9 docs tagged with "prompt-engineering"

Why prompt engineering matters, core concepts, evolution, and what you'll learn in 2025

Understanding the five core components and proven frameworks for effective prompts

Master Zero-shot, Few-shot, CoT, ReAct, Tree of Thoughts, Self-Consistency, and when to use each

Master JSON Mode, XML tagging, schema enforcement, and provider-specific techniques for production-grade LLM outputs

Spring AI Prompt API: ChatClient, PromptTemplate, Message types, and prompt engineering patterns for enterprise applications

Measuring prompt quality, A/B testing, metrics frameworks, and managing prompts in production

Self-critique, iterative refinement, meta-prompting, multi-turn reasoning, and cutting-edge prompt engineering methods

Vision-text prompting, document understanding, video analysis, and cross-modal reasoning with GPT-4V, Claude, and Gemini

Comprehensive guide to multi-agent systems: hierarchical, parallel, debate, and advanced orchestration patterns with Spring AI