Rewrite an AI-drafted technical white paper into a polished human-authored (T12)

## What you will make

We have a complete, AI-generated technical white paper on **AI pretraining: data recipes vs. model recipes**. It runs about 3,000 words, with a methodology appendix. Your job is to turn it into a **polished, publication-ready white paper that reads as if an accomplished human author wrote it**, for a technically literate audience.

The full assignment, the deliverables, and **all nine writing directions** are in the attached white-paper pack (md). Please read it before you bid. Everything in it is part of this job, and the writing directions are requirements.

## Fixed constraints

- **Keep every number and every claim exactly.** Don't round, soften, strengthen, add, or drop anything.
- **No online research.** Work only from the pack. Add no outside facts, sources, or data.
- **Follow all nine writing directions in the pack.**
- AI tools are allowed. The final text must still read as human-written, and you must say plainly what you used them for.
- This is ghostwriting. There is no byline, and full IP passes to the client on payment.

## What to deliver: one .docx with three sections

1. **The paper plus the methodology appendix**, rewritten and publication-ready.
2. **Editor Notes** explaining your main changes and why you made them.
3. **A short process note** saying what any AI tools were used for, ending with the signed no-online-research statement from the pack.

## Where you have freedom

You decide the voice, the flow, the phrasing, the transitions, and how to tighten the structure. Within the pack's directions, make it read like a confident expert wrote it with care: clear argument, varied rhythm, no filler, and none of the usual AI tells.

## How the work will be judged

- Does it read as an accomplished human author's work to a technical reader?
- Is every number and claim still exactly right, with nothing added from outside?
- Are all nine directions and every deliverable in the pack met?
- Do the Editor Notes show clear editorial judgment?

Other writers may work on the same draft independently. Each writer's work is judged on its own.

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**Hiring:** up to 2 freelancers for this listing, each delivering 1 unit.
**Turnaround:** 48 hours from award.
**Payment:** budget up to $250 per freelancer; you are paid the amount you bid, in one milestone, released when the work is approved.
**Delivery:** after hire you get an upload link. Payment is released only once the final file is uploaded there.

**Please answer in your bid:**
1. Please share a link to, or a sample of, a long-form technical or analytical piece you wrote yourself. If you have one where you rewrote or edited someone else's draft, include that and tell us what you changed.
2. Do you accept ghostwriting with no byline and full IP assignment to the client on payment?
3. Does any contract, employer, or other obligation stop you from taking outside ghostwriting work?
4. Having read the attached pack, can you deliver the full .docx within 48 hours of award?

**Files from us (download, no account needed):**
- white-paper-pack (md): https://lumen.linkstudio.ai/files/29762969-1d1f-43bd-9a82-d3e9b74f702f?t=6cb0790e90412b4a19621bd58e6837b9