ai-chat-studio

AI Chat Studio

Part of Agent Skills™ by googleadsagent.ai™

Description

AI Chat Studio provides a multi-LLM chat orchestration framework with 300+ assistant presets, intelligent model routing, and conversation management. The agent configures and manages interactions across multiple language model providers—OpenAI, Anthropic, Google, open-source models—selecting the optimal model for each task based on capability, cost, and latency requirements.

Not every task needs the most powerful model. A code review benefits from a reasoning-heavy model; a translation task runs well on a mid-tier model; a simple reformatting task wastes money on anything beyond a fast, cheap model. This skill implements intelligent routing that matches task characteristics to model capabilities, reducing cost by 40-60% while maintaining quality where it matters.

The 300+ assistant presets encode domain-specific system prompts, temperature settings, and output format constraints for common tasks: code generation, technical writing, data analysis, creative ideation, customer support, legal review, and more. Each preset is tested against a quality benchmark and tagged with the models it performs best on.

Use When

• Configuring multi-provider LLM access in an application
• Routing tasks to the optimal model by cost-quality trade-off
• Managing conversation history and context windows
• Deploying domain-specific AI assistants with curated presets
• Building chat interfaces with streaming responses
• Comparing model outputs for the same prompt across providers

How It Works

graph TD
    A[User Message] --> B[Task Classifier]
    B --> C{Task Type}
    C -->|Complex Reasoning| D[Claude 4 / GPT-4o]
    C -->|Code Generation| E[Claude 4 / Codestral]
    C -->|Translation| F[GPT-4o-mini / Gemini Flash]
    C -->|Simple Format| G[Haiku / Flash]
    D --> H[Apply Preset: System Prompt + Params]
    E --> H
    F --> H
    G --> H
    H --> I[Manage Context Window]
    I --> J[Stream Response]
    J --> K[Log Usage + Cost]