Must-Read Free AI Resources
Practical AI resources on Prompt Engineering, Agents, and RAG
📌 This is a regularly updated list of only top AI resources on Prompt Engineering, Agents, and RAG — curated for software builders and AI users, not academic researchers. I pick practical, accessible papers worth your time. Bookmark it and check back often.
🧠 LLMs & Prompt Engineering
Prompt Engineering (PDF)
Author: Lee Boonstra
https://www.kaggle.com/whitepaper-prompt-engineeringFoundational Large Language Models & Text Generation (PDF)
Kaggle / Google
https://www.kaggle.com/whitepaper-foundational-llm-and-text-generationPrompting Guide 101 (PDF)
Google – Gemini for Workspace
https://services.google.com/fh/files/misc/gemini_for_workspace_prompt_guide_october_2024_digital_final.pdf
🤖 Designing Agents
A Practical Guide to Building Agents (PDF)
OpenAI
https://cdn.openai.com/business-guides-and-resources/a-practical-guide-to-building-agents.pdfAgents (PDF)
Google – Tools, Extensions, and Datastores
By Julia Wiesinger, Patrick Marlow, and Vladimir Vuskovic
https://www.kaggle.com/whitepaper-agentsBuilding Effective Agents
By Erik Schluntz & Barry Zhang (Anthropic)
https://www.anthropic.com/engineering/building-effective-agentsMastering AI Agents (PDF - gated)
Galileo – A comprehensive guide to evaluating AI agents
https://www.galileo.ai/ty/ebook-mastering-agents
🔍 Retrieval-Augmented Generation
Mastering RAG (PDF - gated)
Galileo AI — ~200-page enterprise RAG guide
https://www.galileo.ai/mastering-ragAgentic Architectures for Retrieval-intensive Applications
Weaviate
https://weaviate.io/ebooks/agentic-architecturesWhat is Agentic RAG?
By Erika Cardenas & Leonie Monigatti (Weaviate)
https://weaviate.io/blog/what-is-agentic-rag
🧪 Evaluation
Evaluating Agents X post
Ornella Altunyan (Braintrust)
https://www.braintrust.dev/blog/evaluating-agentsLLM Evaluation Metrics: The Ultimate Guide X post
Confident AI
https://www.confident-ai.com/blog/llm-evaluation-metrics-everything-you-need-for-llm-evaluation