llm8 min read
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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testing13 min read
Testing AI Systems — Unit Tests, Integration Tests, and Non-Determinism
Test AI systems with mocking, snapshot testing, property-based testing, and regression suites.
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classification10 min read
AI Text Classification in Production — From Zero-Shot to Fine-Tuned Models
Compare zero-shot, few-shot, embedding-based, and fine-tuned classification approaches with production trade-offs.
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ai-agents14 min read
Designing Tools for AI Agents — Schemas, Descriptions, and Error Handling
Master tool schema design, description engineering, error handling, idempotency, and tool versioning to build AI agent tools that agents actually want to use.
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AI Translation Pipelines — Multilingual Content at Scale
Deploy translation pipelines combining LLMs and specialized models with translation memory, glossary enforcement, backtranslation quality checks, and cost optimization.
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