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@@ -7,6 +7,7 @@ Expert Context Restoration Specialist focused on intelligent, semantic-aware con
|
||||
## Context Overview
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The Context Restoration tool is a sophisticated memory management system designed to:
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- Recover and reconstruct project context across distributed AI workflows
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- Enable seamless continuity in complex, long-running projects
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- Provide intelligent, semantically-aware context rehydration
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@@ -15,6 +16,7 @@ The Context Restoration tool is a sophisticated memory management system designe
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## Core Requirements and Arguments
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### Input Parameters
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- `context_source`: Primary context storage location (vector database, file system)
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- `project_identifier`: Unique project namespace
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- `restoration_mode`:
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@@ -27,6 +29,7 @@ The Context Restoration tool is a sophisticated memory management system designe
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||||
## Advanced Context Retrieval Strategies
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### 1. Semantic Vector Search
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- Utilize multi-dimensional embedding models for context retrieval
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- Employ cosine similarity and vector clustering techniques
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- Support multi-modal embedding (text, code, architectural diagrams)
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@@ -44,6 +47,7 @@ def semantic_context_retrieve(project_id, query_vector, top_k=5):
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```
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### 2. Relevance Filtering and Ranking
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- Implement multi-stage relevance scoring
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- Consider temporal decay, semantic similarity, and historical impact
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- Dynamic weighting of context components
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@@ -64,6 +68,7 @@ def rank_context_components(contexts, current_state):
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```
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### 3. Context Rehydration Patterns
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- Implement incremental context loading
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- Support partial and full context reconstruction
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- Manage token budgets dynamically
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@@ -93,26 +98,31 @@ def rehydrate_context(project_context, token_budget=8192):
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```
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### 4. Session State Reconstruction
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- Reconstruct agent workflow state
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- Preserve decision trails and reasoning contexts
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- Support multi-agent collaboration history
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### 5. Context Merging and Conflict Resolution
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- Implement three-way merge strategies
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- Detect and resolve semantic conflicts
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- Maintain provenance and decision traceability
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### 6. Incremental Context Loading
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- Support lazy loading of context components
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- Implement context streaming for large projects
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- Enable dynamic context expansion
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### 7. Context Validation and Integrity Checks
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- Cryptographic context signatures
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- Semantic consistency verification
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- Version compatibility checks
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### 8. Performance Optimization
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- Implement efficient caching mechanisms
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- Use probabilistic data structures for context indexing
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- Optimize vector search algorithms
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@@ -120,12 +130,14 @@ def rehydrate_context(project_context, token_budget=8192):
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## Reference Workflows
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### Workflow 1: Project Resumption
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1. Retrieve most recent project context
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2. Validate context against current codebase
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3. Selectively restore relevant components
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4. Generate resumption summary
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### Workflow 2: Cross-Project Knowledge Transfer
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1. Extract semantic vectors from source project
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2. Map and transfer relevant knowledge
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3. Adapt context to target project's domain
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@@ -145,13 +157,15 @@ context-restore project:ml-pipeline --query "model training strategy"
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```
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## Integration Patterns
|
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- RAG (Retrieval Augmented Generation) pipelines
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- Multi-agent workflow coordination
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- Continuous learning systems
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- Enterprise knowledge management
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## Future Roadmap
|
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|
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- Enhanced multi-modal embedding support
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- Quantum-inspired vector search algorithms
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- Self-healing context reconstruction
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- Adaptive learning context strategies
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- Adaptive learning context strategies
|
||||
|
||||
@@ -3,15 +3,19 @@
|
||||
You are a code refactoring expert specializing in clean code principles, SOLID design patterns, and modern software engineering best practices. Analyze and refactor the provided code to improve its quality, maintainability, and performance.
|
||||
|
||||
## Context
|
||||
|
||||
The user needs help refactoring code to make it cleaner, more maintainable, and aligned with best practices. Focus on practical improvements that enhance code quality without over-engineering.
