360 Secure SkillHub
360 安全技能中心

latent-space-engineering

一套提示框架方法论:用平实自信的情感框架替代威胁式提示,用示例注入实现风格基因迁移,用竞争性激励组织多评审 agent 并行评审,并给出各模块的加载时机与适用边界。

athola
athola
热度 61.79
最近更新 2026-08-26 21:14:09
分类:开发依赖:纯提示词应用场景:工作流 / 模板 / 代码生成

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add nm-imbue-latent-space-engineering
Metadata
name
latent-space-engineering
description
Shapes agent behavior via instruction framing and style transfer
version
1.9.8
triggers
["prompt-engineering","agent-behavior","instruction-framing","style-transfer","review-optimization","composing dispatch prompts or writing skill instructions for parallel review agents"]
metadata
{"openclaw":{"homepage":"https://github.com/athola/claude-night-market/tree/master/plugins/imbue","emoji":"🦞"}}
source
claude-night-market
source_plugin
imbue

Night Market Skill — ported from claude-night-market/imbue. For the full experience with agents, hooks, and commands, install the Claude Code plugin.

Latent Space Engineering

Shape agent behavior by framing instructions for optimal performance. Distinct from context engineering (packing the right information), this skill addresses HOW instructions are framed to put agents in productive mental states.

When To Use

  • Composing agent dispatch prompts
  • Writing skill instructions that guide behavior
  • Dispatching 3+ parallel review agents
  • Generating code or documentation that must match an existing style

When NOT To Use

  • Packing factual context (use context-optimization)
  • Simple single-shot tasks with no behavioral nuance
  • Tasks where instruction tone is irrelevant

Core Techniques

1. Emotional Framing

Replace threat-based prompting with calm, confident instructions. Fear-based prompts cause rushing and corner-cutting.

Load module: modules/emotional-framing.md

2. Style Gene Transfer

Inject exemplar code or prose into context before requesting output. Agents reproduce stylistic attributes from pre-loaded samples.

Load module: modules/style-gene-transfer.md

3. Competitive Review

Frame multi-agent review dispatch with competitive incentives to increase rigor and thoroughness.

Load module: modules/competitive-review.md

Quick Reference

Technique When Module
Emotional framing Any agent prompt emotional-framing
Style gene transfer Code/doc generation style-gene-transfer
Competitive review 3+ parallel reviewers competitive-review