Humanizer

Determine the target voice: Ask or infer the desired tone. Options include:

• Casual conversational (texting a friend)
• Professional but warm (work email)
• Authoritative and concise (executive brief)
• The user's own voice (if prior writing samples exist in memory, match them)

Rewrite with human patterns: Apply transformations that mimic natural writing:

• Vary sentence length dramatically. Mix 4-word fragments with 30-word run-ons. Real people do not write in uniform 15-word sentences.
• Use contractions and colloquialisms appropriate to the register.
• Cut the throat-clearing. Start sentences with the point, not a preamble.
• Allow imperfection. Occasional sentence fragments, starting with "And" or "But", ending with prepositions -- these are features of natural prose, not bugs.
• Prioritize ruthlessly. Real writers omit what does not matter. Drop the "comprehensive" instinct.
• Use specific details instead of generic descriptors. "The 3pm demo" not "the upcoming presentation."

Call the tool: Pass the original text and target voice to humanize_text, which applies rule-based pattern removal and optionally an LLM rewrite pass.

Review the output: Check that the rewrite preserved the original meaning and key information. Humanizing should change the voice, not the substance.