ai-coding-agent-guardrails

name	ai-coding-agent-guardrails
description	Secure AI coding agents (Claude Code, Cursor, Codex, Copilot) with permission boundaries, secret protection, code review gates, and safe sandbox configurations for team environments.
license	MIT
metadata	{"author":"devops-skills","version":"1.0"}

AI Coding Agent Guardrails

Secure the use of AI coding agents across engineering teams. This skill covers permission boundaries, secret protection, sandbox isolation, code review gates, and audit trails for Claude Code, Cursor, Copilot, and Codex.

---

When to Use

Apply these guardrails when:

• Onboarding AI coding agents into an engineering team for the first time
• Developers are using Claude Code, Cursor, Copilot, or Codex to generate production code
• Agents have access to repositories containing secrets, infrastructure configs, or sensitive business logic
• Your compliance framework (SOC 2, ISO 27001, FedRAMP) requires controls around automated code generation
• Autonomous or semi-autonomous agents are creating pull requests without direct human typing
• You need to enforce consistent security policies across multiple agents and team members

Signs you need tighter guardrails:

• Agents have committed secrets or credentials to version control
• Agent-generated code has introduced vulnerabilities caught late in the pipeline
• No clear audit trail distinguishes human-written from AI-generated code
• Developers are bypassing code review for "simple" agent changes
• Agents are executing arbitrary shell commands in production-connected environments

---

Permission Boundaries

CLAUDE.md Configuration

Create a CLAUDE.md at the repository root to restrict Claude Code behavior:

# CLAUDE.md

## Restrictions

- NEVER read or output contents of .env, .env.*, secrets.yaml, or any file matching *.pem, *.key
- NEVER execute `rm -rf`, `DROP TABLE`, `kubectl delete`, or `terraform destroy` commands
- NEVER push directly to main or master branches
- NEVER modify files in the infrastructure/, terraform/, or .github/workflows/ directories without explicit user approval
- NEVER install new dependencies without listing them first for review
- NEVER access or display API keys, tokens, passwords, or connection strings

## Allowed Operations

- Read and modify application source code in src/, lib/, and tests/
- Run test suites with `npm test`, `pytest`, `go test`
- Run linters with `eslint`, `ruff`, `golangci-lint`
- Create new branches with prefix `ai/` or `agent/`
- Create and modify files in docs/ directory

## Code Standards

- All new functions must include docstrings or JSDoc comments
- All new code must have corresponding unit tests
- Follow existing code style and patterns in the repository
- Maximum file length: 500 lines. Suggest splitting if exceeded.

Command Allowlists

For agents that execute shell commands, define an explicit allowlist:

# .agent-permissions.yaml
agent_permissions:
  allowed_commands:
    - "npm test"
    - "npm run lint"
    - "npm run build"
    - "pytest"
    - "ruff check"
    - "go test ./..."
    - "git status"
    - "git diff"
    - "git log"
    - "git checkout -b"
    - "git add"
    - "git commit"
    - "ls"
    - "cat"
    - "head"
    - "tail"

  blocked_commands:
    - "rm -rf"
    - "curl"
    - "wget"
    - "ssh"
    - "scp"
    - "kubectl"
    - "terraform"
    - "aws"
    - "gcloud"
    - "az"
    - 
     

  
     
     
     
     
     
     

  
     
     
     
     
     
     

File System Access Controls

Use filesystem permissions to enforce boundaries at the OS level:

#!/bin/bash
# setup-agent-workspace.sh
# Create a restricted workspace for agent execution

AGENT_USER="ai-agent"
REPO_DIR="/workspace/repo"

# Create agent user with limited permissions
useradd --system --shell /bin/bash --no-create-home "$AGENT_USER"

# Set ownership: developers own everything, agent gets read on most
chown -R root:developers "$REPO_DIR"
chmod -R 750 "$REPO_DIR"

# Grant agent write access only to safe directories
setfacl -R -m u:${AGENT_USER}:rwx "${REPO_DIR}/src"
setfacl -R -m u:${AGENT_USER}:rwx "${REPO_DIR}/tests"
setfacl -R -m u:${AGENT_USER}:rwx "${REPO_DIR}/docs"

# Deny agent access to sensitive files
setfacl -m u:${AGENT_USER}:--- "${REPO_DIR}/.env"
setfacl -R -m u:${AGENT_USER}:--- "${REPO_DIR}/infrastructure"
setfacl -R -m u:${AGENT_USER}:--- "${REPO_DIR}/.github/workflows"

echo "Agent workspace permissions configured."

