---
id: wiki-2026-0508-뇌와-팔다리의-분리-관심사의-분리-separation-of
title: Separation of Concerns (관심사의 분리)
category: 10_Wiki/Topics
status: verified
canonical_id: self
aliases: [SoC, 관심사의 분리, separation of concerns, modularity, decoupling, brain-limbs]
duplicate_of: none
source_trust_level: B
confidence_score: 0.85
verification_status: conceptual
tags: [architecture, design-principles, modularity, decoupling, srp, hexagonal, ddd, ai-agent-design]
raw_sources: []
last_reinforced: 2026-05-09
github_commit: pending
inferred_by: Claude Opus 4.7 (manual cleanup 2026-05-09)
tech_stack:
  language: TS / Python / generic
  applicable_to: [Software Architecture, AI Agent, System Design]
---

# Separation of Concerns (관심사의 분리)

## 📌 한 줄 통찰 (The Karpathy Summary)
> **"매 module 의 own 역할 — 1 reason to change"**. Dijkstra 1974. SRP / DDD bounded context / hexagonal / module boundary 의 base. **AI agent 의 decision loop + execution tool 의 분리 의 modern 응용**.

## 📖 구조화된 지식 (Synthesized Content)

### 정의
**Edsger Dijkstra (1974)** "On the role of scientific thought":
> "Separation of concerns... is what I sometimes have called 'the focusing of attention upon some aspect': it does not mean ignoring the other aspects, it is just that from this aspect's point of view, the other is irrelevant."

→ 매 aspect 의 focus + 매 다른 aspect 의 irrelevant.

### 핵심 idea
1. **Modularity**: 매 module 의 specific responsibility.
2. **Decoupling**: 매 change 의 ripple ↓.
3. **Boundaries**: 매 concern 의 explicit boundary.
4. **Maintainability**: 매 code 의 understand + modify.

### "뇌와 팔다리"
- **뇌 (decision)**: business logic, strategy.
- **팔다리 (execution)**: tool, IO, side effect.

→ 매 brain 의 단일 logic. 매 limb 의 swap 가능.

### 매 응용

#### MVC (Model-View-Controller)
- **Model**: data + business rule.
- **View**: presentation.
- **Controller**: input + flow.

#### Hexagonal / Clean Architecture
- **Domain**: business rule (core).
- **Application**: use case.
- **Infrastructure**: DB, API, UI.

→ 매 inner 의 outer 무관. 매 outer 의 swap.

#### DDD (Domain-Driven Design)
- **Bounded Context**: 매 domain 의 own model.
- 매 different context 의 own language.
- 매 ACL (Anti-Corruption Layer) 의 boundary.

#### Microservices
- 매 service 의 own responsibility.
- 매 service 의 own DB.
- 매 service 의 own deploy.

#### Single Responsibility Principle (SRP)
- 매 class / module 의 1 reason to change.
- 매 specific actor / use case 의 own.

### 매 game design

#### Game logic vs rendering
- **Game logic**: rule, state, behavior.
- **Rendering**: visual, animation.

→ 매 server (no rendering) + 매 client (rendering only).

#### AI vs game state
- **AI**: decision (behavior tree, FSM).
- **Game state**: data.

→ 매 AI 의 different (player, enemy, NPC) + 매 same data structure.

### 매 AI agent

#### Decision loop vs execution
**옛 monolithic**: 매 logic + execution mixed.
```python
def agent_loop():
    # Logic + tool call mixed
    if some_condition:
        result = direct_db_query(...)
    elif other:
        result = direct_api_call(...)
    return decide(result)
```

**현대 SoC**: 매 decision 의 LLM, 매 tool 의 separate.
```python
class Agent:
    def think(self, context):
        # 매 reasoning (no side effect)
        return llm.complete(context)
    
    def execute(self, action):
        # 매 tool call (no reasoning)
        return self.tools[action.name](action.input)
    
    def loop(self):
        while not done:
            decision = self.think(context)
            result = self.execute(decision.action)
            context = update(context, result)
```

→ 매 brain (LLM) + 매 limb (tool) 의 swap 가능.

