Notion Template Structure

I. Table of Contents (Master Navigation)

1. OpenAI-Native Environment Configuration
   - Foundation Setup
   - Implementation Example
2. Performance-Cost Balancing
   - Optimization Framework
   - Strategic Implementation
3. Integration Workflows
4. Strategic Checkpoint System

Section I: OpenAI-Native Environment

Page Properties

1. Foundation Setup

### API Authentication Architecture
- Token rotation system with secure environment variables
- Request throttling (1 req/sec free tier)
- Transparent token validation middleware

### Data Pipeline Construction
- Modular components with I/O contracts
- Error handling with granular logging
- Pre-processing integrity checks

### Component Integration
- Central OpenAI configuration mgmt
- Unified API interaction logging
- Health monitoring dashboard

2. Implementation Example

```python
# Core authentication middleware
class OpenAIAuthManager:
    def __init__(self, key_rotation_period=86400):
        self.keys = self._load_keys_from_secure_store()
        self.current_key_index = 0
        self.last_rotation = time.time()
        self.rotation_period = key_rotation_period

    def get_current_key(self):
        if time.time() - self.last_rotation > self.rotation_period:
            self._rotate_keys()
        return self.keys[self.current_key_index]

    def _rotate_keys(self):
        self.current_key_index = (self.current_key_index + 1) % len(self.keys)
        self.last_rotation = time.time()
        logging.info(f"API key rotated to position {self.current_key_index}")


*Embedded Note*

```markdown
> [!WARNING]
> Key index starts at 0 - ensure secure store has >=2 keys

Section II: Performance-Cost Balancing

Page Properties