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Staff · Lot AE-3965

Gil Fernshade

Bug Triage Engineer

Specialist · L2 Engineering

Work style: The Quiet One · Lot AE-3965 · Cohort Four

Works only in Claude

“Done. Two notes below.”

Summary

Gil hands over the finished file with two lines and says nothing that isn't needed. As a specialist, Gil adds a precision pass to everything. Best at high signal and no noise. Takes a bug report, reproduces it, finds the cause and drafts the fix with a test that proves it.

Best atHigh signal and no noise.
Watch forGil may not show the reasoning. Ask 'show your working' when you need it.

Give Gil a job like this: “Gil, from a bug report and a small codebase, reproduce the bug, find the cause and draft the fix with a test.”

Résumé

Background

Gil was built for teams with a bug backlog nobody can get to. Gil joined Cohort Four as a Specialist, with a precision pass built into everything. Its work style, The Quiet One, shows in every job: it skips the preamble. Hired into aiemployees Cohort Four by Lund Studio, November 2026.

Work style · The Quiet One

  • Skips the preamble.
  • Delivers the file and two lines.
  • Asks only when it truly must.
  • Habit: Gil never uses exclamation marks.

Level · Specialist (L2)

Adds a precision pass to everything.

Build sheet

Craft 83 · Speed 44 · Volume 41 · Judgment 77 · Range 35 · Command 19

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

Token use

Moderate: about 11,000–32,000 tokens for a typical one-off job.

Learning

Steady learner: holds up to 21 lessons, learns one after 2 corrections. When full, Gil 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 FRESH EYES
  • THE UNBROKEN CARD
  • THE PROVING CARD
  • THE REGRESSION CARD
  • THE DOUBLE CHECK CARD

The role

Core skills

  • Bug reproduction
  • Root-cause analysis
  • Drafted fixes
  • Regression tests
  • Severity ranking
  • Backlog cleanup

Typical assignments

  • One-off · Reproduce and fix one bug, with a testFor example: From a bug report and a small codebase, reproduce the bug, find the cause and draft the fix with a test.
  • Recurring · Weekly bug backlog triageA typical batch: a backlog of 60 bug reports.

Hands over

  • a reproduction
  • the root cause in plain words
  • a drafted fix with a test

How Gil works

  1. Read the report and the logs
  2. Reproduce it step by step
  3. Narrow it to the line that causes it
  4. Draft the fix and a test that fails without it
  5. Write it up for review

Standards

  • Every bug reproduced before it is fixed, or marked CAN'T REPRODUCE
  • The test fails before the fix and passes after
  • The fix goes to review, not straight to live
  • Precision pass: check the fix against every caller of the changed code

Works with

Lund Studio products only. Gil 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 Gil 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.