### 매 모범 example

#### React component
```tsx
// ❌ Mixed
function UserProfile({ userId }) {
  const [user, setUser] = useState(null);
  
  useEffect(() => {
    fetch(`/api/users/${userId}`)
      .then(r => r.json())
      .then(data => {
        const formatted = `${data.firstName} ${data.lastName.toUpperCase()}`;
        setUser({ ...data, fullName: formatted });
      });
  }, [userId]);
  
  return user ? <h1>{user.fullName}</h1> : <Spinner />;
}

// ✅ Separated
function useUser(userId) {
  return useQuery(['user', userId], () => api.getUser(userId));
}

function formatUser(user) {
  return { ...user, fullName: `${user.firstName} ${user.lastName.toUpperCase()}` };
}

function UserProfile({ userId }) {
  const { data: user, isLoading } = useUser(userId);
  if (isLoading) return <Spinner />;
  return <h1>{formatUser(user).fullName}</h1>;
}
```

→ 매 fetching (hook) + 매 formatting (function) + 매 rendering (component) 의 분리.

#### Backend API
```python
# ❌ Mixed
@app.post('/orders')
def create_order(req):
    user = db.execute('SELECT ... FROM users WHERE id = ?', req.user_id).fetchone()
    if user.balance < req.total: return 400
    db.execute('INSERT INTO orders ...')
    db.execute('UPDATE users SET balance = ?', user.balance - req.total)
    send_email(user.email, 'Order confirmed')
    return 200

# ✅ Separated
@app.post('/orders')
def create_order(req):  # HTTP layer
    return order_service.create(req)

class OrderService:  # Business logic
    def __init__(self, user_repo, order_repo, email):
        self.users = user_repo
        self.orders = order_repo
        self.email = email
    
    def create(self, req):
        user = self.users.find(req.user_id)
        if user.balance < req.total: raise InsufficientFundsError()
        
        order = self.orders.create(...)
        self.users.deduct_balance(req.user_id, req.total)
        self.email.send_confirmation(user.email, order)
        return order

class UserRepository:  # Data access
    def find(self, user_id): ...
    def deduct_balance(self, user_id, amount): ...
```

→ 매 HTTP / business / data 의 layer 별 분리.

### 매 SoC 의 limit

#### Over-engineering
- 매 small project 의 9-layer architecture = boilerplate.
- 매 explicit boundary 의 cost.

#### Coordination cost
- 매 cross-concern feature 의 매 module 의 touch.
- 매 small change 의 5 file.

#### Pure SoC 의 myth
- 매 real system 의 some coupling.
- 매 perfect 의 X.

→ Pragmatic SoC + 매 case-by-case.

### Modern decision

#### Modular monolith first
- 매 module 의 boundary.
- 매 explicit 1 deploy.
- 매 team 의 ownership.
- 매 future 의 microservice 의 가능.

→ Microservice premature 의 avoid.

#### 매 function (FaaS) extreme
- 매 function 의 own deploy.
- 매 cold start cost.
- 매 distributed 의 complexity.

→ 매 large org 만.

#### 매 monolith with internal SoC
- 매 1 codebase + 매 module / package boundary.
- 매 lint rule (ESLint boundary).
- 매 explicit interface.

→ 매 most common modern.

## 💻 코드 패턴 (Code Patterns)

### Module boundary (TS)
```ts
// modules/users/index.ts
export { User } from './domain/User';
export { UserService } from './application/UserService';
// 매 internal 가 not export

// modules/orders/application/OrderService.ts
import { UserService } from '../../users';   // ✅ public
import { internal } from '../../users/domain/secret';   // ❌ ban
```

### ESLint boundary plugin
```json
// .eslintrc.json
{
  "plugins": ["boundaries"],
  "rules": {
    "boundaries/element-types": ["error", {
      "default": "disallow",
      "rules": [
        { "from": "feature/*/ui", "allow": ["feature/*/api"] },
        { "from": "feature/*/api", "allow": ["shared"] }
      ]
    }]
  }
}
```

