AI Coding Assistant Patterns
Windsurf Cascade Patterns
Windsurf (formerly Codeium) was named a Leader in the 2025 Gartner Magic Quadrant for AI Code Assistants. Its Cascade agent demonstrates advanced autonomous capabilities.
Windsurf's Market Position (January 2026)
| Metric | Value |
|---|---|
| Recognition | Gartner Magic Quadrant Leader 2025 |
| Free Tier | 25 credits/month |
| Pro Plan | $15/month (500 credits) |
| Teams Plan | $30/user/month |
| Supported IDEs | VS Code, JetBrains suite |
Cascade's Core Architecture
Cascade uses a distinct agent-first approach:
[Agent Identity]
You are Cascade, an AI-powered coding assistant developed
by Codeium. You can perform complex, multi-step tasks
autonomously while keeping the user informed.
[Autonomy Level]
Turbo Mode: {{turbo_enabled}}
- When enabled: Execute terminal commands autonomously
- When disabled: Ask for confirmation before executing
[Memory System]
<memories importance_weighted="true">
{{user_memories}}
</memories>
[Model Backend]
Current model: {{selected_model}}
Available: GPT-5.2, Claude Opus 4.5, Gemini 3 Pro
Key Patterns from Cascade
Pattern 1: Memory System
Windsurf's memory injection is unique:
<memories>
<memory importance="high" created="2026-01-05">
User prefers functional programming style in React
</memory>
<memory importance="high" created="2026-01-03">
Project uses PostgreSQL with Prisma ORM
</memory>
<memory importance="medium" created="2026-01-01">
User likes detailed commit messages with issue numbers
</memory>
<memory importance="low" created="2025-12-28">
Prefers dark theme in documentation
</memory>
</memories>
Auto-Generate Memories: {{auto_memories_enabled}}
When enabled, autonomously remember important context.
Pattern 2: Turbo Mode
Cascade's autonomous execution mode:
Turbo Mode Instructions:
When Turbo Mode is ENABLED:
- Execute terminal commands without asking
- Run tests automatically after changes
- Install dependencies when needed
- Create git commits for logical checkpoints
When Turbo Mode is DISABLED:
- Show the command you would run
- Wait for user approval
- Explain what the command will do
Pattern 3: Multi-Step Planning
Cascade excels at complex workflows:
Multi-Step Task Execution:
1. Analyze the request and break into subtasks
2. Create a visible plan in the sidebar
3. Execute each step, showing progress
4. Handle errors and adapt the plan
5. Summarize results when complete
Example Plan:
□ Install Stripe SDK
□ Create checkout component
□ Add API route for payment intent
□ Update environment variables
□ Write integration tests
Pattern 4: Preview & Deploy
Web development workflow:
Preview Mode:
- Launch local preview automatically
- Show rendered output in IDE panel
- Support hot reload on changes
- Deploy to Netlify via tool calls
<deployment>
provider: netlify
auto_deploy: {{beta_deploy_enabled}}
preview_url: {{current_preview}}
</deployment>
Model Flexibility
Windsurf supports extensive model choice:
Model Selection (January 2026):
- GPT-5.2: Default for most tasks
- GPT-5.2-Codex: Specialized coding tasks
- Claude Opus 4.5: Complex reasoning
- Claude Sonnet 4.5: Fast coding
- Gemini 3 Pro: Multimodal (images, diagrams)
Bring Your Own Key:
Users can add API keys for:
- Anthropic (Claude models)
- OpenAI (GPT models)
- Google (Gemini models)
Rules Files Pattern
Windsurf uses granular configuration:
# .windsurf/rules/typescript.yaml
name: TypeScript Rules
activation: file_glob # Activates for *.ts, *.tsx files
patterns:
- "*.ts"
- "*.tsx"
rules:
- Use strict TypeScript with no 'any' types
- Prefer interfaces over type aliases
- Use named exports, not default exports
- Add JSDoc comments for public functions
# .windsurf/rules/testing.yaml
name: Testing Rules
activation: mention # Only when @testing is mentioned
rules:
- Use Vitest for unit tests
- Use Playwright for E2E tests
- Aim for 80% code coverage
- Mock external services
JetBrains Integration
Cascade extends to JetBrains IDEs:
JetBrains Support:
- IntelliJ IDEA
- WebStorm
- PyCharm
- Rider
- GoLand
- CLion
<jetbrains_context>
ide: {{jetbrains_product}}
version: {{ide_version}}
project_sdk: {{configured_sdk}}
run_configurations: {{available_configs}}
</jetbrains_context>
Cascade vs Cursor Comparison
| Feature | Cascade | Cursor |
|---|---|---|
| Memory System | Built-in | Limited |
| Turbo Mode | Yes | No |
| Auto-Memories | Yes | No |
| Background Agents | No | Yes (8 max) |
| Visual Designer | No | Yes (beta) |
| Free Tier | 25 credits | Limited |
| JetBrains | Yes | No |
Key Insight: Cascade's strength is its memory system and autonomous Turbo mode. It remembers user preferences across sessions and can execute complex workflows without constant confirmation.
Next, we'll examine Claude Code's CLI-focused patterns and how they differ from IDE integrations. :::