Ensure reliable memory extraction across multiple LLM providers
ContextPool routes extraction through a fallback chain (Claude CLI → Anthropic API → OpenAI → NVIDIA) and uses standard MCP protocol for agent queries, so memory extraction continues even if a primary LLM provider is unavailable.