---

Secret Protection

Pre-commit Hooks with git-secrets

#!/bin/bash
# install-secret-scanning.sh

# Install git-secrets
git clone https://github.com/awslabs/git-secrets.git /tmp/git-secrets
cd /tmp/git-secrets && make install

# Initialize in repository
cd /path/to/repo
git secrets --install

# Register common secret patterns
git secrets --register-aws

# Add custom patterns for common credential formats
git secrets --add '-----BEGIN (RSA |EC |DSA )?PRIVATE KEY-----'
git secrets --add 'AKIA[0-9A-Z]{16}'
git secrets --add 'ghp_[a-zA-Z0-9]{36}'
git secrets --add 'sk-[a-zA-Z0-9]{48}'
git secrets --add 'xox[baprs]-[0-9a-zA-Z-]{10,}'
git secrets --add 'password\s*[:=]\s*["\x27][^\s]{8,}'
git secrets --add 'api[_-]?key\s*[:=]\s*["\x27][^\s]{8,}'

# Add allowed patterns (false positive exclusions)
git secrets --add --allowed 'EXAMPLE_KEY'
git secrets --add --allowed 'your-api-key-here'

Agent Output Scanning

Scan agent-generated output before it reaches version control:

#!/usr/bin/env python3
"""scan_agent_output.py - Scan AI agent output for leaked secrets."""

import re
import sys
from pathlib import Path

SECRET_PATTERNS = [
    (r'AKIA[0-9A-Z]{16}', 'AWS Access Key'),
    (r'(?i)aws_secret_access_key\s*[:=]\s*\S+', 'AWS Secret Key'),
    (r'ghp_[a-zA-Z0-9]{36}', 'GitHub Personal Access Token'),
    (r'gho_[a-zA-Z0-9]{36}', 'GitHub OAuth Token'),
    (r'sk-[a-zA-Z0-9]{48,}', 'OpenAI/Anthropic API Key'),
    (r'xox[baprs]-[0-9a-zA-Z\-]{10,}', 'Slack Token'),
    (r'-----BEGIN (RSA |EC |DSA )?PRIVATE KEY-----', 'Private Key'),
    (r'(?i)(password|passwd|pwd)\s*[:=]\s*["\x27][^\s]{4,}', 'Hardcoded Password'),
    (r'(?i)(api[_-]?key|apikey)\s*[:=]\s*["\x27][^\s]{8,}', 'API Key'),
    (r'eyJ[a-zA-Z0-9_-]{10,}\.[a-zA-Z0-9_-]{10,}', 'JWT Token'),
    (r'(?i)database_url\s*[:=]\s*\S+', 'Database Connection String'),
]


def scan_file(filepath: str) -> list[dict]:
    findings = []
    content = Path(filepath).read_text(errors="ignore")
    for line_num, line in enumerate(content.splitlines(), 1):
        for pattern, label in SECRET_PATTERNS:
            if re.search(pattern, line):
                findings.append({
                    : filepath,
                    : line_num,
                    : label,
                    : line.strip()[:],
                })
     findings


 ():
    files = sys.argv[:]
      files:
        ()
        sys.exit()

    all_findings = []
     f  files:
        all_findings.extend(scan_file(f))

     all_findings:
        ()
         finding  all_findings:
            ()
            ()
        sys.exit()

    ()
    sys.exit()


 __name__ == :
    main()

Git Pre-commit Hook Integration

#!/bin/bash
# .git/hooks/pre-commit
# Block commits containing secrets from AI agents

STAGED_FILES=$(git diff --cached --name-only --diff-filter=ACM)

if [ -z "$STAGED_FILES" ]; then
  exit 0
fi

echo "Scanning staged files for secrets..."

