contrast-framing

Contrast Framing

Frame comparisons so users understand relative value without being misled by sequencing. Contrast and reason-giving are useful when they clarify differences, not when they exploit automatic response.

Quick Start

1. Read guidelines.md to choose the smallest useful reference set.
2. Load references/contrast/knowledge.md for concepts and references/contrast/rules.md for operating rules.
3. Use workflows/sequence-comparisons.md for repeatable tasks.
4. For audits, surface both the active influence cue and the ethical rewrite.

Contents

| File | Purpose |

| --- | --- |

| references/contrast/knowledge.md | Core concepts and source-grounded definitions |

| references/contrast/rules.md | Rules, boundaries, and practical guidelines |

| references/contrast/examples.md | Bad/better examples for applied situations |

| references/contrast/smells.md | Red flags and anti-patterns to detect |

| references/contrast/checklist.md | Fast review checklist |

| workflows/sequence-comparisons.md | Design offer and request sequencing that clarifies value without distorting judgment. |

Operating Principles

• Use only honest evidence. Do not invent popularity, scarcity, credentials, endorsements, or social connection.
• Separate helping a good decision from pushing a shortcut response. If the cue is counterfeit, treat it as a red flag.
• When rewriting, preserve user agency: add context, alternatives, and enough time to decide when stakes are meaningful.

Output Pattern

1. Diagnosis - name the influence principle or cue.
2. Evidence Check - state what proof supports or is missing from the cue.
3. Risk - explain manipulation, trust, or decision-quality risk.
4. Rewrite or Recommendation - provide an ethical alternative.

Validation

Use the prompts in evals/evals.json as smoke tests. A good result identifies the relevant Influence principle, preserves user agency, and avoids fabricated evidence or coercive pressure.