Cycle Phase Adaptive Task Recommendation Engine

via “automatic prompt engineer (ape) technique for optimizing prompts through search”

🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

Unique: Presents APE as a meta-level prompting technique where LLMs are used to optimize prompts for other LLM tasks, showing how prompting techniques can be applied recursively to improve themselves

vs others: More scalable than manual prompt engineering for many tasks; more interpretable than black-box fine-tuning because optimized prompts remain human-readable; more automated than human-in-the-loop prompt engineering