[IAM Policies]
KRBAC[Kubernetes RBAC]
end
subgraph "Service Access"
Service[Service Accounts]
IRSA[IAM Roles for Service Accounts]
ResourcePolicies[Resource Policies]
end
AD --> SSO
OIDC --> Cognito
SAML --> IAMDB
SSO --> Roles
Cognito --> Groups
IAMDB --> Policies
Roles --> KRBAC
Groups --> Service
Policies --> IRSA
KRBAC --> ResourcePolicies
```
### Access Control Model
The LLM Gateway implements a role-based access control (RBAC) model with the following components:
#### User Roles
| Role | Description | Permissions |
|------|-------------|-------------|
| Administrator | System administration | Full access to all resources |
| Operator | Day-to-day operations | Read/write access to operational resources |
| Developer | Development and testing | Read/write access to dev resources |
| Auditor | Compliance auditing | Read-only access to all resources |
| User | End-user of the service | Access to specific API endpoints |
#### Service Roles
| Role | Purpose | Access Scope |
|------|---------|--------------|
| API Service | Handle API requests | API Gateway, Lambda |
| Execution Service | Execute LLM requests | LLM provider connections, cache |
| Monitoring Service | Collect metrics | CloudWatch, custom metrics |
| Backup Service | Perform backups | S3, RDS, EBS |
### Authentication Methods
The LLM Gateway supports multiple authentication methods:
1. **API Access**:
- API Keys with mandatory rotation
- JWT tokens for short-lived access
- OAuth2 client credentials flow
2. **Management Access**:
- SAML-based SSO for console access
- MFA enforced for all human users
- Temporary credentials for CLI access
3. **Service-to-Service**:
- IAM roles for internal AWS services
- Service accounts for Kubernetes resources
- mTLS for critical service communication
## Data Protection
The LLM Gateway implements comprehensive data protection measures for data at rest and in transit.
### Data Classification
Data is classified according to sensitivity:
| Classification | Examples | Protection Requirements |
|----------------|----------|-------------------------|
| Public | Model capabilities, documentation | No special protection required |
| Internal | System metrics, non-sensitive logs | Encryption in transit |
| Confidential | Customer prompt templates, usage analytics | Encryption in transit and at rest |
| Restricted | API keys, credentials, PII in prompts | Encryption, access controls, audit logging |
### Encryption Architecture
```mermaid
graph TD
subgraph "Key Management"
KMS[AWS KMS]
CMK[Customer Managed Keys]
KeyPolicies[Key Policies]
end
subgraph "Data at Rest"
S3[S3 Encryption]
RDS[RDS Encryption]
EBS[EBS Encryption]
Secrets[Secrets Manager]
end
subgraph "Data in Transit"
TLS[TLS 1.3]
HTTPS[HTTPS Endpoints]
VPCEndpoints[VPC Endpoints]
end
KMS --> CMK --> KeyPolicies
CMK --> S3
CMK --> RDS
CMK --> EBS
CMK --> Secrets
TLS --> HTTPS
TLS --> VPCEndpoints
```
### Encryption Implementation
1. **Data at Rest**:
- RDS with AWS KMS encryption (AES-256)
- S3 with server-side encryption
- EBS volumes encrypted by default
- ElastiCache with encryption enabled
- Secrets Manager with KMS encryption
2. **Data in Transit**:
- TLS 1.3 for all API endpoints
- TLS for all internal service communication
- mTLS for critical service interfaces
- VPC endpoints for AWS service access
### Data Handling Controls
1. **PII Handling**:
- PII detection in prompt content
- Automated redaction capabilities
- Strict access controls for PII data
- Retention limits for sensitive data
2. **Data Minimization**:
- Collection limited to necessary data
- Automated data purging workflows
- Anonymization for analytics data
- Temporary storage for transient data
## Network Security
The LLM Gateway implements multiple layers of network security controls.
### Network Architecture
```mermaid
graph TD
Internet((Internet)) --> Route53[Route 53]
Route53 --> WAF[AWS WAF]
WAF --> ALB[Application Load Balancer]
subgraph "VPC"
subgraph "Public Subnets"
ALB
NAT[NAT Gateway]
end
subgraph "Application Subnets"
EKS[EKS Cluster]
ALB --> EKS
end
subgraph "Database Subnets"
RDS[(RDS Database)]
ElastiCache[(ElastiCache)]
EKS --> RDS
EKS --> ElastiCache
end
EKS --> NAT
NAT --> Internet
VPCEndpoint[VPC Endpoints]
EKS --> VPCEndpoint
end
subgraph "AWS Services"
S3[(S3)]
SM[(Secrets Manager)]
ECR[(ECR)]
CW[(CloudWatch)]
end
VPCEndpoint --> S3
VPCEndpoint --> SM
VPCEndpoint --> ECR
VPCEndpoint --> CW
```
### Network Security Controls
1. **VPC Configuration**:
- Isolated VPC with private subnets
- Public subnets only for load balancers
- No direct internet access from application layer
- VPC flow logs enabled for network monitoring
2. **Access Controls**:
- Security groups with least-privilege rules
- Network ACLs as subnet-level firewalls
- Service security groups for fine-grained control
- Default deny for all ingress/egress traffic
3. **Traffic Protection**:
- WAF for application layer protection
- Shield Advanced for DDoS protection
- TLS termination at load balancer
- Private API Gateway endpoints
4. **Service Isolation**:
- Kubernetes network policies
- Service mesh for inter-service TLS
- Namespace isolation for service boundaries
- Micro-segmentation for critical services
## Infrastructure Security
The LLM Gateway employs multiple infrastructure security controls.