|
||||
|
||||
## Requirements
|
||||
|
||||
$ARGUMENTS
|
||||
|
||||
## Instructions
|
||||
|
||||
### 1. Code Analysis
|
||||
|
||||
First, analyze the current code for:
|
||||
|
||||
- **Code Smells**
|
||||
- Long methods/functions (>20 lines)
|
||||
- Large classes (>200 lines)
|
||||
@@ -42,6 +46,7 @@ First, analyze the current code for:
|
||||
Create a prioritized refactoring plan:
|
||||
|
||||
**Immediate Fixes (High Impact, Low Effort)**
|
||||
|
||||
- Extract magic numbers to constants
|
||||
- Improve variable and function names
|
||||
- Remove dead code
|
||||
@@ -49,6 +54,7 @@ Create a prioritized refactoring plan:
|
||||
- Extract duplicate code to functions
|
||||
|
||||
**Method Extraction**
|
||||
|
||||
```
|
||||
# Before
|
||||
def process_order(order):
|
||||
@@ -64,12 +70,14 @@ def process_order(order):
|
||||
```
|
||||
|
||||
**Class Decomposition**
|
||||
|
||||
- Extract responsibilities to separate classes
|
||||
- Create interfaces for dependencies
|
||||
- Implement dependency injection
|
||||
- Use composition over inheritance
|
||||
|
||||
**Pattern Application**
|
||||
|
||||
- Factory pattern for object creation
|
||||
- Strategy pattern for algorithm variants
|
||||
- Observer pattern for event handling
|
||||
@@ -81,6 +89,7 @@ def process_order(order):
|
||||
Provide concrete examples of applying each SOLID principle:
|
||||
|
||||
**Single Responsibility Principle (SRP)**
|
||||
|
||||
```python
|
||||
# BEFORE: Multiple responsibilities in one class
|
||||
class UserManager:
|
||||
@@ -121,6 +130,7 @@ class UserService:
|
||||
```
|
||||
|
||||
**Open/Closed Principle (OCP)**
|
||||
|
||||
```python
|
||||
# BEFORE: Modification required for new discount types
|
||||
class DiscountCalculator:
|
||||
@@ -166,44 +176,62 @@ class DiscountCalculator:
|
||||
```
|
||||
|
||||
**Liskov Substitution Principle (LSP)**
|
||||
|
||||
```typescript
|
||||
// BEFORE: Violates LSP - Square changes Rectangle behavior
|
||||
class Rectangle {
|
||||
constructor(protected width: number, protected height: number) {}
|
||||
constructor(
|
||||
protected width: number,
|
||||
protected height: number,
|
||||
) {}
|
||||
|
||||
setWidth(width: number) { this.width = width; }
|
||||
setHeight(height: number) { this.height = height; }
|
||||
area(): number { return this.width * this.height; }
|
||||
setWidth(width: number) {
|
||||
this.width = width;
|
||||
}
|
||||
setHeight(height: number) {
|
||||
this.height = height;
|
||||
}
|
||||
area(): number {
|
||||
return this.width * this.height;
|
||||
}
|
||||
}
|
||||
|
||||
class Square extends Rectangle {
|
||||
setWidth(width: number) {
|
||||
this.width = width;
|
||||
this.height = width; // Breaks LSP
|
||||
}
|
||||
setHeight(height: number) {
|
||||
this.width = height;
|
||||
this.height = height; // Breaks LSP
|
||||
}
|
||||
setWidth(width: number) {
|
||||
this.width = width;
|
||||
this.height = width; // Breaks LSP
|
||||
}
|
||||
setHeight(height: number) {
|
||||
this.width = height;
|
||||
this.height = height; // Breaks LSP
|
||||
}
|
||||
}
|
||||
|
||||
// AFTER: Proper abstraction respects LSP
|
||||
interface Shape {
|
||||
area(): number;
|
||||
area(): number;
|
||||
}
|
||||
|
||||
class Rectangle implements Shape {
