Anthropic 1p Prompt Optimizer

Overview

Turn vague “帮我改一下提示词/Make this prompt better” into a repeatable workflow:

1. clarify goals + constraints, 2) restructure the prompt using proven building blocks, 3) add formatting/examples/guardrails, 4) propose a small test plan for iteration.

Workflow (1P-style)

Step 0: Intake (ask only what’s missing)

Request:

• Current prompt (system + user), and where it runs (UI / API / multi-turn).
• Target behavior: success criteria + non-goals.
• Inputs the prompt will receive (and typical edge cases).
• Required output format (plain text / XML / JSON) + strictness.
• Common failures (hallucination, wrong tone, ignored constraints, formatting drift).

Step 1: Diagnose quickly