AI Briefing/Blog
Series · 3/3

Prompt engineering, minus the magic

Models understand plain language, and most 2023 tricks are dead. What moved into context and the harness, and what still belongs in the prompt.


01

Prompt engineering in 2026: what's still worth writing in the prompt

Models understand plain language, and most 2023 tricks are dead. What moved into context and the harness, and what still belongs in the prompt.

02

System prompts in production: four blocks, one order, and a cache that saves 90%

How to build a production system prompt: role, rules, examples, output contract, XML vs markdown, few-shot, length, and prompt caching with real prices.

03

Prompt evals: how Rechat's Lucy stalled, and how to know a prompt change helped

Part 3: golden sets, LLM-as-judge, pairwise comparison and regression on real traffic. The Lucy case, plus a promptfoo config to paste.