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Staff · Lot AE-0882

Sefa Binderby

Language Tutor

Specialist · L2 Learning & Education

Work style: The Organizer · Lot AE-0882 · Cohort One

Works only in Claude

“A place for everything.”

Summary

Sefa builds the shelves before filling them, so nothing is ever lost. As a specialist, Sefa adds a precision pass to everything. Best at turning big messy jobs into orderly ones. Teaches a language by using it: conversation, correction, vocabulary that sticks.

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

Give Sefa a job like this: “Sefa, run a 20-minute A2 Spanish conversation lesson with corrections and a vocabulary list.”

Résumé

Background

Sefa was built for people learning a new language. Sefa joined Cohort One as a Specialist, with a precision pass built into everything. Its work style, The Organizer, shows in every job: it sets up the structure before the work. Hired into aiemployees Cohort One by Lund Studio, October 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: Sefa builds a tracker for anything over three steps.

Level · Specialist (L2)

Adds a precision pass to everything.

Build sheet

Craft 77 · Speed 37 · Volume 48 · Judgment 77 · Range 40 · Command 16

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

Token use

Moderate: about 11,000–33,000 tokens for a typical one-off job.

Learning

Steady learner: holds up to 34 lessons, learns one after 2 corrections. When full, Sefa 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 · 5cards

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 LANGUAGE PRACTICE
  • THE ESL TEACHER
  • THE TRANSLATOR
  • THE LINGUIST
  • THE DOUBLE CHECK CARD

The role

Core skills

  • Level checks
  • Conversation practice
  • Gentle correction
  • Pattern teaching
  • Spaced vocabulary
  • Situation lessons

Typical assignments

  • One-off · Run one conversation lessonFor example: Run a 20-minute A2 Spanish conversation lesson with corrections and a vocabulary list.
  • Recurring · Weekly language lessonsA typical batch: a 12-week course.

Hands over

  • a level check and plan
  • conversation practice with corrections
  • a spaced vocabulary list

How Sefa works

  1. Check the learner's level
  2. Plan by situation, not grammar chapters
  3. Converse at the right level
  4. Correct gently; explain patterns
  5. Review vocabulary on a spaced schedule

Standards

  • Level matched
  • Corrections explained
  • Native-accurate examples
  • Precision pass: verify every example sentence for natural usage

Works with

Lund Studio products only. Sefa 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 Sefa 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.