安全 of AI-Generated Infrastructure as Code (Terraform)

# Catalog of common AI-generated Terraform 安全 issues
 
TERRAFORM_MISCONFIGURATIONS = {
    "open_security_group": {
        "severity": "critical",
        "frequency": "very_common",
        "description": "安全 group allows all inbound traffic",
        "insecure_terraform": '''
# AI generates this when asked to "create a web server"
resource "aws_security_group" "web" {
  name        = "web-server-sg"
  description = "安全 group for web server"
 
  ingress {
    from_port   = 0
    to_port     = 65535
    protocol    = "tcp"
    cidr_blocks = ["0.0.0.0/0"]  # INSECURE: open to entire internet
  }
 
  egress {
    from_port   = 0
    to_port     = 0
    protocol    = "-1"
    cidr_blocks = ["0.0.0.0/0"]
  }
}
''',
        "secure_terraform": '''
# Secure: restrict to specific ports and source CIDRs
resource "aws_security_group" "web" {
  name        = "web-server-sg"
  description = "安全 group for web server"
  vpc_id      = var.vpc_id
 
  ingress {
    from_port   = 443
    to_port     = 443
    protocol    = "tcp"
    cidr_blocks = var.allowed_cidrs
    description = "HTTPS from approved networks"
  }
 
  ingress {
    from_port   = 80
    to_port     = 80
    protocol    = "tcp"
    cidr_blocks = var.allowed_cidrs
    description = "HTTP from approved networks (redirect to HTTPS)"
  }
 
  egress {
    from_port   = 443
    to_port     = 443
    protocol    = "tcp"
    cidr_blocks = ["0.0.0.0/0"]
    description = "HTTPS outbound"
  }
 
  tags = {
    ManagedBy = "terraform"
    安全  = "reviewed"
  }
}
''',
        "cwe": "CWE-284",
    },
 
    "public_s3_bucket": {
        "severity": "critical",
        "frequency": "common",
        "description": "S3 bucket with public access enabled",
        "insecure_terraform": '''
# AI generates this for "create an S3 bucket for file uploads"
resource "aws_s3_bucket" "uploads" {
  bucket = "my-app-uploads"
}
 
# AI often omits these critical 安全 configurations:
# - No public access block
# - No encryption
# - No versioning
# - No logging
''',
        "secure_terraform": '''
# Secure S3 bucket configuration
resource "aws_s3_bucket" "uploads" {
  bucket = "my-app-uploads-${data.aws_caller_identity.current.account_id}"
 
  tags = {
    ManagedBy   = "terraform"
    DataClass   = "internal"
  }
}
 
resource "aws_s3_bucket_public_access_block" "uploads" {
  bucket = aws_s3_bucket.uploads.id
 
  block_public_acls       = true
  block_public_policy     = true
  ignore_public_acls      = true
  restrict_public_buckets = true
}
 
resource "aws_s3_bucket_server_side_encryption_configuration" "uploads" {
  bucket = aws_s3_bucket.uploads.id
 
  rule {
    apply_server_side_encryption_by_default {
      sse_algorithm     = "aws:kms"
      kms_master_key_id = var.kms_key_id
    }
    bucket_key_enabled = true
  }
}
 
resource "aws_s3_bucket_versioning" "uploads" {
  bucket = aws_s3_bucket.uploads.id
  versioning_configuration {
    status = "Enabled"
  }
}
 
resource "aws_s3_bucket_logging" "uploads" {
  bucket = aws_s3_bucket.uploads.id
 
  target_bucket = var.logging_bucket_id
  target_prefix = "s3-access-logs/uploads/"
}
''',
        "cwe": "CWE-732",
    },
 