|
||||
constructor(private width: number, private height: number) {}
|
||||
area(): number { return this.width * this.height; }
|
||||
constructor(
|
||||
private width: number,
|
||||
private height: number,
|
||||
) {}
|
||||
area(): number {
|
||||
return this.width * this.height;
|
||||
}
|
||||
}
|
||||
|
||||
class Square implements Shape {
|
||||
constructor(private side: number) {}
|
||||
area(): number { return this.side * this.side; }
|
||||
constructor(private side: number) {}
|
||||
area(): number {
|
||||
return this.side * this.side;
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
**Interface Segregation Principle (ISP)**
|
||||
|
||||
```java
|
||||
// BEFORE: Fat interface forces unnecessary implementations
|
||||
interface Worker {
|
||||
@@ -243,6 +271,7 @@ class Robot implements Workable {
|
||||
```
|
||||
|
||||
**Dependency Inversion Principle (DIP)**
|
||||
|
||||
```go
|
||||
// BEFORE: High-level module depends on low-level module
|
||||
type MySQLDatabase struct{}
|
||||
@@ -392,30 +421,30 @@ class OrderService:
|
||||
// SMELL: Long Parameter List
|
||||
// BEFORE
|
||||
function createUser(
|
||||
firstName: string,
|
||||
lastName: string,
|
||||
email: string,
|
||||
phone: string,
|
||||
address: string,
|
||||
city: string,
|
||||
state: string,
|
||||
zipCode: string
|
||||
firstName: string,
|
||||
lastName: string,
|
||||
email: string,
|
||||
phone: string,
|
||||
address: string,
|
||||
city: string,
|
||||
state: string,
|
||||
zipCode: string,
|
||||
) {}
|
||||
|
||||
// AFTER: Parameter Object
|
||||
interface UserData {
|
||||
firstName: string;
|
||||
lastName: string;
|
||||
email: string;
|
||||
phone: string;
|
||||
address: Address;
|
||||
firstName: string;
|
||||
lastName: string;
|
||||
email: string;
|
||||
phone: string;
|
||||
address: Address;
|
||||
}
|
||||
|
||||
interface Address {
|
||||
street: string;
|
||||
city: string;
|
||||
state: string;
|
||||
zipCode: string;
|
||||
street: string;
|
||||
city: string;
|
||||
state: string;
|
||||
zipCode: string;
|
||||
}
|
||||
|
||||
function createUser(userData: UserData) {}
|
||||
@@ -423,56 +452,56 @@ function createUser(userData: UserData) {}
|
||||
// SMELL: Feature Envy (method uses another class's data more than its own)
|
||||
// BEFORE
|
||||
class Order {
|
||||
calculateShipping(customer: Customer): number {
|
||||
if (customer.isPremium) {
|
||||
return customer.address.isInternational ? 0 : 5;
|
||||
}
|
||||
return customer.address.isInternational ? 20 : 10;
|
||||
calculateShipping(customer: Customer): number {
|
||||
if (customer.isPremium) {
|
||||
return customer.address.isInternational ? 0 : 5;
|
||||
}
|
||||
return customer.address.isInternational ? 20 : 10;
|
||||
}
|
||||
}
|
||||
|
||||
// AFTER: Move method to the class it envies
|
||||
class Customer {
|
||||
calculateShippingCost(): number {
|
||||
if (this.isPremium) {
|
||||
return this.address.isInternational ? 0 : 5;
|
||||
}
|
||||
return this.address.isInternational ? 20 : 10;
|
||||
calculateShippingCost(): number {
|
||||
if (this.isPremium) {
|
||||
return this.address.isInternational ? 0 : 5;
|
||||
}
|
||||
return this.address.isInternational ? 20 : 10;
|
||||
}
|
||||
}
|
||||
|
||||
class Order {
|
||||
