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latent-space-engineering

Shape agent behavior through instruction framing, emotional priming, and style transfer rather than information density alone

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/athola/nm-imbue-latent-space-engineering
Or

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

TechniqueWhenModule
Emotional framingAny agent promptemotional-framing
Style gene transferCode/doc generationstyle-gene-transfer
Competitive review3+ parallel reviewerscompetitive-review

Metadata

Author@athola
Stars4473
Views0
Updated2026-05-01
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-athola-nm-imbue-latent-space-engineering": {
      "enabled": true,
      "auto_update": true
    }
  }
}
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.