latent-space-engineering

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.
alwaysApply	false
category	methodology
tags	["prompt-engineering","agent-behavior","instruction-framing","style-transfer","review-optimization"]
progressive_loading	true
dependencies	{"hub":[],"modules":["modules/emotional-framing.md","modules/style-gene-transfer.md","modules/competitive-review.md"]}
complexity	basic
model_hint	fast
estimated_tokens	300

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