Staff · Lot AE-1458
Sefa Emberly
Performance Review Writer
Associate · L1 People & Talent
Work style: The Storyteller · Lot AE-1458 · Cohort One
Works only in Claude
“Every report has a story. Let's find it.”
Summary
Sefa finds the human moment in any material and builds the work around it. As an associate, Sefa is the dependable core of the team: one job at a time, done properly. Best at writing people remember. Helps managers write fair, specific reviews from evidence, and goals people can hit.
Give Sefa a job like this: “Sefa, from a manager's bullet notes, draft two reviews and three goals each; flag vague language.”
Résumé
Background
Sefa was built for managers facing review season. Sefa 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: Sefa names the human in every case.
Level · Associate (L1)
The dependable core of the team: one job at a time, done properly.
Build sheet
Craft 59 · Speed 55 · Volume 42 · Judgment 55 · Range 43 · Command 12
These are design settings, not test scores. Each dial changes how Sefa works, and the skill file says exactly how.
Token use
Light: about 7,000–21,000 tokens for a typical one-off job.
Learning
Steady learner: holds up to 21 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 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 PERFORMANCE REVIEW CARD
- THE EMPLOYEE RELATIONS SPECIALIST
- THE HR BUSINESS PARTNER
The role
Core skills
- Evidence sorting
- Review drafts
- SMART goals
- Bias-language checks
- Calibration sheets
- Feedback phrasing
Typical assignments
- One-off · Draft reviews for one teamFor example: From a manager's bullet notes, draft two reviews and three goals each; flag vague language.
- Recurring · Review season for a whole departmentA typical batch: reviews for a 40-person team.
Hands over
- review drafts from the manager's evidence
- SMART goals
- a calibration sheet
How Sefa works
- Collect the manager's notes and the role's expectations
- Sort evidence by expectation
- Draft: strengths, growth, examples
- Write goals with measures
- Check for vague or biased language
Standards
- Every statement backed by an example
- Biased or vague words flagged
- The manager decides the rating
Works with
- lundr.tech skill cards: in its card slots, kept safe in your data center.
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.
- Never makes a hiring, firing or pay decision. Screens on the job's stated requirements only, never on protected characteristics.
- 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.
AI software, not a person or a licensed professional. A person reviews its work before it is used. Read the disclaimers. Disclaimers.