Field note · The Living Workshop

Grow the shop, not the set.

It's an exact twin of the workbench in my garage - and it starts empty on purpose. Reality fills it: photograph an item, place it where the twin says, prove it with a photo. Organizing the real mess is the game.

You don't win by perfecting a chess set, and you don't win with pretend money. You win by making the real bench legible: every item captured by camera, placed where the recommender argues it belongs, verified by photo. Evidence beats claims - verified items unlock recipes, real builds add real capacity, and the next ring of space (the wall, the garage, the house) only opens when the inner one is provably organized.

Open the Bench TwinRead the design bible

How it works

Capture → place → verify → build

One loop drives everything, and every step of it is real. Photograph an item, place it where the recommender argues, prove it with a photo, and build with what the evidence says you own. Repeat until the house is the workshop.

  1. 01
    Capture
    Photograph one real item off the bench. Vision drafts what it is; you correct it - the model proposes, you dispose.
  2. 02
    Place
    A deterministic recommender argues the slot: daily tools earn eye-level pegboard, blades live sheathed in drawers, heavy goes low.
  3. 03
    Verify
    Shoot the container. A confident yes is the only thing that turns a claim into evidence - and drift audits keep it honest.
  4. 04
    Build
    Verified capability tags light up recipes. Real builds add real slots; sales and spends land in a real ledger.

The meta-game

Grow the bench into a house

The bench is where it starts - the measured twin of the real one in my garage. Drag the verified evidence and watch the rings open outward, gate by gate, the way they do in the game: claims count half, photos count full, and territory only falls to proof.

The Surroundings

The Surroundings - the wall around the bench - cleat rail, shelf, charger table.

12 verified items · 2 of 4 rings open

Drag to add evidence. Every verified item is a photo that proves a placement - claims alone open nothing.

Four tiers

Bench → surroundings → garage → house

Tier 1

The Bench

Where it starts: the measured twin of the real Kobalt bench - pegboard, organizer, two drawers, the shelf. The work surface stays clear; that's the rule.

Bench Integrity ≥ 80 · 10 verified items

Tier 2

The Surroundings

The wall and floor around the bench: a french-cleat rail, a scrap-wood shelf, the charger table. Opens when the bench provably holds.

Cleat rail · Wall shelf · Charging station

Tier 3

The Garage

The whole two-car bay: wire racks, ceiling racks, the fridge wall. Same rules, bigger territory.

Rack-by-rack intake · Standing drift audits

Tier 4

The House

There's no line anymore between where you live and where you build - every room a zone the same evidence rules can hold.

Room by room, ring by ring

Evidence is the score

Bench Integrity: how organized is the real bench

The twin measures reality now: photograph an item, place it where the recommender says, verify it with a photo. Verified evidence counts full, claims count half, drift decays it - and the next ring of space only unlocks when the number holds. Drag the evidence and watch the same engine CI asserts recompute live.

BENCH INTEGRITY71/ 100

1 item drifted - re-place or retire them.

evidence (verified > claimed)57%
storage-class fit100%
drift-free93%

Next ring needs integrity ≥ 80 and 10 verified items (claims don't count).

What makes it living

The ideas it's built on

It starts as your real bench

Not a generic workbench - a digital twin of the one in my garage, measured from photos: 45 by 24 inches of top, a pegboard hutch, a thirty-drawer organizer. It opens as a blank slate because the real bench is a mess, and the game's whole job is fixing that.

This is your bench. Every container is empty. Reality fills it.

Evidence beats claims

Saying you put the drill away counts half. A photo that shows it counts full - and it decays if you never re-verify. Bench Integrity is one honest number over placement, verification, fit, and drift, and the next ring of space only unlocks when it holds.

Three placements unverified. Shoot the shelf and I'll believe you.

Placement argues its case

Vision describes the item; a deterministic engine decides where it should live and tells you why - reach, clustering, weight, hazard. Same item, same bench, same answer, every time. No AI vibes deciding where your chisels go.

Pegboard, eye level: you reach for it daily. Blades stay in the drawer.

The rig keeps watch

Pair a shelf camera, an NFC reader, a load cell, or a Home Assistant sensor - each with a wizard, a one-time token, and live status. Devices post evidence in; nothing ever commands them. A camera can keep your drill verified while you sleep.

Shelf cam heartbeat 04:12. Battery pack present. Verification refreshed.

Every piece carries its story

The north star hasn't moved: a bench that watches the work means every finished object can carry its whole build - the wood, the humidity, the cure, the hours, the hand that made it. The rig is the first real step toward it.

Crafted in Workshop #001 · 16.2 hours · 14-day cure · built by Jake.

