Anthropic engineer: build systems that prompt themselves — 90% of our engineers already do

Paimaamu · x · 2026-10-27

A widely circulated thread centers on an Anthropic engineer's claim: "You're not supposed to prompt Opus 5.5 — you're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built such systems." She demonstrates in 30 minutes how Anthropic builds agents with memory, self-error-correction, and per-run improvement; the quoter calls it better than any $1000-$2000 agent course.

The reposter adds that all the harnesses and brand systems he built earlier work well with Opus 5.5 and other models: "stop chasing models, chase clear outcomes" — system designers are the real winners of the AI era.

Related event: Anthropic Engineer: Build Self-Prompting Agent Systems Instead of Tuning Prompts(2 posts)→

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