### Infrastructure Hardening
1. **Compute Resources**:
- Hardened AMIs for EC2 instances
- Regular patching through automation
- Immutable infrastructure approach
- Host-based intrusion detection
2. **Container Security**:
- Image scanning in CI/CD pipeline
- Minimal base images
- Non-root container execution
- Image signing and verification
3. **Kubernetes Security**:
- Pod security policies
- Admission controllers
- Security context constraints
- Control plane security
### Vulnerability Management
```mermaid
flowchart TD
subgraph "Vulnerability Sources"
SAST[Static Analysis]
DAST[Dynamic Analysis]
SCA[Dependency Scanning]
Image[Container Scanning]
Infra[Infrastructure Scanning]
end
subgraph "Vulnerability Management"
Triage[Vulnerability Triage]
Prioritize[Risk Prioritization]
Remediate[Remediation]
Verify[Verification]
end
SAST & DAST & SCA & Image & Infra --> Triage
Triage --> Prioritize
Prioritize --> Remediate
Remediate --> Verify
Verify -->|Continuous| SAST
```
1. **Scanning Schedule**:
| Asset Type | Tool | Frequency | Integration Point |
|------------|------|-----------|-------------------|
| Source Code | SonarQube, Snyk | On commit | CI/CD pipeline |
| Dependencies | Dependabot, Snyk | Daily | Repository |
| Container Images | Trivy, ECR scanning | On build | CI/CD pipeline |
| Infrastructure | Prowler, ScoutSuite | Weekly | Scheduled scan |
| Runtime | Falco | Continuous | Kubernetes |
2. **Remediation SLAs**:
| Severity | Timeframe | Approval Process |
|----------|-----------|------------------|
| Critical | 24 hours | Emergency change |
| High | 7 days | Expedited review |
| Medium | 30 days | Standard review |
| Low | 90 days | Batch process |
## Application Security
The LLM Gateway includes multiple application security controls.
### Secure Development Practices
1. **Secure SDLC**:
- Security requirements definition
- Threat modeling for new features
- Security code reviews
- Secure coding guidelines
2. **Security Testing**:
- Unit tests for security controls
- Integration testing for security features
- Penetration testing (quarterly)
- Fuzz testing for API endpoints
### API Security
1. **Input Validation**:
- Schema validation for all inputs
- Strict type checking
- Input sanitization
- Maximum size limits
2. **Output Encoding**:
- Content security policy implementation
- Safe output encoding
- Response validation
- Error message scrubbing
3. **Rate Limiting**:
- Per-endpoint rate limits
- Per-user quotas
- Graduated response to abusive traffic
- Automated abuse detection
### Prompt Security
1. **Prompt Injection Protection**:
- Prompt boundary enforcement
- Context isolation
- Input sanitization
- Dangerous pattern detection
2. **LLM Output Safety**:
- Content filtering
- Toxicity detection
- PII detection in responses
- Output validation
## Compliance Framework
The LLM Gateway is designed to meet various compliance requirements.
### Compliance Certifications
The service is compliant with or designed to support:
| Framework | Status | Scope | Last Assessment |
|-----------|--------|-------|-----------------|
| SOC 2 Type II | Certified | Security, Availability, Confidentiality | Q2 2023 |
| ISO 27001 | Certified | Information Security Management | Q2 2023 |
| GDPR | Compliant | Data Protection | Q1 2023 |
| HIPAA | BAA Available | For healthcare customers | Q3 2023 |
| FedRAMP Moderate | In Progress | For government customers | Expected Q4 2023 |
### Compliance Controls Mapping
```mermaid
graph TD
subgraph "Control Frameworks"
SOC2[SOC 2]
ISO[ISO 27001]
GDPR[GDPR]
HIPAA[HIPAA]
FedRAMP[FedRAMP]
end
subgraph "Control Categories"
IAM[Identity & Access]
Config[Secure Configuration]
DataProt[Data Protection]
Incident[Incident Response]
BCP[Business Continuity]
SecOps[Security Operations]
end
SOC2 --> IAM & Config & DataProt & Incident & BCP & SecOps
ISO --> IAM & Config & DataProt & Incident & BCP & SecOps
GDPR --> IAM & DataProt & Incident
HIPAA --> IAM & DataProt & Incident & BCP
FedRAMP --> IAM & Config & DataProt & Incident & BCP & SecOps
IAM --> IAMControls[IAM Controls Implementation]
Config --> ConfigControls[Configuration Controls]
DataProt --> DataControls[Data Protection Controls]
Incident --> IncidentControls[Incident Response Controls]
BCP --> BCPControls[BCP Controls]
SecOps --> SecOpsControls[SecOps Controls]
```
### Compliance Documentation
The following compliance documentation is maintained:
1. **System Security Plan (SSP)**:
- Comprehensive system description
- Control implementation details
- Risk assessment results
- Continuous monitoring approach
2. **Policies and Procedures**:
- Information security policy
- Access control policy
- Data protection policy
- Incident response procedures
- Change management procedures
- Backup and recovery procedures
3. **Compliance Evidence**:
- Control testing results
- Vulnerability scanning reports
- Penetration testing reports
- Audit logs and reviews
- Access reviews
- Training records
## Auditing and Logging
The LLM Gateway implements comprehensive audit logging for security and compliance purposes.
