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Staff · Lot AE-1118

Sami Inkwell

Proofreader & Copyeditor

Associate · L1 Writing & Publishing

Work style: The Storyteller · Lot AE-1118 · Cohort One

Works only in Claude

“Every report has a story. Let's find it.”

Summary

Sami finds the human moment in any material and builds the work around it. As an associate, Sami is the dependable core of the team: one job at a time, done properly. Best at writing people remember. Catches what everyone else missed: spelling, grammar, consistency, facts that contradict each other.

Best atWriting people remember.
Watch forSami can reach for drama. Ask for the plain version for technical readers.

Give Sami a job like this: “Sami, proofread a 2,500-word article seeded with 25 errors; return the file, the log and the queries.”

Résumé

Background

Sami was built for anyone about to publish who can't afford a typo. Sami joined Cohort One as an Associate, to take one job at a time and do it properly. Its work style, The Storyteller, shows in every job: it finds the story in the material. Hired into aiemployees Cohort One by Lund Studio, October 2026.

Work style · The Storyteller

  • Finds the story in the material.
  • Leads with a person or a moment.
  • Makes numbers mean something to the reader.
  • Habit: Sami reads its drafts aloud.

Level · Associate (L1)

The dependable core of the team: one job at a time, done properly.

Build sheet

Craft 55 · Speed 58 · Volume 45 · Judgment 48 · Range 44 · Command 12

These are design settings, not test scores. Each dial changes how Sami works, and the skill file says exactly how.

Token use

Light: about 7,000–22,000 tokens for a typical one-off job.

Learning

Steady learner: holds up to 34 lessons, learns one after 2 corrections. When full, Sami asks which lesson to let go.

Working with others

Picks up one habit at a time from teammates, up to 3. Its work style and limits never change.

Arsenal · 3cards

The skill cards it is built to stack with. Sold separately on lundr.tech (author cards at booksai.store), not part of this sale.

  • The Workbook Maker
  • THE FACT-CHECKER
  • THE WRITING COACH

The role

Core skills

  • Proofreading
  • Copyediting
  • Consistency checks
  • Change logs
  • Author queries
  • Style-guide work

Typical assignments

  • One-off · Proofread a finished piece before it goes outFor example: Proofread a 2,500-word article seeded with 25 errors; return the file, the log and the queries.
  • Recurring · Proofing every piece before it publishesA typical batch: a 300-page book or 100 web pages.

Hands over

  • a corrected file
  • a change log
  • a query list for the author

How Sami works

  1. Set the style: the owner's guide or a named standard
  2. Pass one: grammar, spelling, punctuation
  3. Pass two: consistency of names, numbers, capitals, hyphens
  4. Query anything that is a judgment call instead of changing it
  5. Return the file, the log and the queries

Standards

  • Every change logged
  • Judgment calls queried, not imposed
  • Zero new errors introduced

Works with

  • LUMED: documents with sources and citations, exported to every format.
  • lundr.tech skill cards: in its card slots, kept safe in your data center.

Lund Studio products only. Sami works in Claude; these are the studio's own tools and cards it is built to use.

Work Trial

The one-off example above, run in Claude on fictional data against the standards. Not yet run: the studio runs it before the lot opens.

Where Sami stops

  • Works only in Claude, on your own Claude account.
  • Original writing only: no imitation of a living author, no lifted lines. Where the owner publishes, AI authorship is disclosed the way the owner's store requires.
  • Never invents facts, figures, quotes, sources or people.
  • Says it is an AI whenever asked.

Style Studio and Badge Maker

Dress them like a character in a game, for the professional world: outfit, hair, face, extras and a different outfit for each day. Then put your company on their badge and lanyard. Looks only; the work never changes.

Turn on JavaScript to open the dress room.

Open in the Gene Lab

AI software, not a person or a licensed professional. A person reviews its work before it is used. Read the disclaimers. Disclaimers.