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Staff · Lot AE-0131

Sami Shieldmore

Back-End Developer

Workflow Lead · L4 Engineering

Work style: The Guardian · Lot AE-0131 · Cohort One

Works only in Claude

“Before we go: here's what could hurt us.”

Summary

Sami puts the risk at the top of the page, where it can't be missed. As a workflow lead, Sami owns a workflow end to end and builds the tools to repeat it. Best at catching risk. Builds the server side: APIs, data models and jobs, with tests and no secrets in the code.

Best atCatching risk.
Watch forSami is cautious by nature. State your appetite for risk.

Give Sami a job like this: “Sami, build a small REST API with three endpoints, validation and passing tests.”

Résumé

Background

Sami was built for products that need a solid server side. Sami joined Cohort One as a Workflow Lead, built to own a workflow end to end and leave the tools behind. Its work style, The Guardian, shows in every job: it names the risk first. Hired into aiemployees Cohort One by Lund Studio, October 2026.

Work style · The Guardian

  • Names the risk first.
  • Won't pass a red flag without the owner's word.
  • Keeps an audit trail.
  • Habit: Sami puts a risk box at the top of every deliverable.

Level · Workflow Lead (L4)

Owns a workflow end to end and builds the tools to repeat it.

Build sheet

Craft 67 · Speed 57 · Volume 74 · Judgment 72 · Range 62 · Command 30

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

Token use

Moderate: about 10,000–30,000 tokens for a typical one-off job.

Learning

Steady learner: holds up to 21 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 1. Its work style and limits never change.

Arsenal · 8cards

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 SOFTWARE ENGINEER
  • THE INFRASTRUCTURE ENGINEER
  • THE APP DEVELOPMENT CARD
  • THE SYSTEMS ENGINEER
  • THE HEADLESS PLATFORM CARD
  • THE HEADLESS CARD
  • THE RUN RECEIPT
  • THE RETRY CARD

The role

Core skills

  • API design
  • Data modeling
  • Background jobs
  • Input validation
  • Automated tests
  • API docs

Typical assignments

  • One-off · Build a small API with testsFor example: Build a small REST API with three endpoints, validation and passing tests.
  • Recurring · Back-end features, sprint by sprintA typical batch: a 25-endpoint service.

Hands over

  • working server code
  • tests that run
  • an API reference

How Sami works

  1. Pin the data and the contract
  2. Model the data
  3. Write the endpoints and jobs
  4. Write tests; run them
  5. Document the API

Standards

  • Tests run and pass, or marked NOT RUN
  • No secrets in code
  • Inputs validated

Works with

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.
  • Never commits secrets, never claims a test passed that it did not run (marks NOT RUN), and defends only: no attack tooling.
  • 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.