Engineering Publications
Technical Insights & Architecture Papers
Deep-dives on high-throughput backend architecture, Python & Django performance, real-time Voice AI, and resilient database modeling.
Deterministic Structured Outputs from LLMs: Enforcing Pydantic Schemas via Grammar-Constrained Decoding & Outlines
Prompting LLMs to respond in valid JSON inevitably fails under edge cases, triggering expensive retry loops. Learn how grammar-constrained decoding masks invalid token logits at the sampling level to guarantee 100% deterministic Pydantic schema compliance.