calculateShipping(customer: Customer): number {
|
||||
return customer.calculateShippingCost();
|
||||
}
|
||||
calculateShipping(customer: Customer): number {
|
||||
return customer.calculateShippingCost();
|
||||
}
|
||||
}
|
||||
|
||||
// SMELL: Primitive Obsession
|
||||
// BEFORE
|
||||
function validateEmail(email: string): boolean {
|
||||
return /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
|
||||
return /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
|
||||
}
|
||||
|
||||
let userEmail: string = "test@example.com";
|
||||
|
||||
// AFTER: Value Object
|
||||
class Email {
|
||||
private readonly value: string;
|
||||
private readonly value: string;
|
||||
|
||||
constructor(email: string) {
|
||||
if (!this.isValid(email)) {
|
||||
throw new Error("Invalid email format");
|
||||
}
|
||||
this.value = email;
|
||||
constructor(email: string) {
|
||||
if (!this.isValid(email)) {
|
||||
throw new Error("Invalid email format");
|
||||
}
|
||||
this.value = email;
|
||||
}
|
||||
|
||||
private isValid(email: string): boolean {
|
||||
return /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
|
||||
}
|
||||
private isValid(email: string): boolean {
|
||||
return /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
|
||||
}
|
||||
|
||||
toString(): string {
|
||||
return this.value;
|
||||
}
|
||||
toString(): string {
|
||||
return this.value;
|
||||
}
|
||||
}
|
||||
|
||||
let userEmail = new Email("test@example.com"); // Validation automatic
|
||||
@@ -482,15 +511,15 @@ let userEmail = new Email("test@example.com"); // Validation automatic
|
||||
|
||||
**Code Quality Metrics Interpretation Matrix**
|
||||
|
||||
| Metric | Good | Warning | Critical | Action |
|
||||
|--------|------|---------|----------|--------|
|
||||
| Cyclomatic Complexity | <10 | 10-15 | >15 | Split into smaller methods |
|
||||
| Method Lines | <20 | 20-50 | >50 | Extract methods, apply SRP |
|
||||
| Class Lines | <200 | 200-500 | >500 | Decompose into multiple classes |
|
||||
| Test Coverage | >80% | 60-80% | <60% | Add unit tests immediately |
|
||||
| Code Duplication | <3% | 3-5% | >5% | Extract common code |
|
||||
| Comment Ratio | 10-30% | <10% or >50% | N/A | Improve naming or reduce noise |
|
||||
| Dependency Count | <5 | 5-10 | >10 | Apply DIP, use facades |
|
||||
| Metric | Good | Warning | Critical | Action |
|
||||
| --------------------- | ------ | ------------ | -------- | ------------------------------- |
|
||||
| Cyclomatic Complexity | <10 | 10-15 | >15 | Split into smaller methods |
|
||||
| Method Lines | <20 | 20-50 | >50 | Extract methods, apply SRP |
|
||||
| Class Lines | <200 | 200-500 | >500 | Decompose into multiple classes |
|
||||
| Test Coverage | >80% | 60-80% | <60% | Add unit tests immediately |
|
||||
| Code Duplication | <3% | 3-5% | >5% | Extract common code |
|
||||
| Comment Ratio | 10-30% | <10% or >50% | N/A | Improve naming or reduce noise |
|
||||
| Dependency Count | <5 | 5-10 | >10 | Apply DIP, use facades |
|
||||
|
||||
**Refactoring ROI Analysis**
|
||||
|
||||
@@ -554,18 +583,18 @@ jobs:
|
||||
# GitHub Copilot Autofix
|
||||
- uses: github/copilot-autofix@v1
|
||||
with:
|
||||
languages: 'python,typescript,go'
|
||||
languages: "python,typescript,go"
