Building for the Loop: The Role of Feedback in Product-Led AI SystemsUsing implicit and explicit user signals to refine your integration over time.
Learn how to build feedback loops for LLM integrations. Use implicit and explicit user signals to improve prompt performance and model accuracy over time.
Deterministic vs. Probabilistic: Balancing Product Logic with LLM OutputsPatterns for wrapping unpredictable models in predictable software guardrails.
Learn how to integrate LLMs into production software with validation patterns, structured outputs, and error handling for reliable deterministic behavior.