Five topics from the PDF outline (Context Engineering, pages 147–176) in the same reference deck as LLMs, Prompt engineering, Fine-tuning, and RAG—from the chapter divider through agent-facing context, a full workflow build, Claude Skills, and manual vs agentic context pipelines (TOC pages 147–176).
Chapter divider plus the opening section: orchestration vs clever wording, dynamic context building blocks, and the retrieval bottleneck (PDF 147–149).
Tools, memory, formats, six context types (including tool results)—through the full agent context stack.
Reference pipeline: ingest, memory, web and paper search, filter, kickoff, and Streamlit demo (PDF 159–168).
Demo wrap-up, main vs appendix context, and Skills as packaged procedures (PDF 169–171).
Worked query, layered retrieval, and how Airweave-style stacks operationalize the ideas (PDF 172–176).