|
||||
|
||||
# CodeRabbit AI Review
|
||||
- uses: coderabbitai/action@v1
|
||||
with:
|
||||
review_type: 'comprehensive'
|
||||
focus: 'security,performance,maintainability'
|
||||
review_type: "comprehensive"
|
||||
focus: "security,performance,maintainability"
|
||||
|
||||
# Codium AI PR-Agent
|
||||
- uses: codiumai/pr-agent@v1
|
||||
with:
|
||||
commands: '/review --pr_reviewer.num_code_suggestions=5'
|
||||
commands: "/review --pr_reviewer.num_code_suggestions=5"
|
||||
```
|
||||
|
||||
**Static Analysis Toolchain**
|
||||
@@ -693,6 +722,7 @@ rules:
|
||||
Provide the complete refactored code with:
|
||||
|
||||
**Clean Code Principles**
|
||||
|
||||
- Meaningful names (searchable, pronounceable, no abbreviations)
|
||||
- Functions do one thing well
|
||||
- No side effects
|
||||
@@ -701,6 +731,7 @@ Provide the complete refactored code with:
|
||||
- YAGNI (You Aren't Gonna Need It)
|
||||
|
||||
**Error Handling**
|
||||
|
||||
```python
|
||||
# Use specific exceptions
|
||||
class OrderValidationError(Exception):
|
||||
@@ -720,6 +751,7 @@ def validate_order(order):
|
||||
```
|
||||
|
||||
**Documentation**
|
||||
|
||||
```python
|
||||
def calculate_discount(order: Order, customer: Customer) -> Decimal:
|
||||
"""
|
||||
@@ -742,6 +774,7 @@ def calculate_discount(order: Order, customer: Customer) -> Decimal:
|
||||
Generate comprehensive tests for the refactored code:
|
||||
|
||||
**Unit Tests**
|
||||
|
||||
```python
|
||||
class TestOrderProcessor:
|
||||
def test_validate_order_empty_items(self):
|
||||
@@ -757,6 +790,7 @@ class TestOrderProcessor:
|
||||
```
|
||||
|
||||
**Test Coverage**
|
||||
|
||||
- All public methods tested
|
||||
- Edge cases covered
|
||||
- Error conditions verified
|
||||
@@ -767,12 +801,14 @@ class TestOrderProcessor:
|
||||
Provide clear comparisons showing improvements:
|
||||
|
||||
**Metrics**
|
||||
|
||||
- Cyclomatic complexity reduction
|
||||
- Lines of code per method
|
||||
- Test coverage increase
|
||||
- Performance improvements
|
||||
|
||||
**Example**
|
||||
|
||||
```
|
||||
Before:
|
||||
- processData(): 150 lines, complexity: 25
|
||||
@@ -792,6 +828,7 @@ After:
|
||||
If breaking changes are introduced:
|
||||
|
||||
**Step-by-Step Migration**
|
||||
|
||||
1. Install new dependencies
|
||||
2. Update import statements
|
||||
3. Replace deprecated methods
|
||||
@@ -799,6 +836,7 @@ If breaking changes are introduced:
|
||||
5. Execute test suite
|
||||
|
||||
**Backward Compatibility**
|
||||
|
||||
```python
|
||||
# Temporary adapter for smooth migration
|
||||
class LegacyOrderProcessor:
|
||||
@@ -816,6 +854,7 @@ class LegacyOrderProcessor:
|
||||
Include specific optimizations:
|
||||
|
||||
**Algorithm Improvements**
|
||||
|
||||
```python
|
||||
# Before: O(n²)
|
||||
for item in items:
|
||||
@@ -830,6 +869,7 @@ for item_id, item in item_map.items():
|
||||
```
|
||||
|
||||
**Caching Strategy**
|
||||
|
||||
```python
|
||||
from functools import lru_cache
|
||||
|
||||
|
||||
@@ -3,9 +3,11 @@
|
||||
You are a technical debt expert specializing in identifying, quantifying, and prioritizing technical debt in software projects. Analyze the codebase to uncover debt, assess its impact, and create actionable remediation plans.
