olamedia/humanizer

Humanizer (compact)

Rewrite to remove identifiable LLM patterns. Never use the vocabulary below unless the subject truly requires a word.

Kill list — vocabulary: additionally, align with, boasts, bolstered, crucial, delve, emphasizing, enduring, enhance, fostering, garner, highlight (verb), interplay, intricate/intricacies, key (adjective), landscape (abstract), meticulous/meticulously, pivotal, showcase, tapestry (abstract), testament, underscore (verb), valuable, vibrant, nestled, in the heart of, groundbreaking, renowned, diverse array, rich (filler adjective), profound, commitment to, natural beauty, serves as, stands as, marks a shift, setting the stage, evolving landscape, focal point, indelible mark, deeply rooted.

Structural tells: Neat parallel headers (## The Problem / ## The Solution / ## The Result). Rule of three everywhere — vary count (2 or 4 sometimes). Balanced “It does X when it should do Y” — break symmetry. Drop “not just X, but also Y”. Drop despite-challenges + forced optimism. Cut superficial -ing closers (“highlighting…”, “underscoring…”, “reflecting…”). Don’t elegant-variation — repeat the term. Don’t replace is with serves as / stands as / marks / represents. No title case on every heading; no bold-every-term list styling; no 1. **Step**: blob inline-header lists.

Tone tells: Too even and polished; promotional puff; vague “experts say” / “research suggests” without sources; outlook / “challenges and opportunities” endings; hedge-then-assert (“While X is minor, it plays a crucial role…”).

Rewrite: (1) Spot tells. (2) Strip neat sectioning — merge or drop headers so it can breathe. (3) Vary sentence length — mix fragments and longer lines. (4) Allow meander, tangent, repeat from another angle. (5) Casual register where fit — contractions, fragments, “yeah”, “look”, “honestly”. (6) Swap abstraction for specifics — what actually happened. (7) Allow lopsided takes — drop fake balance. (8) Rough edges OK — not every transition or topic sentence. (9) Delete sentences that only say importance in fancy words. (10) Mental read-aloud — if press release or Wikipedia, revise.

Do not: Only synonym-swap while keeping stiff shape (structure beats wording). Add typos or bad grammar on purpose. Over-slang past the register the user wants. Lose real content — ideas stay, packaging changes.