Underneath it all

A bench that still teaches

The tycoon loop sits on top of the original idea: a workbench that watches, corrects in the moment, and fades as your confidence rises. It runs one loop, whether it's a glue-up or a finish.

My goal isn't to build projects for you. My goal is to help you become the kind of craftsperson who no longer needs me.
- the bench's teaching philosophy
  1. 01
    Observe
    The overhead cameras watch the work, not to record but to compare.
  2. 02
    Compare
    Your action is measured against an expert model of the same move.
  3. 03
    Detect the gap
    The screen highlights exactly where you diverge - the uncovered edge, the proud board.
  4. 04
    Explain why
    Ask 'why?' and it explains. In the flow, it just guides.
  5. 05
    Coach
    One contextual instruction at a time until the gap closes.
  6. 06
    Fade
    As your confidence rises, it says less - until it mostly watches quietly.

The north star

The physical bench, body mapped to senses

The first rung is live: the game's Rig mode pairs real cameras and sensors today (a one-time token, a heartbeat, live status), posting evidence in with no hands and no commands out. Everything else here is the spec that rung climbs toward - cameras as eyes, an LCD face, speakers, nerves, memory. Hover a part to see what it measures.

no hands, you buildRaspberry Pi 5 (8 GB)Overhead cameraOblique camera (×1–2)Raking light rigBench LCDStereo speakersHygrometerBluetooth calipersBench scale
EyesVoice / faceMouthHands (none)MemoryNerves

Hover a part of the bench to see what it senses, the twin field it measures, and how the shipped simulator stands in for it today. Everything routes through the on-bench compute, and, deliberately, the bench has no hands.

◈ Topology: Outbound-only. The bench initiates every connection (fetch models, sync finished twins, and, from H4, call an LLM) and accepts no inbound control. A camera-equipped, tool-adjacent device must never be remotely drivable. Read the hardware spec

How it gets built

Five phases, cheapest and most honest first

Sensing before voice before eyes: a hygrometer and calipers make the twin honest for a few hundred dollars; cameras roughly double it and are where the real cost and CV risk live. None started.

  1. H1planned
    Sensing
    A hygrometer, Bluetooth calipers, and a bench scale on a Pi turn the twin's humidity, flatness, and thickness from claims into measurements, the cheapest, highest-honesty win, with no CV risk.
  2. H2planned
    Voice
    The simulator's screen becomes the bench's screen on a real LCD, and the speechSynthesis device voice is promoted to real speakers. No new engine, the sim components are the UI.
  3. H3planned
    Eyes
    Overhead + oblique cameras with switchable raking light, and the first CV task (glue coverage or panel flatness). Where the real cost and risk live; the compute choice (Pi vs NPU vs mini-PC) is forced only here.
  4. H4planned
    Live mentor
    An LLM endpoint reasons over the CV gap + the expert model, replacing the scripted instruction/correction. Adds ongoing inference cost, not hardware, and never a confident-but-wrong instruction near a tool.
  5. H5planned
    Memory & planning
    A per-maker style profile over the twin archive: it stops forcing a house style and recognises yours, eventually proposing original designs that build on how you already work.

Bill of materials, priced to scope: a sensing + voice bench (H1–H2) ≈ $410; add eyes (H3) ≈ $645. Estimates, not a shopping list.

Guardrails

What the bench must never do

No actuation

No motors, relays, or tool control. It cannot start, feed, or stop a saw, lathe, or router, every physical action is the maker's.

No inbound control

Outbound-only topology; the bench is not a server and accepts no remote drive.

No confident-but-wrong instruction

Low-confidence CV degrades to “stop and check,” never a wrong instruction with authority near a running tool.

Frames are exhaust, not a recording

Camera frames are compared and discarded unless the maker opts one into the twin. The bench watches the work, not the person.

Every piece carries its story

Scan the QR, read the build

Because the cameras were watching, every finished object gets a digital twin. Not just “walnut chess board” - the whole build, ready to sell with its provenance attached.

Chess Set #14
Workshop
Workshop #001
Wood
Black Walnut · Hard Maple
Built
September 18
Humidity
43%
Finish
Hardwax oil
Cure
14 days
Hours
16.2
Builder
Jake

Digital twin archive available

Commission it

Ask the workshop for a thing

The order board is real: what you type here lands as a request card in the game's Build mode, and if it's accepted it gets built at the actual bench and settled in the actual ledger. A cutting board, a printed hook, a fix - ask.

Keep exploring

Where this connects

Play the simulator →The revenue-engine simulatorThe system architectureAll the games

Follow the workshop as it gets built

An occasional note when the simulator grows a new mechanic - or the real bench takes shape. No schedule, easy out.