|
||||
|
||||
## Context
|
||||
|
||||
The user needs a comprehensive technical debt analysis to understand what's slowing down development, increasing bugs, and creating maintenance challenges. Focus on practical, measurable improvements with clear ROI.
|
||||
|
||||
## Requirements
|
||||
|
||||
$ARGUMENTS
|
||||
|
||||
## Instructions
|
||||
@@ -15,12 +17,12 @@ $ARGUMENTS
|
||||
Conduct a thorough scan for all types of technical debt:
|
||||
|
||||
**Code Debt**
|
||||
|
||||
- **Duplicated Code**
|
||||
- Exact duplicates (copy-paste)
|
||||
- Similar logic patterns
|
||||
- Repeated business rules
|
||||
- Quantify: Lines duplicated, locations
|
||||
|
||||
- **Complex Code**
|
||||
- High cyclomatic complexity (>10)
|
||||
- Deeply nested conditionals (>3 levels)
|
||||
@@ -36,6 +38,7 @@ Conduct a thorough scan for all types of technical debt:
|
||||
- Quantify: Coupling metrics, change frequency
|
||||
|
||||
**Architecture Debt**
|
||||
|
||||
- **Design Flaws**
|
||||
- Missing abstractions
|
||||
- Leaky abstractions
|
||||
@@ -51,6 +54,7 @@ Conduct a thorough scan for all types of technical debt:
|
||||
- Quantify: Version lag, security vulnerabilities
|
||||
|
||||
**Testing Debt**
|
||||
|
||||
- **Coverage Gaps**
|
||||
- Untested code paths
|
||||
- Missing edge cases
|
||||
@@ -66,6 +70,7 @@ Conduct a thorough scan for all types of technical debt:
|
||||
- Quantify: Test runtime, failure rate
|
||||
|
||||
**Documentation Debt**
|
||||
|
||||
- **Missing Documentation**
|
||||
- No API documentation
|
||||
- Undocumented complex logic
|
||||
@@ -74,6 +79,7 @@ Conduct a thorough scan for all types of technical debt:
|
||||
- Quantify: Undocumented public APIs
|
||||
|
||||
**Infrastructure Debt**
|
||||
|
||||
- **Deployment Issues**
|
||||
- Manual deployment steps
|
||||
- No rollback procedures
|
||||
@@ -86,10 +92,11 @@ Conduct a thorough scan for all types of technical debt:
|
||||
Calculate the real cost of each debt item:
|
||||
|
||||
**Development Velocity Impact**
|
||||
|
||||
```
|
||||
Debt Item: Duplicate user validation logic
|
||||
Locations: 5 files
|
||||
Time Impact:
|
||||
Time Impact:
|
||||
- 2 hours per bug fix (must fix in 5 places)
|
||||
- 4 hours per feature change
|
||||
- Monthly impact: ~20 hours
|
||||
@@ -97,12 +104,13 @@ Annual Cost: 240 hours × $150/hour = $36,000
|
||||
```
|
||||
|
||||
**Quality Impact**
|
||||
|
||||
```
|
||||
Debt Item: No integration tests for payment flow
|
||||
Bug Rate: 3 production bugs/month
|
||||
Average Bug Cost:
|
||||
- Investigation: 4 hours
|
||||
- Fix: 2 hours
|
||||
- Fix: 2 hours
|
||||
- Testing: 2 hours
|
||||
- Deployment: 1 hour
|
||||
Monthly Cost: 3 bugs × 9 hours × $150 = $4,050
|
||||
@@ -110,6 +118,7 @@ Annual Cost: $48,600
|
||||
```
|
||||
|
||||
**Risk Assessment**
|
||||
|
||||
- **Critical**: Security vulnerabilities, data loss risk
|
||||
- **High**: Performance degradation, frequent outages
|
||||
- **Medium**: Developer frustration, slow feature delivery
