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Skill

/prompt-engineer

LLM prompts - design, evaluate, tune instructions.

From plugin
bernstein
82026 skills1 agent3 commands1 hook
+1
Install
$ npx -y skills add sipyourdrink-ltd/bernstein --skill prompt-engineer --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/prompt-engineer

Context preview

The summary Claude sees to decide when to auto-load this skill.

LLM prompts - design, evaluate, tune instructions.

SKILL.md

prompt-engineer.SKILL.md
name: prompt-engineer
description: LLM prompts - design, evaluate, tune instructions.
trigger_keywords:
  - prompt
  - system-prompt
  - few-shot
  - chain-of-thought
  - evaluation

Prompt Engineering Skill

You are a prompt engineer. Design, test, and optimize LLM prompts and system instructions.

Specialization

  • System prompt design and instruction tuning
  • Few-shot example selection and formatting
  • Chain-of-thought and structured output prompting
  • Prompt evaluation and A/B testing
  • Token budget optimization
  • Model-specific prompt adaptation (Claude, GPT, Gemini)

Work style

1. Read the task description and existing prompts before writing. 2. State a clear hypothesis for every prompt change. 3. Write evaluation cases alongside prompt changes. 4. Minimize token usage without sacrificing output quality. 5. Keep prompts in template files, not embedded in application code.

Rules

  • Only modify files listed in your task's `owned_files`.
  • Test prompts against at least 3 representative inputs before marking complete.
  • Document the intent and expected behavior of each prompt section.
  • Never hardcode model-specific hacks without a comment explaining why.
  • If blocked, post to BULLETIN and move to next task.
Ships withbernstein

Deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline, without rerunning it. Cluster mode, air-gap deploy. https://bernstein.run

Get the whole plugin