Refine AI-generated code through specific feedback—point out errors, identify gaps, show desired changes, reference style guides
Scanned 6/6/2026
Install via CLI
openskills install jpcaparas/superpowers-laravel---
name: laravel:iterating-on-code
description: Refine AI-generated code through specific feedback—point out errors, identify gaps, show desired changes, reference style guides
---
# Iterating on Code
AI-generated code rarely perfect on first try. Effective iteration gets you from "close" to "exactly right."
## Incorrect Code
### Vague Feedback
"This doesn't work"
### Specific Feedback
"The validation is incorrect:
**Current code:**
```php
'email' => 'required|email|unique:users'
```
**Problem:** This allows updating a user's email to another user's existing email. The unique rule needs to ignore the current user.
**Fix:**
```php
'email' => [
'required',
'email',
Rule::unique('users')->ignore($this->user()->id)
]
```
This allows the user to keep their own email but prevents duplicates with other users."
**Why it works:** Identifies the specific problem, explains why it's wrong, shows the correct solution.
## Incomplete Code
### Vague
"Something's missing"
### Specific
"The OrderService is missing error handling:
**Current implementation:**
```php
public function createOrder(array $data): Order
{
$order = Order::create($data);
$this->processPayment($order);
return $order;
}
```
**Missing:**
1. Transaction wrapping (payment and order creation should be atomic)
2. Payment failure handling
3. Inventory validation before creating order
4. Event dispatching after successful creation
**Add:**
```php
DB::transaction(function () use ($data) {
$this->validateInventory($data['items']);
$order = Order::create($data);
$this->processPayment($order);
event(new OrderCreated($order));
return $order;
});
```
Plus add try/catch for payment failures."
**Why it works:** Lists specific missing pieces with context and shows how to add them.
## Refinement Needed
### Vague
"Make it better"
### Specific
"Refine the query for better performance:
**Current:**
```php
$products = Product::all()->filter(function ($product) {
return $product->isActive() && $product->inStock();
});
```
**Issues:**
- Loads all products into memory (inefficient for large datasets)
- Filters in PHP instead of database
- Calls methods on each product (N+1 potential)
**Refined:**
```php
$products = Product::query()
->where('active', true)
->where('stock_quantity', '>', 0)
->get();
```
Move filtering to database, use indexed columns, avoid loading unnecessary data."
**Why it works:** Explains what needs refinement and why, shows the improved version.
## Style Issues
### Vague
"Follow our style guide"
### Specific
"Update to match our coding standards:
**Current:**
```php
public function get_user_orders($userId) {
return Order::where('user_id', $userId)->get();
}
```
**Style issues:**
1. Method name should be camelCase: `getUserOrders`
2. Parameter should be camelCase: `$userId` ✓ (already correct)
3. Missing return type hint
4. Missing docblock for complex queries
**Corrected:**
```php
/**
* Get all orders for a specific user.
*/
public function getUserOrders(int $userId): Collection
{
return Order::where('user_id', $userId)->get();
}
```
See our style guide: `docs/coding-standards.md`"
**Why it works:** Points to specific style violations, shows corrections, references the style guide.
## Incremental Validation
### Bad Approach
"Change the validation, add error handling, refactor the service, update the tests, and add logging"
### Good Approach
"Let's iterate step by step:
**Step 1:** Fix the validation issue first
```php
'email' => Rule::unique('users')->ignore($this->user()->id)
```
Let's verify this works before moving on."
*[After validation confirmed working]*
"**Step 2:** Now add error handling for the payment processing
```php
try {
$this->processPayment($order);
} catch (PaymentException $e) {
Log::error('Payment failed', ['order' => $order->id]);
throw new OrderProcessingException('Payment failed', previous: $e);
}
```
Test this before we continue."
**Why it works:** One change at a time, validate each step, build confidence incrementally.
## Feedback Patterns
### Pattern: Point Out + Explain + Show Fix
```
"The relationship is incorrect:
**Current:** `return $this->hasMany(Post::class);`
**Problem:** A User has many Posts, but you're defining this in the Post model. This creates a circular relationship.
**Fix:** Move this to the User model, or if you meant Post belongs to User:
```php
// In Post model
public function user(): BelongsTo
{
return $this->belongsTo(User::class);
}
```"
```
### Pattern: Missing + Why It Matters + How to Add
```
"Missing authorization check:
**Why it matters:** Any authenticated user can delete any order, not just their own.
**Add this to OrderController@destroy:**
```php
$this->authorize('delete', $order);
```
And create the policy method:
```php
// In OrderPolicy
public function delete(User $user, Order $order): bool
{
return $user->id === $order->user_id;
}
```"
```
### Pattern: Current + Issues + Improved
```
"Current implementation has issues:
**Current:**
```php
foreach ($orders as $order) {
$order->load('items', 'customer', 'shipping');
}
```
**Issues:**
- N+1 queries (loads relationships in loop)
- Inefficient for large datasets
**Improved:**
```php
$orders = Order::with(['items', 'customer', 'shipping'])->get();
```
Single query with eager loading."
```
## Quick Reference
Iterate effectively:
- **Be specific** - Point to exact lines, explain exact problems
- **Show, don't just tell** - Provide corrected code
- **Explain why** - Help the AI understand the reasoning
- **One change at a time** - Validate incrementally
- **Reference standards** - Point to style guides, docs, examples
Specific feedback = better iterations = code that fits your needs.
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