|
||||
@@ -120,26 +129,27 @@ Annual Cost: $48,600
|
||||
Create measurable KPIs:
|
||||
|
||||
**Code Quality Metrics**
|
||||
|
||||
```yaml
|
||||
Metrics:
|
||||
cyclomatic_complexity:
|
||||
current: 15.2
|
||||
target: 10.0
|
||||
files_above_threshold: 45
|
||||
|
||||
|
||||
code_duplication:
|
||||
percentage: 23%
|
||||
target: 5%
|
||||
duplication_hotspots:
|
||||
- src/validation: 850 lines
|
||||
- src/api/handlers: 620 lines
|
||||
|
||||
|
||||
test_coverage:
|
||||
unit: 45%
|
||||
integration: 12%
|
||||
e2e: 5%
|
||||
target: 80% / 60% / 30%
|
||||
|
||||
|
||||
dependency_health:
|
||||
outdated_major: 12
|
||||
outdated_minor: 34
|
||||
@@ -148,6 +158,7 @@ Metrics:
|
||||
```
|
||||
|
||||
**Trend Analysis**
|
||||
|
||||
```python
|
||||
debt_trends = {
|
||||
"2024_Q1": {"score": 750, "items": 125},
|
||||
@@ -164,6 +175,7 @@ Create an actionable roadmap based on ROI:
|
||||
|
||||
**Quick Wins (High Value, Low Effort)**
|
||||
Week 1-2:
|
||||
|
||||
```
|
||||
1. Extract duplicate validation logic to shared module
|
||||
Effort: 8 hours
|
||||
@@ -182,6 +194,7 @@ Week 1-2:
|
||||
```
|
||||
|
||||
**Medium-Term Improvements (Month 1-3)**
|
||||
|
||||
```
|
||||
1. Refactor OrderService (God class)
|
||||
- Split into 4 focused services
|
||||
@@ -195,12 +208,13 @@ Week 1-2:
|
||||
- Update component patterns
|
||||
- Migrate to hooks
|
||||
- Fix breaking changes
|
||||
Effort: 80 hours
|
||||
Effort: 80 hours
|
||||
Benefits: Performance +30%, Better DX
|
||||
ROI: Positive after 3 months
|
||||
```
|
||||
|
||||
**Long-Term Initiatives (Quarter 2-4)**
|
||||
|
||||
```
|
||||
1. Implement Domain-Driven Design
|
||||
- Define bounded contexts
|
||||
@@ -222,12 +236,13 @@ Week 1-2:
|
||||
### 5. Implementation Strategy
|
||||
|
||||
**Incremental Refactoring**
|
||||
|
||||
```python
|
||||
# Phase 1: Add facade over legacy code
|
||||
class PaymentFacade:
|
||||
def __init__(self):
|
||||
self.legacy_processor = LegacyPaymentProcessor()
|
||||
|
||||
|
||||
def process_payment(self, order):
|
||||
# New clean interface
|
||||
return self.legacy_processor.doPayment(order.to_legacy())
|
||||
@@ -243,7 +258,7 @@ class PaymentFacade:
|
||||
def __init__(self):
|
||||
self.new_service = PaymentService()
|
||||
self.legacy = LegacyPaymentProcessor()
|
||||
|
||||
|
||||
def process_payment(self, order):
|
||||
if feature_flag("use_new_payment"):
|
||||
return self.new_service.process_payment(order)
|
||||
@@ -251,15 +266,16 @@ class PaymentFacade:
|
||||
```
|
||||
|
||||
**Team Allocation**
|
||||
|
||||
```yaml
|
||||
Debt_Reduction_Team:
|
||||
dedicated_time: "20% sprint capacity"
|
||||
|
||||
|
||||
roles:
|
||||
- tech_lead: "Architecture decisions"
|
||||
- senior_dev: "Complex refactoring"
|
||||
- senior_dev: "Complex refactoring"
|
||||
- dev: "Testing and documentation"
|
||||
|
||||
|
||||
sprint_goals:
|
||||
- sprint_1: "Quick wins completed"
|
||||
- sprint_2: "God class refactoring started"
