I have shipped LLM features across several codebases: chat assistants and agents, retrieval-augmented search over your own content, and document AI (OCR, extraction, classification), using OpenAI and Anthropic. I care about the parts that make AI features trustworthy: grounding answers in your data, guardrails and scope limits, handling failure gracefully, cost and latency, and not leaking secrets from the client.