### Dependency injection (FastAPI)
```python
from fastapi import Depends

def get_user_repo() -> UserRepository:
    return UserRepository(db)

def get_order_service(user_repo = Depends(get_user_repo)) -> OrderService:
    return OrderService(user_repo, ...)

@app.post('/orders')
def create_order(req: CreateOrderReq, service: OrderService = Depends(get_order_service)):
    return service.create(req)
```

### Hexagonal port + adapter (TS)
```ts
// Domain (port)
interface PaymentGateway {
  charge(amount: Money, card: CardToken): Promise<Payment>;
}

// Adapter
class StripeGateway implements PaymentGateway {
  async charge(amount, card) { /* Stripe */ }
}

class FakeGateway implements PaymentGateway {
  async charge(amount, card) { /* test */ }
}

// Service
class CheckoutService {
  constructor(private gateway: PaymentGateway) {}
  
  async checkout(...) {
    const payment = await this.gateway.charge(...);
  }
}

// Wiring
const service = new CheckoutService(new StripeGateway());
```

→ 매 production = Stripe, 매 test = Fake. 매 service 의 unchanged.

### AI agent decision / execution
```python
class Agent:
    def __init__(self, llm, tools: dict):
        self.llm = llm
        self.tools = tools
    
    def think(self, context):
        """Pure decision (no side effect)."""
        return self.llm.complete(
            system="You are an agent. Decide next action.",
            user=context,
            tools=list(self.tools.keys()),
        )
    
    def execute(self, action):
        """Pure execution (no decision)."""
        if action.name not in self.tools:
            raise UnknownTool(action.name)
        return self.tools[action.name](action.input)
    
    def loop(self, task, max_steps=10):
        context = task
        for _ in range(max_steps):
            decision = self.think(context)
            if decision.is_done: return decision.answer
            result = self.execute(decision.action)
            context += f"\n{decision.action.name} returned: {result}"
        raise MaxStepsExceeded()
```

→ 매 brain (LLM swap 가능) + 매 limb (tool swap).

### Game logic (Unity ECS-like)
```csharp
// ❌ Mixed
public class Player : MonoBehaviour {
    int health = 100;
    void Update() {
        // Input
        if (Input.GetKey(KeyCode.W)) transform.position += Vector3.forward * Time.deltaTime;
        
        // Combat
        if (Physics.OverlapSphere(transform.position, 1).Length > 0) health -= 10;
        
        // Render
        GetComponent<MeshRenderer>().material.color = health < 30 ? Color.red : Color.white;
    }
}

// ✅ Separated systems
public class InputSystem { void Update() {} }
public class MovementSystem { void Update() {} }
public class CombatSystem { void Update() {} }
public class RenderSystem { void Update() {} }

// 매 component 의 only data
public struct Health { public int value; }
public struct Position { public Vector3 value; }
```

→ 매 system 의 own update. 매 component 의 only data.

### React feature folder
```
src/features/
├── auth/
│   ├── api/        # data layer
│   ├── domain/     # business rule
│   ├── ui/         # component
│   └── index.ts    # public API
├── orders/
│   └── ...
└── shared/         # cross-cutting
```

→ 매 feature 의 own slice. 매 internal 의 own.

### Redux slice (state management)
```ts
// 매 feature 의 own slice
const authSlice = createSlice({
  name: 'auth',
  initialState,
  reducers: {
    login: (state, action) => { ... },
    logout: (state) => { ... },
  },
});

const userSlice = createSlice({
  name: 'user',
  initialState,
  reducers: { ... },
});

// 매 slice 의 internal. 매 selector 의 cross-slice.
```

### Test의 SoC
```ts
// Unit (logic only)
test('formatUser', () => {
  expect(formatUser({ firstName: 'Alice', lastName: 'doe' }))
    .toEqual({ firstName: 'Alice', lastName: 'doe', fullName: 'Alice DOE' });
});

// Integration (with DB)
test('UserService.create', async () => {
  const service = new UserService(testDb);
  const user = await service.create({...});
  expect(user.id).toBeDefined();
});

// E2E (full stack)
test('signup flow', async () => {
  await page.goto('/signup');
  await page.fill('[name=email]', 'a@x');
  await page.click('button[type=submit]');
  await expect(page).toHaveURL('/dashboard');
});
```

→ 매 layer 의 own test type.