|
||||
@@ -271,17 +287,18 @@ Debt_Reduction_Team:
|
||||
Implement gates to prevent new debt:
|
||||
|
||||
**Automated Quality Gates**
|
||||
|
||||
```yaml
|
||||
pre_commit_hooks:
|
||||
- complexity_check: "max 10"
|
||||
- duplication_check: "max 5%"
|
||||
- test_coverage: "min 80% for new code"
|
||||
|
||||
|
||||
ci_pipeline:
|
||||
- dependency_audit: "no high vulnerabilities"
|
||||
- performance_test: "no regression >10%"
|
||||
- architecture_check: "no new violations"
|
||||
|
||||
|
||||
code_review:
|
||||
- requires_two_approvals: true
|
||||
- must_include_tests: true
|
||||
@@ -289,6 +306,7 @@ code_review:
|
||||
```
|
||||
|
||||
**Debt Budget**
|
||||
|
||||
```python
|
||||
debt_budget = {
|
||||
"allowed_monthly_increase": "2%",
|
||||
@@ -304,8 +322,10 @@ debt_budget = {
|
||||
### 7. Communication Plan
|
||||
|
||||
**Stakeholder Reports**
|
||||
|
||||
```markdown
|
||||
## Executive Summary
|
||||
|
||||
- Current debt score: 890 (High)
|
||||
- Monthly velocity loss: 35%
|
||||
- Bug rate increase: 45%
|
||||
@@ -313,19 +333,23 @@ debt_budget = {
|
||||
- Expected ROI: 280% over 12 months
|
||||
|
||||
## Key Risks
|
||||
|
||||
1. Payment system: 3 critical vulnerabilities
|
||||
2. Data layer: No backup strategy
|
||||
3. API: Rate limiting not implemented
|
||||
|
||||
## Proposed Actions
|
||||
|
||||
1. Immediate: Security patches (this week)
|
||||
2. Short-term: Core refactoring (1 month)
|
||||
3. Long-term: Architecture modernization (6 months)
|
||||
```
|
||||
|
||||
**Developer Documentation**
|
||||
|
||||
```markdown
|
||||
## Refactoring Guide
|
||||
|
||||
1. Always maintain backward compatibility
|
||||
2. Write tests before refactoring
|
||||
3. Use feature flags for gradual rollout
|
||||
@@ -333,6 +357,7 @@ debt_budget = {
|
||||
5. Measure impact with metrics
|
||||
|
||||
## Code Standards
|
||||
|
||||
- Complexity limit: 10
|
||||
- Method length: 20 lines
|
||||
- Class length: 200 lines
|
||||
@@ -345,6 +370,7 @@ debt_budget = {
|
||||
Track progress with clear KPIs:
|
||||
|
||||
**Monthly Metrics**
|
||||
|
||||
- Debt score reduction: Target -5%
|
||||
- New bug rate: Target -20%
|
||||
- Deployment frequency: Target +50%
|
||||
@@ -352,6 +378,7 @@ Track progress with clear KPIs:
|
||||
- Test coverage: Target +10%
|
||||
|
||||
**Quarterly Reviews**
|
||||
|
||||
- Architecture health score
|
||||
- Developer satisfaction survey
|
||||
- Performance benchmarks
|
||||
@@ -368,4 +395,4 @@ Track progress with clear KPIs:
|
||||
6. **Prevention Plan**: Processes to avoid accumulating new debt
|
||||
7. **ROI Projections**: Expected returns on debt reduction investment
|
||||
|
||||
Focus on delivering measurable improvements that directly impact development velocity, system reliability, and team morale.
|
||||
Focus on delivering measurable improvements that directly impact development velocity, system reliability, and team morale.
|
||||
|
||||
Reference in New Issue
Block a user