A developer tutorial recommends wrapping large language model calls with Python and Pydantic schema validation plus an Instructor middleware layer to block prompt injection and malformed output, citin…
A developer detailed a method for automating blood test analysis using GPT-4 and the Instructor library, converting unstructured PDF reports into structured data stored in PostgreSQL. The pipeline lev…
A developer highlights the shift in generative AI tooling toward agentic workflows, local execution, and structured outputs. The post demonstrates how native structured outputs with JSON schemas and l…
A new directory catalogs tools and methods for improving the reliability of LLM agents, covering model selection, structured outputs, runtime repair, guardrails, observability, and evaluation. The gui…
Evolution of "structured output" in AI, from late 2022 to 2024, where developers moved from prompting models to produce valid JSON to using specialized libraries and grammar-constrained decoding. Key …