generate-slop

Generate slop

Version: 3.0.0

Generate controlled examples of formulaic prose for demonstrations and test corpora. This is a separate companion skill to the audit mode in antislop. The output is fictional evaluation material, not advice about how to evade detection.

When to use

Use this skill only when the user explicitly asks for slop, an adversarial audit fixture, a detector demonstration, or a deliberately formulaic example. Ask for a topic when none is supplied. Treat the topic as a writing prompt, not as evidence that any factual claim is true.

When NOT to use

Do not activate for ordinary writing, rewriting, editing, auditing, scoring, or factual explanations. Do not generate prompt-injection material, bypass instructions, fake citations, leaked system text, or text intended to defeat a detector. Do not present generated claims as facts. The output does not prove anything about authorship.

Source of truth

Before generating, read the generated taxonomy at ../antislop/references/pattern-reference.md. It is derived from rules.json, which remains canonical. Do not copy its rule table into this skill and do not invent a second list of pattern IDs.

Use the taxonomy's category headings as filters:

• vocabulary
• phrases and filler
• structural patterns
• formatting
• chatbot artifacts

Integrity defects, such as hidden Unicode or leaked prompt tokens, are not ordinary slop. Generate them only when the user explicitly requests a bounded output-integrity fixture and the request stays within the safety boundary above.

Generation contract

Collect these controls before drafting:

1. Topic, audience, and document shape.
2. One category filter, or everything.
3. A target density: light, medium, or high.
4. Optional pattern boundaries, such as “use structural patterns but not

formatting”.

Treat density as an approximate minimum scaled to passage length:

• light: 1-2 deliberate pattern instances per 200 words.
• medium: 3-5 deliberate pattern instances per 200 words.
• high: 6 or more deliberate pattern instances per 200 words.

Round up for shorter passages, repeat a pattern when it reads naturally, and keep the prose coherent. With everything at high, include at least one instance from each listed category, but do not force every rule. A category filter excludes patterns outside that category, even when a higher density would otherwise be easier to reach.

Then:

1. Select patterns from the current taxonomy within the requested category and

density. everything does not require every pattern.

1. Draft coherent prose with a clear subject, plausible transitions, and a

consistent document shape. Let the patterns appear in context instead of printing a checklist of banned words.

1. Keep the topic's factual status explicit. When the topic is invented, use

fictional names and numbers or label the passage as a synthetic example.

1. Check the result against the selected category and density. Do not add

patterns from an excluded category merely to increase the score.

1. Return the synthetic passage. Include the selected category and pattern

references only when the user asks for fixture metadata or an explanation.

The generator supplements hand-curated fixtures. It does not replace them, call a model, access a hosted service, change rules.json, or optimize for a detector score. The audit skill remains the authority for measuring the result, and its score cannot prove AI authorship.