latent-space-engineering-x-7

原始内容

---
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": "\ud83e\udd9e"}}
source: claude-night-market
source_plugin: imbue
---

> **Night Market Skill** — ported from [claude-night-market/imbue](https://github.com/athola/claude-night-market/tree/master/plugins/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 |

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": "\ud83e\udd9e"}} 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