Sound like yourself, at scale.
The final edit is rarely where the time goes. The empty document is. We taught an agent to find the patterns in writing the author had already created, then used a humanizer to remove the obvious machine tells.
Project recaps, proposals, follow-ups, and status notes all begin with the same small problem: an empty document. AI can fill it quickly, but the default voice is easy to recognize.
The live workflow started with writing the author had already created. The agent mapped the sentence rhythm and openings, then found words to avoid and rough edges worth keeping. That profile became the reusable asset. The source material was evidence, never content to repeat.
A second pass checked for common AI patterns and rewrote them. Drafting became faster, while the writing still sounded like its author.
Operator move: build a voice profile from writing you own. Use it on one real update this week, then do the final edit yourself.
Build the profile once
Collect six to twelve examples you wrote. Ask the agent to describe how you write and save the answer as instructions. Then test it against a real piece of work.
Build a voice profile, then test it
Use writing you own, or practise with the synthetic sample pack. The goal is a profile supported by evidence, not a flattering personality description.
Download synthetic writing samples- Put six to twelve writing samples in one file. Remove quoted replies, names, signatures, and confidential facts.
- Run the prompt below and correct any pattern that does not sound true.
- Ask for a short update using the profile.
- Run the public Content Humanizer, then make the final edit yourself.
Read sample-writing-pack.md, or the writing-sample file I provide. Build a practical voice profile. Focus on how the author writes: - Typical openings - Sentence rhythm and paragraph length - Words or phrases the author uses - Patterns the author avoids - Rough edges worth keeping For every pattern, quote two short pieces of evidence from the samples. Then draft a 120-word project update in that voice from these facts: [paste safe facts here] Finish with a short self-check. Flag anything in the draft that is not supported by the facts or the voice evidence.
Public slide deck
The voice-profile workflow, evidence rule, exercise, and final human edit.
open slides 🎬Full recording
Microsoft employees can watch the live voice-profile build after corporate sign-in.
Microsoft employees 🧹Content Humanizer
The cleaned public skill, with its rules, templates, and rewrite workflow.
public repo 💬First conversations
Practice drafting and refining before you package the workflow as a skill.
Still not a developer. The agent gets the first eighty percent, and I keep the part that makes it mine.