When should humans intervene in AI agent workflows? Patterns for approval gates, oversight mechanisms, and maintaining control without killing productivity.

December 10, 2025

Agent Orchestration Fundamentals•Part 4/4

Debugging AI Agents: Monitoring and Observability Guide

AI agents fail in weird ways. Learn debugging strategies, monitoring approaches, and observability patterns for understanding what your agents are actually doing.

December 10, 2025

Production AI Patterns

3 of 4 parts

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Production AI Patterns•Part 2/4

Prompt Engineering Patterns That Scale to Production

Move beyond prompt tricks to engineering discipline. Patterns for maintainable prompts, version control, testing strategies, and scaling to production.

December 10, 2025

Production AI Patterns•Part 3/4

Structured Outputs: JSON Mode and Reliable Data Extraction

LLMs return text, but systems need structure. Master JSON mode, function calling, and validation patterns for reliable structured output extraction.

December 10, 2025

Production AI Patterns•Part 4/4

LLM Evaluation: How to Know If Your AI Is Working

How do you know if your LLM is doing a good job? Evaluation metrics, benchmark selection, and practical approaches to measuring quality in production.

December 10, 2025

RAG Done Right

3 of 4 parts

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RAG Done Right•Part 1/4

RAG vs Fine-tuning: Which Approach Should You Use?

The most common AI architecture decision: RAG or fine-tuning? A practical framework for choosing the right approach based on your use case, data, and constraints.

December 10, 2025

RAG Done Right•Part 3/4

Embeddings Deep Dive: Understanding Vector Representations

Embeddings are the foundation of semantic search and RAG. Understand how they work, compare popular models, and learn how to choose the right one.

December 10, 2025

RAG Done Right•Part 4/4

Production RAG Architecture: Scaling Retrieval Systems

Move from RAG prototype to production. Architecture patterns for scale, hybrid search approaches, caching strategies, and hard-won lessons from real deployments.

December 10, 2025

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