# Run git-secrets
git secrets --pre_commit_hook -- "$@"
GIT_SECRETS_EXIT=$?

# Run custom scanner on staged files
python3 .tools/scan_agent_output.py $STAGED_FILES
SCANNER_EXIT=$?

if [ $GIT_SECRETS_EXIT -ne 0 ] || [ $SCANNER_EXIT -ne 0 ]; then
  echo ""
  echo "COMMIT BLOCKED: Secrets detected in staged files."
  echo "If this is a false positive, use: git commit --no-verify"
  exit 1
fi

---

Sandbox Configuration

Docker Sandbox for Agent Execution

# Dockerfile.agent-sandbox
FROM ubuntu:24.04

RUN apt-get update && apt-get install -y \
    git \
    nodejs \
    npm \
    python3 \
    python3-pip \
    && rm -rf /var/lib/apt/lists/*

# Create non-root agent user
RUN useradd -m -s /bin/bash agent && \
    mkdir -p /workspace && \
    chown agent:agent /workspace

# Drop capabilities
USER agent
WORKDIR /workspace

# No network by default - override at runtime if needed
# No access to Docker socket
# No access to host filesystem beyond mounted volume

#!/bin/bash
# run-agent-sandbox.sh
# Launch an AI coding agent inside a locked-down container

REPO_DIR="$(pwd)"
CONTAINER_NAME="agent-sandbox-$$"

docker run \
  --name "$CONTAINER_NAME" \
  --rm \
  --network none \
  --read-only \
  --tmpfs /tmp:size=512m \
  --tmpfs /home/agent:size=256m \
  --memory 4g \
  --cpus 2 \
  --pids-limit 256 \
  --security-opt no-new-privileges:true \
  --security-opt seccomp=seccomp-agent.json \
  --cap-drop ALL \
  --cap-add DAC_OVERRIDE \
  -v "${REPO_DIR}/src:/workspace/src" \
  -v "${REPO_DIR}/tests:/workspace/tests:rw" \
  -v "${REPO_DIR}/docs:/workspace/docs:rw" \
  -v "${REPO_DIR}/package.json:/workspace/package.json:ro" \
  -e "NO_COLOR=1" \
  agent-sandbox:latest \
  "$@"

Seccomp Profile for Agent Containers

{
  "defaultAction": "SCMP_ACT_ERRNO",
  "comment": "seccomp-agent.json - Restrictive profile for AI coding agents",
  "syscalls": [
    {
      "names": [
        "read", "write", "open", "close", "stat", "fstat", "lstat",
        "poll", "lseek", "mmap", "mprotect", "munmap", "brk",
        "access", "pipe", "select", "sched_yield", "mremap",
        "dup", "dup2", "nanosleep",   
            
            
            
            
            
           
           
            
           
            
           
            
      
       
    
    
       
            
           
      
       
       
    
    
         
       
       
    
  

---

Code Review Gates

GitHub Actions Workflow for Agent PRs

# .github/workflows/agent-pr-review.yaml
name: Agent PR Security Review

on:
  pull_request:
    types: [opened, synchronize]

jobs:
  detect-agent-pr:
    runs-on: ubuntu-latest
    outputs:
      is_agent: ${{ steps.check.outputs.is_agent }}
    steps:
      - name: Check if PR is from an AI agent
        id: check
        run: |
          BRANCH="${{ github.head_ref }}"
          AUTHOR="${{ github.event.pull_request.user.login }}"
          BODY="${{ github.event.pull_request.body }}"

          IS_AGENT="false"
          if [[ "$BRANCH" == ai/* ]] || [[ "$BRANCH" == agent/* ]]; then
            IS_AGENT="true"
          fi
          if echo "$BODY" | grep -qi  
            
          
           [[    ]]  [[    ]] 
            
          
             

  
     
       
     
    
        
        
           

           
         
        
           
            
         
        
           

           
         
              
                   
               
                 
            
          

             
           
                 
             

  
     
       
     
    
          
                 
             

          
         

Branch Protection for Agent Branches

#!/bin/bash
# configure-branch-protection.sh
# Set up branch protection rules for agent-generated PRs via GitHub API

OWNER="your-org"
REPO="your-repo"

gh api repos/${OWNER}/${REPO}/rulesets \
  --method POST \
  --input - <<'EOF'
{
  "name": "Agent Branch Protection",
  "target": "branch",
  "enforcement": "active",
  "conditions": {
    "ref_name": {
      "include": ["refs/heads/ai/*", "refs/heads/agent/*"],
      "exclude": []
    }
  },
  "rules": [
    {
      "type": "pull_request",
      "parameters": {
        "required_approving_review_count": 2,
        "dismiss_stale_reviews_on_push": true,
        "require_code_owner_review": true,
        "require_last_push_approval": true
      }
    },
    {
      "type": "required_status_checks",
      "parameters": {
        "required_status_checks": [
          { "context": "security-scan" },
          { "context": "test-suite" },
          { "context": "secret-detection" }
        ],
        "strict_required_status_checks_policy": true
      }
    }
  ]
}
EOF

