Overview

Overview

Lillo provides advanced image generation capabilities through OpenAI's DALL-E 3 integration, supporting both command-based and natural language interactions. The system includes intelligent prompt enhancement, caption generation, and comprehensive error handling.

Core Components

1. Image Generation Service

  • DALL-E 3 integration for high-quality image generation

  • Prompt enhancement with style templates

  • Secure API key management

  • Quality and size optimization (1024x1024)

2. Caption Generation

  • GPT-4o-mini for intelligent caption creation

  • Context-aware caption formatting

  • HTML formatting support

  • Fallback to original prompt

3. Storage and Management

  • Secure image URL storage

  • Post history tracking

  • Generation metadata

  • Buffer handling for Telegram

Architecture

Request Flow

  1. User Input

    • Command: /img <prompt>

    • Natural Language: Function calling

    • Style template integration

    • Content validation

  2. Processing

    • Parallel image and caption generation

    • Buffer handling

    • Error management

    • Rate limiting

  3. Response

    • Telegram photo message

    • Caption inclusion

    • Error feedback

    • Post storage

Security

Content Policy

  • OpenAI content guidelines enforcement

  • Input validation

  • Output verification

  • User feedback

Rate Limiting

  • Per-user limits

  • Function cooldowns

  • Service capacity management

  • Error handling

Error Management

  • User-friendly messages

  • Detailed logging

  • Request tracking

  • Fallback mechanisms

Performance

Optimization

  • Parallel processing

  • Buffer management

  • Response caching

  • Request tracking

Monitoring

  • Request duration tracking

  • Success rate monitoring

  • Error logging

  • Usage analytics

  • Models - Technical details of AI models

  • Commands - Command usage and examples

Last updated