• Markov Chains are the Original Language Models Getting AI to Work in Complex Codebases Context Engineering for AI Agents: Lessons from Building Manus Sampling and structured outputs in LLMs From Semantic Web and MAS to Agentic AI: A Unified Narrative of the Web of Agents