Heavy User Publishes Claude Code Field Guide: Prompts Down Two-Thirds, Output Up Eightfold
AaronBergman18 · x · 2026-10-11
Technical consultant Aaron Bergman published "How I use coding agents," a field guide written by Claude (Opus 5.5) from his own prompt history, transcripts, and setup — roughly 35k tokens, with a "Copy as Markdown" button so the whole document can be pasted into Claude Code or any assistant as context.
Key points:
- Delegate outcomes, not steps. Over summer 2026 his typed prompts per month fell about two-thirds while Claude's work output rose roughly eightfold; his median prompt is just 177 characters — short prompts steer, long ones describe an end state.
- Covers setup, prompts, multi-agent workflows, verification, and where it all breaks for Claude Code and its cousins.
- Aimed at people who use Claude/ChatGPT/Codex/Cursor/Gemini mostly as a chat window and want to hand over whole jobs; Claude-specific but broadly transferable.
- Section 21 is a compact block meant to be pasted straight into a CLAUDE.md.
The author calls it one heavy user's opinionated practice — take what helps.
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