How I Built a Reliable LLM Pipeline for Ad Creative Evaluation (with Strict Pydantic Contracts)
Art directors routinely spend 20–40 minutes per creative just checking brand guidelines, mandatory elements, and forbidden techniques. I wanted to a…
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Why I Don't Put Tenant-Specific Validation in My FastAPI Endpoints
Multi-tenant applications have a way of turning simple endpoints into surprisingly complicated pieces of code. At first, tenant-specific validation…
Seeking Validation: Data Validation in Python with Pydantic and Vonage Verify
This blog post provides an introduction to Pydantic, the popular data validation library for Python. It includes a demonstration of the value Pydant…
Невыразимое невалидное. Часть 1. Данные
Знакомый сценарий: фильтр или конструктор запросов начинается с одного опрятного класса, а через месяц в нём value: Any, валидатор на сотню строк и…
Structured Outputs без иллюзий: как OpenAI, Gemini и xAI соблюдают JSON»-схемы
Проверили Structured Outputs у OpenAI, Gemini и xAI не “по документации”, а через adversarial-тесты: просили модели специально нарушить JSON Schema…