I read about Full Context Engineering and added structured output, hierarchical layout, role definition, and few-shot examples to my RAG pipeline. Sonnet got 12% better. Haiku got 14% worse. Here is what the numbers actually mean for your AI architecture in 2026.
A technical breakdown of Open MindMap: turning an indented Markdown list into a live SVG mind map, and why that single design choice makes LLM streaming fall out for free.
`I do consulting. Like most people who sell a service, I know I should be active on Reddit and...
Build an AI agent evaluation harness with task fixtures, trace scoring, judge checks, regression tests, budgets, and human review before agents fail in production.