2nd/10_Wiki/Topics/AI_and_ML/Execution Environment (Sandbox).md

---
id: wiki-2026-0508-execution-environment-sandbox
title: Execution Environment (Sandbox)
category: 10_Wiki/Topics
status: verified
canonical_id: self
aliases: [sandbox, code execution sandbox, container, gVisor, Firecracker, WASM, code interpreter]
duplicate_of: none
source_trust_level: A
confidence_score: 0.94
verification_status: applied
tags: [security, sandbox, isolation, container, wasm, llm-tool, execution]
raw_sources: []
last_reinforced: 2026-05-10
github_commit: pending
tech_stack:
  language: Universal
  framework: Docker / Firecracker / gVisor / WASM / E2B
---

# Execution Environment (Sandbox)

## 매 한 줄
> **"매 untrusted code 의 isolated 의 run"**. 매 LLM 의 generate code → 매 host 의 보호. 매 levels: process → container → microVM → WASM. 매 modern: 매 Firecracker (AWS Lambda), gVisor (GKE), E2B (LLM agent), Code Interpreter.

## 매 핵심

### 매 isolation level
1. **Process** (chroot, seccomp): 매 weak.
2. **Container** (Docker): 매 namespace + cgroup.
3. **MicroVM** (Firecracker, gVisor): 매 hypervisor / user-space kernel.
4. **VM**: 매 strongest, 매 slow.
5. **WASM**: 매 capability-based, 매 portable.

### 매 응용
1. **LLM code interpreter** (OpenAI, Claude, Anthropic).
2. **Serverless** (Lambda Firecracker).
3. **CI/CD** (GitHub Actions runner).
4. **Browser** (V8 isolate).
5. **Plugin sandbox** (Figma plugin = WASM).
6. **Agent tool** (E2B).

### 매 modern tool
- **Firecracker**: 매 microVM, 125ms startup.
- **gVisor**: 매 user-space kernel.
- **WASM**: 매 wasi, 매 capability.
- **E2B**: 매 LLM-targeted SDK.
- **Daytona**: 매 dev sandbox.

## 💻 패턴

### Docker (basic)
```bash
docker run --rm \
  --user 1000:1000 \
  --read-only \
  --tmpfs /tmp \
  --network none \
  --memory 256m --cpus 0.5 \
  --cap-drop ALL \
  --security-opt no-new-privileges \
  python:3.12-slim python -c "$CODE"
```

### gVisor (runsc)
```bash
docker run --runtime=runsc python:3.12 python -c "$CODE"
```

### Firecracker (programmatic)
```python
import requests
def boot_microvm(rootfs, kernel):
    sock = '/tmp/firecracker.socket'
    requests.put(f'http+unix://{sock}/boot-source', json={'kernel_image_path': kernel})
    requests.put(f'http+unix://{sock}/drives/rootfs', json={'drive_id': 'rootfs', 'path_on_host': rootfs, 'is_root_device': True, 'is_read_only': False})
    requests.put(f'http+unix://{sock}/actions', json={'action_type': 'InstanceStart'})
```

### WASM (Wasmer / Wasmtime)
```rust
use wasmer::{Store, Module, Instance, imports};
let mut store = Store::default();
let module = Module::from_file(&store, "guest.wasm")?;
let imports = imports! {};  // 매 default = no host access
let instance = Instance::new(&mut store, &module, &imports)?;
let func = instance.exports.get_function("run")?;
func.call(&mut store, &[])?;
```

### WASI capability (file)
```rust
// 매 explicit 매 path 의 grant 만
let wasi = WasiState::new("agent")
    .preopen_dir("/sandbox-fs")?
    .build()?;
```

### E2B (LLM-targeted)
```python
from e2b_code_interpreter import Sandbox
with Sandbox() as sb:
    result = sb.run_code('import pandas; print(pandas.__version__)')
    print(result.stdout)
    sb.files.write('/data/output.csv', csv_content)
    sb.files.read('/data/output.csv')
```

### Resource limit (cgroups, Linux)
```bash
cgcreate -g cpu,memory:sandbox
cgset -r memory.max=256M sandbox
cgset -r cpu.max="50000 100000" sandbox  # 매 50% of one core
cgexec -g cpu,memory:sandbox python untrusted.py
```

### Seccomp (syscall filter)
```python
import seccomp
filter = seccomp.SyscallFilter(seccomp.KILL)
for sc in ['read', 'write', 'open', 'close', 'mmap', 'brk', 'exit', 'exit_group']:
    filter.add_rule(seccomp.ALLOW, sc)
filter.load()
```

### Time-out enforcement
```python
import resource, signal

def run_sandboxed(code, time_limit_s=30, mem_limit_mb=512):
    def sandbox_init():
        resource.setrlimit(resource.RLIMIT_AS, (mem_limit_mb * 1024 * 1024,) * 2)
        resource.setrlimit(resource.RLIMIT_CPU, (time_limit_s,) * 2)
    
    proc = subprocess.run(
        ['python', '-c', code],
        preexec_fn=sandbox_init,
        timeout=time_limit_s,
        capture_output=True,
    )
    return proc.stdout
```

### Network egress block
```bash
docker run --network none ...
# 매 or specific allowlist
docker network create --internal sandboxed
docker run --network sandboxed ...
```

### Capability-based (Deno)
```bash
deno run --allow-read=/tmp --allow-write=/tmp --no-net script.ts
```

### LLM tool integration
```python
def llm_python_tool(code):
    with Sandbox(timeout=60, mem_mb=512) as sb:
        try:
            result = sb.run_code(code)
            return {'stdout': result.stdout, 'stderr': result.stderr}
        except TimeoutError:
            return {'error': 'execution timed out'}
```

### Snapshot for fast warmup
```python
# 매 Firecracker snapshot
def restore_microvm_from_snapshot(snapshot_path):
    requests.put('/snapshot/load', json={'snapshot_path': snapshot_path})
    # 매 < 100ms cold start
```

## 매 결정 기준
| 상황 | Sandbox |
|---|---|
| LLM code agent | E2B / Firecracker |
| Plugin (browser) | V8 Isolate / WASM |
| Serverless | Firecracker |
| CI runner | Container + ephemeral |
| Dev environment | Daytona / Codespaces |
| Strict isolation | MicroVM (Firecracker) |
| Lightweight | WASM |

**기본값**: 매 LLM agent = E2B 또는 Firecracker + 매 read-only fs + 매 no network + 매 cgroup limit + 매 timeout.

## 🔗 Graph
- 부모: [[Security]] · [[Isolation]]
- 변형: [[MicroVM]] · [[Container]] · [[WASM]]
- 응용: [[Serverless]]
- Adjacent: [[Excessive Agency]] · [[gVisor]] · [[Firecracker]]

## 🤖 LLM 활용
**언제**: 매 code-executing agent. 매 user code. 매 plugin.
**언제 X**: 매 trusted internal-only.

## ❌ 안티패턴
- **chroot only**: 매 escape easy.
- **--privileged**: 매 isolation 의 lose.
- **Network on**: 매 exfil.
- **No timeout**: 매 fork bomb.
- **Shared volume**: 매 host file 의 leak.

## 🧪 검증 / 중복
- Verified (Firecracker paper, gVisor docs, WASM/WASI spec).
- 신뢰도 A.

## 🕓 Changelog
| 날짜 | 변경 |
|---|---|
| 2026-05-08 | Phase 1 |
| 2026-05-10 | Manual cleanup — sandbox + 매 Docker / Firecracker / WASM / E2B / cgroup code |