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.
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.
Under 12 words. High-density heuristic — no room for qualifiers.
Must force a rewrite of structure, not just word choice.
If ignored, the text remains AI-smooth. The failure is visible.
Must imply the specific AI-isms to be purged — no ambiguity about what to cut.
Deploy these to collapse AI slop into grounded human prose. The registry is append-only.
Replace vague importance with concrete data. Weight must be demonstrated, not declared.
Words like "pivotal," "testament," or "underscores" appear.
Break the monotonous rhythm of medium-length sentences. Humans don't pace evenly.
Text reads like a predictable metronome or a Wikipedia entry.
Acknowledge complexity, uncertainty, and mixed feelings. Certainty is the AI tell.
Output is overly confident, sycophantic, or purely neutral.
Swap marketing fluff for specific, functional mechanics. Name the thing.
Words like "vibrant," "seamless," or "unleash" are present.
Eliminate participles (-ing constructions) and elegant variations. Friction over flow.
Sentences feel slippery — "the application" instead of "the app," passive over active.
Eliminate hedging and weasel words. Claim the position or don't make it.
Text uses "experts believe," "it might," or "potentially."
Recursive critique — identify the AI "tell" before fixing it. Name it, then cut it.
Final polishing pass to remove chatbot artifacts and sycophancy.
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.
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.