---

Repository Configuration

Cursor Rules (.cursorrules)

# .cursorrules

You are working in a production codebase. Follow these rules strictly:

## Security Rules
- Never hardcode secrets, API keys, tokens, or passwords in source code.
- Never read or display the contents of .env files or secret configuration files.
- Never disable SSL verification, CSRF protection, or authentication middleware.
- Never use eval(), exec(), or similar dynamic code execution functions.
- Never introduce SQL string concatenation; always use parameterized queries.

## File Restrictions
- Do not modify any files in: infrastructure/, terraform/, .github/workflows/, deploy/
- Do not create or modify Dockerfiles without explicit approval.
- Do not modify CI/CD configuration files.

## Code Quality
- Every new function must have a corresponding unit test.
- All error handling must be explicit; never silently swallow exceptions.
- Follow existing patterns for logging, error handling, and API responses.
- Maximum function length: 50 lines. Refactor if exceeded.

## Git Behavior
- Create branches with the prefix: ai/
- Write descriptive commit messages referencing the task or issue.
- Never force push or rebase shared branches.

GitHub Copilot Configuration

# .github/copilot-config.yml
#
# Note: Copilot content exclusion is configured at the org/repo level
# via GitHub settings. This file documents intended exclusions and
# can be referenced by org admins when configuring the settings at
# github.com > Org Settings > Copilot > Content Exclusions.

content_exclusions:
  paths:
    - "**/.env*"
    - "**/secrets/**"
    - "**/*.pem"
    - "**/*.key"
    - "**/infrastructure/**"
    - "**/terraform/**"
    - "**/.aws/**"
    - "**/credentials*"

# Copilot content exclusion via organization settings (recommended):
# 1. Go to Organization Settings > Copilot > Content exclusion
# 2. Add repository paths:
#    - ".env*"
#    - "secrets/**"
#    - "infrastructure/**"
#    - "*.pem"
#    - "*.key"

OpenAI Codex Configuration

<!-- codex.md or AGENTS.md for Codex CLI -->

## Rules

- Do not modify files outside of src/ and tests/ directories.
- Do not install packages or modify dependency files without listing changes first.
- Run `npm test` after every code change to verify nothing is broken.
- Never access network resources or make HTTP requests during code generation.
- All generated code must include error handling.
- Prefix all branch names with `agent/codex/`.

---

Network Controls

Firewall Rules for Agent Environments

#!/bin/bash
# agent-network-controls.sh
# Restrict network access for agent execution environments

# Create a dedicated chain for agent traffic
iptables -N AGENT_CHAIN

# Allow DNS resolution
iptables -A AGENT_CHAIN -p udp --dport 53 -j ACCEPT
iptables -A AGENT_CHAIN -p tcp --dport 53 -j ACCEPT

# Allow package registries
iptables -A AGENT_CHAIN -d registry.npmjs.org -p tcp --dport 443 -j ACCEPT
iptables -A AGENT_CHAIN -d pypi.org -p tcp --dport 443 -j ACCEPT
iptables -A AGENT_CHAIN -d files.pythonhosted.org -p tcp --dport 443 -j ACCEPT
iptables -A AGENT_CHAIN -d proxy.golang.org -p tcp --dport 443 -j ACCEPT

# Allow GitHub for git operations
iptables -A AGENT_CHAIN -d github.com -p tcp --dport 443 -j ACCEPT
iptables -A AGENT_CHAIN -d github.com -p tcp --dport 22 -j ACCEPT

# Block everything else
iptables -A AGENT_CHAIN -j DROP

# Apply to agent user
iptables -A OUTPUT -m owner --uid-owner ai-agent -j AGENT_CHAIN

Squid Proxy for Agent Traffic

# /etc/squid/squid-agent.conf
# Transparent proxy for AI agent network requests

acl agent_user proxy_auth ai-agent
acl allowed_domains dstdomain .npmjs.org .pypi.org .github.com .golang.org

