KB: Meta Orchestrator & System Upgrades

This module documents the upgrade of the EbookBuilder agents from static prototypes to dynamic, Inference-powered tools, and the introduction of the Meta Orchestrator.

1. The Meta Orchestrator (Meta Agent)

Function: meta_orchestrator
Role: The "Brain" of the system. It takes high-level user goals and decomposes them into specific tool calls.
Workflow:
1. Analyze user intent.
2. Map intent to the 12+ specialized tools.
3. Suggest a sequence of execution.

2. Upgraded AI Capabilities

All specialized agents now use the Hugging Face Inference API (via InferenceClient) for real-time processing:

Llama-3 Integration: Powers the Meta Agent, Fact-Checker, Illustrator, and Legal Guard for complex reasoning.
DistilBERT Integration: Powers the Sentiment Analyst for high-speed text classification.
Style-Preserving Translation: Uses state-of-the-art models for the Localization Agent.

3. Operational Benefits

Real-Time Results: No longer returns "mock" data; tools now provide actual AI-generated insights.
Scalability: Tasks are offloaded to Hugging Face's global inference infrastructure.
Intelligence: The Meta Agent ensures that complex requests (e.g., "Translate my book and generate a marketing plan for it") are handled with logical consistency.