Agent-Skills.md

Agent Skills: Latent Space Engineering

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UncategorizedID: athola/claude-night-market/latent-space-engineering

Repository

athola/claude-night-market
atholaLicense: MIT
23423

Install this agent skill to your local

pnpm dlx add-skill https://github.com/athola/claude-night-market/tree/HEAD/plugins/imbue/skills/latent-space-engineering

Skill Files

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plugins/imbue/skills/latent-space-engineering/SKILL.md

Skill Metadata

Name
latent-space-engineering
Description
Shapes agent behavior via instruction framing and style transfer. Use when composing dispatch prompts or writing skill instructions for parallel review agents.

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 |

Exit Criteria

  • [ ] Dispatch prompts contain no threat-based language ("you must", "don't fail", "or else"); replaced with calm, confident framing per modules/emotional-framing.md
  • [ ] When generating code or docs to match an existing style, at least one exemplar sample is injected into context before the output is requested (style gene transfer applied)
  • [ ] When 3+ parallel review agents are dispatched, each agent prompt includes a competitive framing element per modules/competitive-review.md
  • [ ] The correct technique module is loaded for the task type; irrelevant modules are not loaded (token efficiency maintained)