    "hardcoded_secrets": {
        "severity": "critical",
        "frequency": "common",
        "description": "Secrets hardcoded in Terraform configuration",
        "insecure_terraform": '''
# AI generates hardcoded secrets when asked for "complete" examples
resource "aws_db_instance" "main" {
  engine               = "mysql"
  engine_version       = "8.0"
  instance_class       = "db.t3.micro"
  allocated_storage    = 20
  db_name              = "myapp"
  username             = "admin"
  password             = "MyS3cur3P@ssw0rd!"  # INSECURE: hardcoded secret
  skip_final_snapshot  = true                  # INSECURE: no final snapshot
  publicly_accessible  = true                  # INSECURE: public access
}
''',
        "secure_terraform": '''
# Secure: use secrets manager and proper configuration
resource "aws_db_instance" "main" {
  engine               = "mysql"
  engine_version       = "8.0"
  instance_class       = "db.t3.micro"
  allocated_storage    = 20
  db_name              = "myapp"
  username             = var.db_username
  password             = random_password.db_password.result
  skip_final_snapshot  = false
  publicly_accessible  = false
  storage_encrypted    = true
  kms_key_id           = var.kms_key_arn
 
  vpc_security_group_ids = [aws_security_group.資料庫.id]
  db_subnet_group_name   = aws_db_subnet_group.private.name
 
  backup_retention_period = 7
  multi_az                = true
 
  tags = {
    ManagedBy = "terraform"
  }
}
 
resource "random_password" "db_password" {
  length  = 32
  special = true
}
 
resource "aws_secretsmanager_secret" "db_password" {
  name = "myapp/db/password"
}
 
resource "aws_secretsmanager_secret_version" "db_password" {
  secret_id     = aws_secretsmanager_secret.db_password.id
  secret_string = random_password.db_password.result
}
''',
        "cwe": "CWE-798",
    },
 
    "overprivileged_iam": {
        "severity": "critical",
        "frequency": "very_common",
        "description": "IAM role with overly broad 權限",
        "insecure_terraform": '''
# AI generates this when asked for "IAM role for Lambda function"
resource "aws_iam_role_policy" "lambda_policy" {
  name = "lambda-policy"
  role = aws_iam_role.lambda_role.id
 
  policy = jsonencode({
    Version = "2012-10-17"
    Statement = [
      {
        Effect   = "Allow"
        Action   = "*"           # INSECURE: full admin access
        Resource = "*"
      }
    ]
  })
}
''',
        "secure_terraform": '''
# Secure: least-privilege IAM policy
resource "aws_iam_role_policy" "lambda_policy" {
  name = "lambda-policy"
  role = aws_iam_role.lambda_role.id
 
  policy = jsonencode({
    Version = "2012-10-17"
    Statement = [
      {
        Effect = "Allow"
        Action = [
          "dynamodb:GetItem",
          "dynamodb:PutItem",
          "dynamodb:Query",
        ]
        Resource = [
          aws_dynamodb_table.main.arn,
          "${aws_dynamodb_table.main.arn}/index/*",
        ]
      },
      {
        Effect = "Allow"
        Action = [
          "logs:CreateLogGroup",
          "logs:CreateLogStream",
          "logs:PutLogEvents",
        ]
        Resource = "arn:aws:logs:*:*:*"
      }
    ]
  })
}
''',
        "cwe": "CWE-250",
    },
}

# Resources where AI commonly omits encryption
ENCRYPTION_GAPS = [
    {
        "resource": "aws_ebs_volume",
        "missing": "encrypted = true, kms_key_id",
        "default_behavior": "Unencrypted unless account-level default is set",
        "risk": "Data at rest exposure",
    },
    {
        "resource": "aws_rds_instance",
        "missing": "storage_encrypted = true, kms_key_id",
        "default_behavior": "Unencrypted",
        "risk": "資料庫 data at rest exposure",
    },
    {
        "resource": "aws_s3_bucket",
        "missing": "aws_s3_bucket_server_side_encryption_configuration",
        "default_behavior": "S3-SSE by default since Jan 2023, but KMS preferred",
        "risk": "Insufficient encryption control",
    },
    {
        "resource": "aws_sqs_queue",
        "missing": "kms_master_key_id",
        "default_behavior": "Unencrypted",
        "risk": "Message data exposure",
    },
    {
        "resource": "aws_sns_topic",
        "missing": "kms_master_key_id",
        "default_behavior": "Unencrypted",
        "risk": "Notification data exposure",
    },
    {
        "resource": "aws_elasticache_replication_group",
        "missing": "at_rest_encryption_enabled, transit_encryption_enabled",
        "default_behavior": "Unencrypted",
        "risk": "Cache data exposure",
    },
]