# Allow only specific domains
http_access allow agent_user allowed_domains
http_access deny agent_user

# Log all agent requests for auditing
access_log /var/log/squid/agent-access.log squid
log_mime_hdrs on

# Request size limits
request_body_max_size 10 MB
reply_body_max_size 50 MB

http_port 3128

Docker Compose with Network Isolation

# docker-compose.agent.yaml
version: "3.8"

services:
  agent-sandbox:
    build:
      context: .
      dockerfile: Dockerfile.agent-sandbox
    networks:
      - agent-restricted
    volumes:
      - ./src:/workspace/src
      - ./tests:/workspace/tests:rw
    mem_limit: 4g
    cpus: 2
    pids_limit: 256
    security_opt:
      - no-new-privileges:true
    read_only: true
    tmpfs:
      - /tmp:size=512m

  agent-proxy:
    image: ubuntu/squid:latest
    networks:
      - agent-restricted
      - external
    volumes:
      - ./squid-agent.conf:/etc/squid/squid.conf:ro
    ports:
      - "3128:3128"

networks:
  agent-restricted:
    internal: true   # No external access from this network
  external:
     

---

Audit Trail

Git Trailers for AI-Generated Code

#!/bin/bash
# git-ai-commit.sh
# Wrapper for committing agent-generated code with proper attribution

AGENT_NAME="${AI_AGENT_NAME:-unknown-agent}"
AGENT_VERSION="${AI_AGENT_VERSION:-unknown}"
TASK_ID="${AI_TASK_ID:-none}"

git commit -m "$(cat <<EOF
$1

AI-Generated-By: ${AGENT_NAME} ${AGENT_VERSION}
AI-Task-ID: ${TASK_ID}
AI-Reviewed-By: pending
Co-Authored-By: ${AGENT_NAME} <noreply@${AGENT_NAME}.ai>
EOF
)"

Agent Action Logger

#!/usr/bin/env python3
"""agent_audit_logger.py - Log all AI agent actions for compliance."""

import json
import logging
import os
import time
from datetime import datetime, timezone
from pathlib import Path

LOG_DIR = Path(os.environ.get("AGENT_LOG_DIR", "/var/log/ai-agents"))
LOG_DIR.mkdir(parents=True, exist_ok=True)

logger = logging.getLogger("agent_audit")
handler = logging.FileHandler(LOG_DIR / "agent-actions.jsonl")
handler.setFormatter(logging.Formatter("%(message)s"))
logger.addHandler(handler)
logger.setLevel(logging.INFO)


def log_action(
    agent: str,
    action: str,
    target: str,
    details: dict | None = None,
    user: str = "system",
) -> None:
    entry = {
        "timestamp": datetime.now(timezone.utc).isoformat(),
        "agent": agent,
        "user": user,
        "action": action,
        "target": target,
        "details": details or {},
        "session_id": os.environ.get("AGENT_SESSION_ID", "unknown"),
    }
    logger.info(json.dumps(entry))


def log_file_read(agent: str, filepath: str) -> None:
    log_action(agent, , filepath)


 () -> :
    log_action(agent, , filepath, {: lines_changed})


 () -> :
    log_action(agent, , command, {: exit_code})


 () -> :
    log_action(agent, , pr_url, {: files_changed})

Querying the Audit Log

#!/bin/bash
# query-agent-audit.sh
# Query agent audit logs for compliance reporting

LOG_FILE="/var/log/ai-agents/agent-actions.jsonl"

echo "=== Agent Activity Summary ==="

echo ""
echo "Actions by agent (last 24h):"
jq -r 'select(.timestamp > (now - 86400 | todate)) | .agent' "$LOG_FILE" \
  | sort | uniq -c | sort -rn

echo ""
echo "File writes by agent:"
jq -r 'select(.action == "file_write") | "\(.agent) -> \(.target)"' "$LOG_FILE" \
  | sort | uniq -c | sort -rn

echo ""
echo "Commands executed:"
jq -r 'select(.action == "command_exec") | "\(.agent): \(.target) (exit: \(.details.exit_code))"' "$LOG_FILE" \
  | tail -20

echo ""
echo "PRs created by agents:"
jq -r 'select(.action == "pr_created") | "\(.agent): \(.target)"' "$LOG_FILE"

---

Team Policies

Agent Usage Policy Template

# .github/agent-policy.yaml
# Team policy for AI coding agent usage

policy:
  version: "1.0"
  last_updated: "2025-06-01"

  general:
    - All developers may use AI coding agents for code generation
    - Agent-generated code has the same quality and security bar as human code
    - Developers are responsible for all code they submit, regardless of origin

  required_review:
    standard_code:
      min_reviewers: 1
      agent_generated: 2
    infrastructure_changes:
      min_reviewers: 2
      agent_generated: "blocked"  # Agents may not modify infra
    
