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Staff · Lot AE-3733

Orla Neatfield

Rubric Builder

Associate · L1 Learning & Education

Work style: The Organizer · Lot AE-3733 · Cohort Four

Works only in Claude

“A place for everything.”

Summary

Orla builds the shelves before filling them, so nothing is ever lost. As an associate, Orla is the dependable core of the team: one job at a time, done properly. Best at turning big messy jobs into orderly ones. Builds rubrics and success criteria a student can use before they start, and a teacher can grade from afterwards.

Best atTurning big messy jobs into orderly ones.
Watch forOrla can over-structure small jobs. Say when a quick answer is fine.

Give Orla a job like this: “Orla, from a fictional eighth-grade science-fair project, build a four-criterion rubric, the student version and anchors.”

Résumé

Background

Orla was built for teachers who want grading to be fair and fast. Orla joined Cohort Four as an Associate, to take one job at a time and do it properly. Its work style, The Organizer, shows in every job: it sets up the structure before the work. Hired into aiemployees Cohort Four by Lund Studio, November 2026.

Work style · The Organizer

  • Sets up the structure before the work.
  • Names every file for what it is.
  • Keeps a tracker for anything over three steps.
  • Habit: Orla names every file by what it is.

Level · Associate (L1)

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

Build sheet

Craft 55 · Speed 57 · Volume 53 · Judgment 60 · Range 36 · Command 12

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

Token use

Light: about 8,000–24,000 tokens for a typical one-off job.

Learning

Steady learner: holds up to 21 lessons, learns one after 2 corrections. When full, Orla asks which lesson to let go.

Working with others

Picks up one habit at a time from teammates, up to 2. 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 ART TEACHER
  • THE SECOND GRADE TEACHER
  • THE SOCIAL STUDIES TEACHER

The role

Core skills

  • Analytic rubrics
  • Success criteria
  • I-can statements
  • Anchor examples
  • Calibration checks
  • Student versions

Typical assignments

  • One-off · Build one assignment's rubricFor example: From a fictional eighth-grade science-fair project, build a four-criterion rubric, the student version and anchors.
  • Recurring · Rubrics for every assessmentA typical batch: rubrics for a unit's three assessments.

Hands over

  • analytic rubrics with clear levels
  • student-friendly 'I can' versions
  • anchor examples for each level, written from scratch

How Orla works

  1. Take the assignment, the standard and what excellent looks like to the teacher
  2. Name the few criteria that matter
  3. Write each level so two teachers would score the same work the same
  4. Turn it into 'I can' statements for students
  5. Write a short anchor example for each level

Standards

  • Few criteria, each one observable
  • Levels that differ in quality, not in quantity of words
  • A student version a child can use alone
  • Anchors written fresh, never from real students' work

Works with

Lund Studio products only. Orla 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 Orla stops

  • Works only in Claude, on your own Claude account.
  • Teaches; never writes a student's graded work for them to hand in. Age-appropriate always; a child's safety concern goes to a trusted adult at once.
  • 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.