#!/bin/bash
# Run Checkov to detect 安全 issues in AI-generated Terraform
 
echo "=== Checkov IaC 安全 Scan ==="
 
TERRAFORM_DIR="${1:-.}"
 
if ! command -v checkov &>/dev/null; then
    echo "Installing Checkov..."
    pip install checkov
fi
 
# Run Checkov with all Terraform checks
checkov -d "$TERRAFORM_DIR" \
    --framework terraform \
    --輸出 json \
    --輸出-file /tmp/checkov-results.json \
    2>/dev/null
 
# Analyze results focusing on AI-common patterns
python3 << 'PYTHON'
import json
 
with open("/tmp/checkov-results.json") as f:
    data = json.load(f)
 
# Common AI-generated misconfigurations mapped to Checkov check IDs
AI_COMMON_CHECKS = {
    "CKV_AWS_23": "安全 group allows unrestricted ingress on port 22",
    "CKV_AWS_24": "安全 group allows unrestricted ingress on port 3389",
    "CKV_AWS_25": "安全 group allows unrestricted ingress",
    "CKV_AWS_19": "S3 bucket not encrypted with KMS",
    "CKV_AWS_18": "S3 bucket missing access logging",
    "CKV_AWS_21": "S3 bucket missing versioning",
    "CKV_AWS_41": "IAM policy allows full admin access",
    "CKV_AWS_40": "IAM policy attached to users instead of groups",
    "CKV_AWS_16": "RDS 資料庫 not encrypted",
    "CKV_AWS_17": "RDS has public access enabled",
    "CKV_AWS_46": "KMS key rotation not enabled",
    "CKV2_AWS_11": "VPC flow logs not enabled",
    "CKV_AWS_145": "S3 bucket not encrypted with customer managed KMS",
}
 
failed = data.get("results", {}).get("failed_checks", [])
ai_related = [
    f for f in failed
    if f.get("check_id") in AI_COMMON_CHECKS
]
 
print(f"Total failed checks: {len(failed)}")
print(f"AI-common pattern failures: {len(ai_related)}")
print()
 
if ai_related:
    print("AI-Generated Code Risk Findings:")
    for f in ai_related:
        check_id = f["check_id"]
        print(f"  {check_id}: {AI_COMMON_CHECKS.get(check_id, f['check_type'])}")
        print(f"    File: {f.get('file_path', 'unknown')}:{f.get('file_line_range', [])}")
        print()
PYTHON
 
echo "=== Scan Complete ==="

#!/bin/bash
# tfsec scan focused on AI-generated Terraform patterns
 
echo "=== tfsec 安全 Scan ==="
 
TERRAFORM_DIR="${1:-.}"
 
if ! command -v tfsec &>/dev/null; then
    echo "Install tfsec: https://github.com/aquasecurity/tfsec"
    exit 1
fi
 
# Run tfsec
tfsec "$TERRAFORM_DIR" --format json > /tmp/tfsec-results.json 2>/dev/null
 
python3 << 'PYTHON'
import json
 
with open("/tmp/tfsec-results.json") as f:
    data = json.load(f)
 
results = data.get("results", [])
if results is None:
    results = []
 
# Categorize by severity
by_severity = {}
for r in results:
    sev = r.get("severity", "unknown")
    by_severity.setdefault(sev, []).append(r)
 
print(f"Total findings: {len(results)}")
for sev in ["CRITICAL", "HIGH", "MEDIUM", "LOW"]:
    items = by_severity.get(sev, [])
    print(f"  {sev}: {len(items)}")
 
# Highlight AI-common patterns
print()
print("Findings commonly introduced by AI code generation:")
ai_keywords = ["unrestricted", "public", "unencrypted", "wildcard", "hardcoded"]
for r in results:
    desc = r.get("description", "").lower()
    if any(kw in desc for kw in ai_keywords):
        print(f"  [{r.get('severity')}] {r.get('rule_description', '')}")
        print(f"    {r.get('location', {}).get('filename', 'unknown')}:{r.get('location', {}).get('start_line', '?')}")
PYTHON