       
       []
       
       []

  
      
       
      
       
      
       
      
       
      
       

  
     
     
     
     
     
     

  
     
     
     
     
     
     

CODEOWNERS for Agent Oversight

# .github/CODEOWNERS
# Require specific reviewers for agent-sensitive areas

# All agent-generated branches require security team review
# (enforced via branch protection rules for ai/* and agent/* branches)

# Infrastructure is off-limits to agents and requires platform team
/infrastructure/    @platform-team
/terraform/         @platform-team
/.github/workflows/ @platform-team @security-team

# Security-sensitive code requires security team
/src/auth/          @security-team
/src/crypto/        @security-team
/src/middleware/auth* @security-team

# Dependency files require security review
package.json        @security-team @tech-leads
package-lock.json   @security-team
requirements.txt    @security-team @tech-leads
go.sum              @security-team

---

Testing Agent Output

Mandatory Test Coverage for Agent Code

# .github/workflows/agent-test-gate.yaml
name: Agent Code Test Gate

on:
  pull_request:
    types: [opened, synchronize]

jobs:
  test-coverage:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
        with:
          fetch-depth: 0

      - name: Detect changed files
        id: changes
        run: |
          FILES=$(git diff --name-only origin/main...HEAD -- '*.py' '*.js' '*.ts' '*.go')
          echo "changed_files=$FILES" >> "$GITHUB_OUTPUT"

      - name: Run tests with coverage
        run: |
          # Python
          if ls tests/*.py &>/dev/null; then
            pip install pytest pytest-cov
            pytest --cov=src --cov-report=json --cov-fail-under=80
          fi

          # Node.js
          if [ -f package.json ]; then
            npm ci
            npm test -- --coverage 
          

            
         
  
     
    
        

          
           
         
            
               
         
  
     
    
        

             
         

Pre-merge Validation Script

#!/bin/bash
# validate-agent-pr.sh
# Run all validation checks before merging an agent-generated PR

set -euo pipefail

PR_BRANCH="${1:?Usage: validate-agent-pr.sh <branch-name>}"
RED='\033[0;31m'
GREEN='\033[0;32m'
YELLOW='\033[1;33m'
NC='\033[0m'

PASS=0
FAIL=0
WARN=0

check() {
  local name="$1"
  shift
  if "$@" >/dev/null 2>&1; then
    echo -e "${GREEN}PASS${NC}: $name"
    ((PASS++))
  else
    echo -e "${RED}FAIL${NC}: $name"
    ((FAIL++))
  fi
}

warn_check() {
  local name="$1"
  shift
  if "$@" >/dev/null 2>&1; then
    echo -e "${GREEN}PASS${NC}: $name"
    ((PASS++))
  else
    echo -e "${YELLOW}WARN${NC}: $name"
    ((WARN++))
  
}

 
 


check  [[  == ai/* ||  == agent/* ]]


check  git secrets --scan


check  npm 


warn_check  npm  -- --coverage --coverageThreshold=


FORBIDDEN_CHANGES=$(git diff --name-only origin/main... -- \
       )
check  [ -z  ]


DEP_CHANGES=$(git diff --name-only origin/main... -- \
     )
warn_check  [ -z  ]


MISSING_TRAILERS=$(git  origin/main.. --format= \
  | grep -cL  || )
warn_check  [  -eq 0 ]

 
 
 -e 

 [  -gt 0 ]; 
   -e 
   1


 -e 

---

Quick Reference

Control	Tool	Purpose
Permission boundaries	CLAUDE.md, .cursorrules, codex.md	Restrict agent behavior per-repo
Secret scanning	git-secrets, pre-commit hooks	Block credential leaks
Sandbox isolation	Docker, seccomp, network=none	Contain agent execution
Code review gates	GitHub Actions, branch protection	Enforce human review
Network controls	iptables, Squid proxy	Limit agent internet access
Audit trail	Git trailers, JSONL logger	Track AI-generated code
Test requirements	Coverage gates, mutation testing	Validate agent output quality
Team policies	agent-policy.yaml, CODEOWNERS	Govern agent usage org-wide