### Logging Architecture
```mermaid
graph TD
subgraph "Log Sources"
App[Application Logs]
Infra[Infrastructure Logs]
Network[Network Logs]
DB[Database Logs]
Security[Security Logs]
end
subgraph "Collection & Processing"
Fluent[FluentBit]
Stream[Kinesis Data Streams]
Firehose[Kinesis Firehose]
Lambda[Lambda Enrichment]
end
subgraph "Storage & Analysis"
S3[S3 Bucket]
ES[Elasticsearch]
CW[CloudWatch Logs]
Athena[Athena]
end
subgraph "Monitoring & Alerting"
Rules[Alert Rules]
SIEM[Security Information & Event Management]
Dashboard[Security Dashboards]
end
App & Infra & Network & DB & Security --> Fluent
Fluent --> Stream
Stream --> Firehose
Stream --> Lambda
Firehose --> S3
Lambda --> ES
Lambda --> CW
S3 --> Athena
ES & CW & Athena --> Rules
ES & CW & Athena --> SIEM
ES & CW & Athena --> Dashboard
```
### Logged Events
The following security events are logged:
1. **Authentication Events**:
- Authentication attempts (successful and failed)
- Token issuance and validation
- Session management
- Privilege changes
2. **Authorization Events**:
- Authorization decisions
- Permission changes
- Access denials
- Privilege escalation
3. **Data Access Events**:
- Sensitive data access
- Data modifications
- Bulk data exports
- Unusual data access patterns
4. **Administrative Events**:
- Configuration changes
- Security control modifications
- User and role management
- Policy changes
5. **System Events**:
- Service starts and stops
- System failures
- Resource exhaustion
- Security boundary violations
### Log Management
Logs are managed according to the following policies:
1. **Retention**:
- Security logs: 1 year
- Compliance-related logs: 7 years
- Operational logs: 90 days
- Debug logs: 7 days
2. **Protection**:
- Immutable storage in S3
- Encryption at rest
- Access controls on log data
- Integrity verification
3. **Monitoring**:
- Real-time alerting for critical events
- Automated log analysis
- Anomaly detection
- Correlation across log sources
## Security Operations
The LLM Gateway is supported by a Security Operations Center (SOC) that provides continuous monitoring and incident response.
### Security Monitoring
The following security monitoring is performed:
1. **Continuous Monitoring**:
- Real-time log analysis
- Network traffic analysis
- Behavior anomaly detection
- Threat intelligence integration
2. **Scheduled Assessments**:
- Vulnerability scanning
- Configuration compliance checks
- Security control effectiveness testing
- Access reviews
### Incident Response
```mermaid
flowchart LR
subgraph "Detection Phase"
Monitor[Security Monitoring]
Auto[Automated Detection]
Manual[Manual Report]
end
subgraph "Response Phase"
Triage[Incident Triage]
Contain[Containment]
Eradicate[Eradication]
Recover[Recovery]
end
subgraph "Post-Incident Phase"
Analysis[Root Cause Analysis]
Lessons[Lessons Learned]
Improvement[Control Improvement]
end
Monitor & Auto & Manual --> Triage
Triage --> Contain --> Eradicate --> Recover
Recover --> Analysis --> Lessons --> Improvement
Improvement -.-> Monitor
```
1. **Incident Response Process**:
| Phase | Activities | Timeframe | Documentation |
|-------|------------|-----------|---------------|
| Preparation | Playbooks, training, tools | Ongoing | IR plan, runbooks |
| Detection | Monitoring, alerts, reports | Real-time | Alert records |
| Analysis | Triage, impact assessment | 30 minutes | Incident ticket |
| Containment | Isolation, traffic blocking | 1-2 hours | Action log |
| Eradication | Malware removal, fixing vulnerabilities | 4-24 hours | Remediation log |
| Recovery | Service restoration, verification | 2-8 hours | Recovery report |
| Lessons Learned | Root cause analysis, improvements | 7 days | Post-mortem report |
2. **Incident Severity Levels**:
| Severity | Description | Response Time | Notification | Example |
|----------|-------------|---------------|--------------|---------|
| Critical | Service-wide security breach | Immediate | All stakeholders | Data breach, system compromise |
| High | Limited security breach | < 1 hour | Security, engineering, leadership | Unauthorized access, targeted attack |
| Medium | Security policy violation | < 4 hours | Security, engineering | Misconfiguration, policy violation |
| Low | Potential security issue | < 24 hours | Security team | Suspicious activity, minor vulnerability |
---
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