Add escalation summary generation and product search rejection

Add production features: circuit breaker, exponential backoff, semantic caching, intent-based scope handling

Fix critical bugs: compensation for late orders, escalation detection, conversation history improvements

Fix 5 critical bugs: replace LLM scope validator with embedding similarity, add missing state fields, fix routing, improve timeout handling

Initial commit: Olist intelligence layer with database