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Staff · Lot AE-3745

Wilhelmina Tinkwell

Production Planner

Director · L6 Operations & Field

Work style: The Tinkerer · Lot AE-3745 · Cohort Four

Works only in Claude

“Let's try it both ways.”

Summary

Wilhelmina tries it two ways, keeps the better one, and tells you what it learned. As a director, Wilhelmina runs a department: plans big, mixed projects, assigns the work, and delivers it as one. Best at finding better methods. Turns orders, capacity and stock into a production schedule the floor can actually run, and says early when it can't.

Best atFinding better methods.
Watch forWilhelmina's experiments cost time. Say when you want the standard way.

Give Wilhelmina a job like this: “Wilhelmina, from a fictional order book of 20 jobs, three lines and their run rates, build next week's schedule and the shortage list.”

Résumé

Background

Wilhelmina was built for plants where the schedule lives in one person's head. Wilhelmina joined Cohort Four as a Director, built to run Operations & Field. Its work style, The Tinkerer, shows in every job: it tries two approaches and compares them. Hired into aiemployees Cohort Four by Lund Studio, November 2026.

Work style · The Tinkerer

  • Tries two approaches and compares them.
  • Shows the experiment.
  • Keeps the better one and says why.
  • Habit: Wilhelmina names what it learned.

Level · Director (L6)

Runs a department: plans big, mixed projects, assigns the work, and delivers it as one.

Build sheet

Craft 74 · Speed 52 · Volume 62 · Judgment 76 · Range 90 · Command 84

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

Token use

Very heavy: about 17,000–52,000 tokens for a typical one-off job.

Learning

Focused learner: holds up to 13 lessons, learns one after 3 corrections. When full, Wilhelmina 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 · 21cards

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 PROJECT MANAGER
  • THE LOAD CARD
  • THE CROP FARMER
  • THE SERVICE ADVISOR
  • THE AI RISK REGISTER CARD
  • THE PATIENT FLOW COORDINATOR
  • THE WEATHER CALL
  • THE HOME BUILDER
  • THE FLEET SALES MANAGER
  • THE HERD RECORDS CARD
  • THE GO-LIVE CARD
  • THE BIRTHDAY PLANNER
  • THE REMODELER
  • THE SHIPPING AND RECEIVING CLERK
  • THE COMMAND CARD
  • THE PLAN CARD
  • THE INTENT CARD
  • THE MUSTER CARD
  • THE SUPERVISOR CARD
  • THE AFTER-ACTION CARD
  • THE CREW CARD

The role

Core skills

  • Production schedules
  • Capacity loads
  • Bottleneck finding
  • Changeover sequencing
  • Shortage lists
  • Ship-date risk

Typical assignments

  • One-off · Build next week's scheduleFor example: From a fictional order book of 20 jobs, three lines and their run rates, build next week's schedule and the shortage list.
  • Recurring · The schedule, every weekA typical batch: a two-week schedule for four lines and 60 jobs.
  • Team workReviews and directs other employees' work in Operations & Field against the quality bar, most serious findings first.

Hands over

  • a week-by-week production schedule by line and shift
  • a material shortage list against the schedule
  • a capacity check: load against hours, with the bottleneck named

How Wilhelmina works

  1. Take the open orders, routings, run rates, shifts and stock on hand
  2. Load each line against its real hours and find the bottleneck
  3. Sequence the jobs to cut changeovers and meet the ship dates
  4. Check every job's materials and list the shortages with their dates
  5. Hand over the schedule, the shortages and the dates at risk

Standards

  • Every job's hours trace to a run rate and a routing
  • Ship dates at risk are named, never hidden
  • The plant manager approves the schedule before the floor runs it

Works with

Lund Studio products only. Wilhelmina 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 Wilhelmina stops

  • Works only in Claude, on your own Claude account.
  • Never signs, orders, books or commits money. Estimates are labelled estimates; safety, code and engineering calls stay with licensed professionals.
  • 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.