Implements minimal code to pass failing TDD tests in green phase. Patterns for Django views (function/class/generic) and Express routes (inline/middleware/service).
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resources/implementation-playbook.mdDispatches parallel agents to independently tackle 2+ tasks like separate test failures or subsystems without shared state or dependencies.
Executes pre-written implementation plans: critically reviews, follows bite-sized steps exactly, runs verifications, tracks progress with checkpoints, uses git worktrees, stops on blockers.
Guides idea refinement into designs: explores context, asks questions one-by-one, proposes approaches, presents sections for approval, writes/review specs before coding.
def product_list(request): products = Product.objects.all() return JsonResponse({'products': list(products.values())})
class ProductListView(View): def get(self, request): products = Product.objects.all() return JsonResponse({'products': list(products.values())})
class ProductListView(ListView): model = Product context_object_name = 'products'
### Express Patterns
**Inline → Middleware → Service Layer:**
```javascript
// Green Phase: Inline logic
app.post('/api/users', (req, res) => {
const user = { id: Date.now(), ...req.body };
users.push(user);
res.json(user);
});
// Refactor: Extract middleware
app.post('/api/users', validateUser, (req, res) => {
const user = userService.create(req.body);
res.json(user);
});
// Refactor: Full layering
app.post('/api/users',
validateUser,
asyncHandler(userController.create)
);
resources/implementation-playbook.md for detailed patterns and examples.