Part of the Seeds family: CogniSeeds · LinguaSeeds · ArchSeeds
Authenticity is not a
STYLE.css. It is the presence of Friction — the specific, jagged edges of human cognition that LLMs naturally smooth over into high-entropy slop. These seeds act as de-compressors for sterile text, injecting the structural inconsistencies that define human presence.
Category: Linguistic Architecture / Human-Centric Synthesis
Status: Operational · Active
Compatibility: Human · LLM · System Prompt
AI-generated text suffers from Linguistic Entropy. It prioritizes the "most likely next token," which results in a frictionless, polite, and ultimately invisible voice. When every sentence is "pivotal" and "seamless," nothing is.
The humanizer task is not about adding slang. It is about restoring the resistance of a thinking mind. Traditional humanizer prompts are low-density lists of "don't say X." Seeds are generative heuristics that force the model to simulate the messy process of having an opinion.
Every LinguaSeed must pass four invariants to ensure it generates soul rather than just synonyms.
| Invariant | Requirement |
|---|---|
| Compression | Under 12 words. High-density heuristic — no room for qualifiers. |
| Generative | Must force a rewrite of structure, not just word choice. |
| Falsifiable | If ignored, the text remains AI-smooth. The failure is visible. |
| Decompressible | Must imply the specific AI-isms to be purged — no ambiguity about what to cut. |
The registry is append-only. Seeds are never deleted — only superseded.
| Seed | Pattern | Deploy When |
|---|---|---|
| "Only gravity proves weight" | Gravity — Replace vague importance with concrete data. Weight must be demonstrated, not declared. | Words like "pivotal," "testament," or "underscores" appear. |
| "Vary the stride to prove the walker" | Stride — Break the monotonous rhythm of medium-length sentences. Humans don't pace evenly. | Text reads like a predictable metronome or a Wikipedia entry. |
| "Doubt is the signature of a mind" | Doubt — Acknowledge complexity, uncertainty, and mixed feelings. Certainty is the AI tell. | Output is overly confident, sycophantic, or purely neutral. |
| "Concrete breaks the glass of abstraction" | Concrete — Swap marketing fluff for specific, functional mechanics. Name the thing. | Words like "vibrant," "seamless," or "unleash" are present. |
| "Remove the grease to find the grip" | Grip — Eliminate participles (-ing constructions) and elegant variations. Friction over flow. | Sentences feel slippery — "the application" instead of "the app." |
| "A shadow has no teeth" | Teeth — Eliminate hedging and weasel words. Claim the position or don't make it. | Text uses "experts believe," "it might," or "potentially." |
| "The second pass burns the dross" | Dross — Recursive critique: identify the AI "tell" before fixing it. Name it, then cut it. | Final polishing pass to remove chatbot artifacts and sycophancy. |
| "Scars prove the skin was there" | Scars — Inject first-person perspective and subjective asides. Evidence of a body behind the words. | Writing feels clean but soulless — technically correct, humanly absent. |
Instead of a list of 200 forbidden words, inject the Seed Block.
Operate under the Gravity Seed and the Stride Seed.
If a sentence feels seamless, break it.
This forces the model to rethink its internal probability map before a single token is generated — an identity constraint, not a style rule.
Use seeds as a diagnostic lens. If a paragraph feels off, ask: "Which seed is missing?"
- Missing Gravity? Add a hard fact.
- Missing Stride? Cut a sentence in half. Use a fragment.
- Missing Doubt? Acknowledge the counterargument.
- Prompt: "Stare at this text. What makes it obviously AI?"
- Action: The model identifies its own tells — "I used the word 'landscape' three times."
- Prompt: "Now apply the Grip Seed and excise them."
This recursive loop forces the model into self-adversarial editing — the closest approximation to a human writer's internal critic.
- No Adjectives. If a seed requires an adjective to be understood, it is too weak. Strengthen the noun or verb.
- Linguistic Friction. A seed must make the writing harder to produce but easier to believe.
- The Mirror Invariant. If you can imagine a machine saying it without irony, it is not a LinguaSeed.
"A human writes to be understood; an AI writes to be correct."
LinguaSeeds · Linguistic Friction Protocol · Public Domain