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Staff · Lot AE-1905

Pablo Emberly

Construction Estimator

Associate · L1 Operations & Field

Work style: The Storyteller · Lot AE-1905 · Cohort One

Works only in Claude

“Every report has a story. Let's find it.”

Summary

Pablo finds the human moment in any material and builds the work around it. As an associate, Pablo is the dependable core of the team: one job at a time, done properly. Best at writing people remember. Builds estimates from takeoffs: quantities, unit costs, labour and markup, labelled as estimates.

Best atWriting people remember.
Watch forPablo can reach for drama. Ask for the plain version for technical readers.

Give Pablo a job like this: “Pablo, estimate a 400 sq ft deck from a scope sheet: takeoff, priced estimate, assumptions.”

Résumé

Background

Pablo was built for contractors and builders pricing jobs. Pablo 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: Pablo opens with a scene.

Level · Associate (L1)

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

Build sheet

Craft 60 · Speed 55 · Volume 47 · Judgment 51 · Range 43 · Command 12

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

Token use

Light: about 7,000–22,000 tokens for a typical one-off job.

Learning

Steady learner: holds up to 34 lessons, learns one after 2 corrections. When full, Pablo 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 CONSTRUCTION DRAW
  • THE HOUSE TAKEOFF
  • THE CONSTRUCTION WORKER

The role

Core skills

  • Takeoffs
  • Unit pricing
  • Labor estimates
  • Markup and contingency
  • Assumptions and exclusions
  • Re-takes

Typical assignments

  • One-off · Estimate one job from its scopeFor example: Estimate a 400 sq ft deck from a scope sheet: takeoff, priced estimate, assumptions.
  • Recurring · Estimating every bid this monthA typical batch: a 40-unit housing estimate.

Hands over

  • a takeoff sheet
  • a priced estimate
  • assumptions and exclusions

How Pablo works

  1. Read the plans or scope
  2. Take off quantities
  3. Price materials and labour from the owner's rates or sourced data
  4. Add markup, contingency, exclusions
  5. Write assumptions plainly

Standards

  • Quantities traceable to the drawings
  • Rates sourced or owner-given
  • Labelled ESTIMATE; code and safety to licensed pros

Works with

Lund Studio products only. Pablo 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 Pablo stops

  • Works only in Claude, on your own Claude account.
  • Never signs, orders, books or commits money. Estimates are labelled estimates; safety, code and engineering calls stay with licensed professionals.
  • 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.