# OPA/Rego policies for AI-generated Terraform
OPA_POLICIES = """
# deny_public_security_groups.rego
package terraform.安全
 
deny[msg] {
    resource := 輸入.resource.aws_security_group[name]
    ingress := resource.ingress[_]
    ingress.cidr_blocks[_] == "0.0.0.0/0"
    msg := sprintf(
        "安全 group '%s' allows unrestricted ingress from 0.0.0.0/0. "
        "這是 a common AI-generated misconfiguration.",
        [name]
    )
}
 
# deny_unencrypted_storage.rego
deny[msg] {
    resource := 輸入.resource.aws_s3_bucket[name]
    not has_encryption(name)
    msg := sprintf(
        "S3 bucket '%s' missing server-side encryption configuration. "
        "AI tools frequently omit encryption for simplicity.",
        [name]
    )
}
 
has_encryption(bucket_name) {
    輸入.resource.aws_s3_bucket_server_side_encryption_configuration[_].bucket == bucket_name
}
 
# deny_admin_iam.rego
deny[msg] {
    resource := 輸入.resource.aws_iam_role_policy[name]
    policy := json.unmarshal(resource.policy)
    statement := policy.Statement[_]
    statement.Effect == "Allow"
    statement.Action[_] == "*"
    statement.Resource[_] == "*"
    msg := sprintf(
        "IAM policy '%s' grants full admin access (Action:* Resource:*). "
        "AI assistants default to broad 權限.",
        [name]
    )
}
 
# deny_hardcoded_secrets.rego
deny[msg] {
    resource := 輸入.resource.aws_db_instance[name]
    resource.password
    not startswith(resource.password, "var.")
    not startswith(resource.password, "random_password.")
    msg := sprintf(
        "RDS instance '%s' has a hardcoded password. "
        "Use aws_secretsmanager_secret or random_password.",
        [name]
    )
}
"""

# Sentinel policy examples for AI-generated Terraform
SENTINEL_POLICIES = '''
# Prevent public S3 buckets
policy "no-public-s3" {
  enforcement_level = "hard-mandatory"
  description = "Prevents AI-generated public S3 bucket configurations"
}
 
# Require encryption on all storage
policy "require-encryption" {
  enforcement_level = "hard-mandatory"
  description = "Ensures AI-generated resources include encryption"
}
 
# Restrict 安全 group CIDR blocks
policy "restrict-安全-groups" {
  enforcement_level = "hard-mandatory"
  description = "Prevents 0.0.0.0/0 ingress rules from AI-generated configs"
}
'''

# Workflow for safely using AI-generated Terraform
 
SECURE_WORKFLOW = {
    "step_1_generate": {
        "action": "Generate Terraform with AI tool",
        "guidance": [
            "Include 安全 requirements in your prompt",
            "Specify encryption, access controls, and logging explicitly",
            "Request least-privilege IAM policies",
        ],
    },
    "step_2_review": {
        "action": "Human review of generated configuration",
        "checklist": [
            "No hardcoded secrets or credentials",
            "No 0.0.0.0/0 CIDR blocks in 安全 groups",
            "Encryption enabled for all data stores",
            "IAM follows least privilege",
            "Logging and 監控 configured",
            "Resources are in private subnets where appropriate",
        ],
    },
    "step_3_scan": {
        "action": "Automated 安全 scanning",
        "tools": ["checkov", "tfsec", "terrascan", "OPA/conftest"],
    },
    "step_4_plan": {
        "action": "terraform plan review",
        "checks": [
            "Review plan 輸出 for unexpected resources",
            "Check for destructive changes",
            "Verify no new public access is created",
        ],
    },
    "step_5_apply": {
        "action": "terraform apply with approval",
        "controls": [
            "Require manual approval for production",
            "Use CI/CD pipeline with policy gates",
            "Log all apply operations",
        ],
    },
}