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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…

python llm pydantic ai

Python makes it easy to pass data around as dicts, nested JSON blobs, and “whatever the client sent”. That flexibility is useful when you own the sh…

python pydantic data structures

Multi-tenant applications have a way of turning simple endpoints into surprisingly complicated pieces of code. At first, tenant-specific validation…

python fastapi architecture pydantic

This blog post provides an introduction to Pydantic, the popular data validation library for Python. It includes a demonstration of the value Pydant…

python fastapi pydantic

Our system can now classify a topic, conduct research, back it with examples, identify weak assumptions and unsupported claims, and structure everyt…

ai pydantic python agents

Every few years, a new abstraction arrives that makes the previous one feel embarrassing in retrospect. Raw SQL gave way to ORMs. Callback hell gave…

python ai machinelearning pydantic

You've been doing this for a while now: response = client . chat . completions . create ( model = " gemini-2.0-flash " , messages = [{ " role " : "…

python ai pydantic llm

Have you ever looked at a stack of physical medical reports and wished you could just "Ctrl+F" your health history? 📑 We’ve all been there. Every ho…

python ai pydantic openai

The Dangerous Bugs Are the Ones That Don't Crash: Building Input Validation for My MCP Server I was building an MCP server for an event platform tha…

kiro validation pydantic aws