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Structured Output From LLMs — Reliable JSON Extraction for Production Systems
Master OpenAI JSON Schema, Anthropic tool use, Zod validation, and retry logic for bulletproof LLM data extraction in production.
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Master OpenAI JSON Schema, Anthropic tool use, Zod validation, and retry logic for bulletproof LLM data extraction in production.
Test AI systems with mocking, snapshot testing, property-based testing, and regression suites.
Compare zero-shot, few-shot, embedding-based, and fine-tuned classification approaches with production trade-offs.
Master tool schema design, description engineering, error handling, idempotency, and tool versioning to build AI agent tools that agents actually want to use.
Deploy translation pipelines combining LLMs and specialized models with translation memory, glossary enforcement, backtranslation quality checks, and cost optimization.