## 🤔 의사결정 기준 (Decision Criteria)

| 상황 | 추천 |
|---|---|
| Small project | Light SoC (folder structure) |
| Mid-size | Module + lint rule |
| Large monolith | Modular monolith + DDD |
| Microservice | Bounded context per service |
| AI agent | Decision (LLM) + execution (tool) |
| React app | Feature folder + custom hook |
| Game | ECS / system separation |

**기본값**: Module boundary + 매 layer (UI / domain / data) 의 separate. 매 case 의 over-engineer X.

## ⚠️ 모순 및 업데이트 (Contradictions & Updates)
- **Pure SoC vs DRY**: 매 cross-concern feature 의 매 layer 의 duplicate. 매 trade-off.
- **Boundary 의 cost**: 매 explicit boundary 의 boilerplate.
- **Microservice premature**: 매 small team 의 microservice = pain.
- **DDD 의 learning curve**: 매 small project 의 overkill.
- **AI agent 의 emerging**: 매 LLM + tool 의 SoC 의 modern.

## 🔗 지식 연결 (Graph)
- 부모: [[Software-Architecture]] · [[Design-Principles]] · [[Modularity]]
- 변형: [[Single Responsibility Principle (SRP)|Single-Responsibility-Principle]] · [[Hexagonal-Architecture]] · [[Clean-Architecture]]
- 응용: [[MVC]] · [[Modular-Monolith]] · [[Microservices]]
- 비판: [[Over-Engineering]]
- Adjacent: [[Decoupling]] · [[Encapsulation]] · [[Information-Hiding]]

## 🤖 LLM 활용 힌트 (How to Use This Knowledge)

**언제 이 지식을 쓰는가:**
- 매 architecture 의 review.
- 매 module / service 의 boundary 결정.
- 매 AI agent 의 decision / execution 분리.
- 매 testability 의 design.
- 매 refactor 의 strategy.

**언제 쓰면 안 되는가:**
- 매 small script (overkill).
- 매 prototype (premature).
- 매 specific micro-optimization.
- Functional language 의 idiom (different paradigm).

## ❌ 안티패턴 (Anti-Patterns)
- **God class / module**: 매 모든 거 1 곳.
- **Circular dependency**: SoC violation.
- **Anemic domain model**: 매 logic 의 service. 매 model 의 data 만.
- **Service locator everywhere**: 매 hidden dependency.
- **Pure SoC + 매 small project**: over-engineer.
- **AI agent 의 mixed decision + execution**: untestable.
- **Microservice premature**: 매 single team 의 distributed pain.

## 🧪 검증 상태 (Validation)
- **정보 상태:** verified (concept-level).
- **출처 신뢰도:** B (Dijkstra 1974, "Clean Architecture" Martin, "DDD" Evans).
- **검토 이유:** Manual cleanup. Foundational concept 의 stable.

## 🧬 중복 검사 (Duplicate Check)
- **기존 유사 문서:** [[Single Responsibility Principle (SRP)|Single-Responsibility-Principle]] (subset), [[Hexagonal-Clean]] (응용), [[Modular-Monolith]] (응용).
- **처리 방식:** KEEP (foundational principle).
- **처리 이유:** 매 specific architecture 의 base.

## 🕓 변경 이력 (Changelog)
| 날짜 | 변경 내용 | 처리 방식 | 신뢰도 |
|------|-----------|-----------|--------|
| 2026-05-08 | P-Reinforce Phase 1 정규화 | UPDATE | A |
| 2026-05-09 | Manual cleanup — 매 architecture 응용 + AI agent SoC + code pattern + 안티패턴 추가 | UPDATE | B |
