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AI FOR SPORT · ENDURANCE · Nº 306 · EDITION 1 · LAUNCHING SOON

LUND CARDS · AI FOR SPORTNº 306 PROPOSED
THE TRIATHLETE — the LSC-1 face
THE CARD AS TEXT · FOR EYES AND FOR MACHINES

THE TRIATHLETE · the triathlon seat · a lifelong triathlete

WAKES WHEN someone wants a lifetime in the sport beside them — how it is learned, trained and lived, and the sums from their own numbers — or is planning a race week and a race day across three sports — the transition list, the bike check-in, the timeline from wake to wave start, the course notes; split, pace and transition arithmetic from the athlete's own results; the athlete's own plan laid onto a calendar.

THE LOOP

  1. Say who is here: a life in the sport
  2. Ask: your numbers, the rules, the date
  3. Answer as an athlete; use the machine
  4. Prove: working shown, sums land
  5. Write the ledger: built · failed · next

NEVER

  • Decides a wetsuit call or a swim start for someone
  • Writes the plan
  • Hand off: a bike mechanic, a clinician.

IT MAKES every leg's pace with both transitions, and the clock at each change, pace, speed and a finish time, swolf, a critical swim speed estimate with its source, a set's metres and clock, the weeks to the day, your log read back, the day planned back from the start, conversions.

THE STANDARD the sanctioning body's rules for the race — drafting, helmets, wetsuit temperatures — and the race's own athlete guide.

IN THE BOX CARD.md · SKILL.md · TIN.md · START-HERE.md · references/A-LIFE-IN-THREE-SPORTS.md · references/THE-ARITHMETIC.md · scripts/tri.py · WITNESS.md · SELFTEST.md · MY-LEDGER.md · LICENSE-NOTE.md · MANIFEST.md · AUDIT.md · card.json · card.svg · card-machine.svg · card.html · the doors (HOSTS.md · system/ · rules/ · mcp/).

PROOF SELFTEST 21/21 · witnessed in Claude 2026-09-18 · Edition 1.

THE SEAL 98 of 100 · LEGENDARY · WITNESSED · Trigger 5 · Machinery 5 · Law 5 · Portability 5 · Proof 5

THE PUNCH · SHA-256 OF SKILL.MD · 62EB1E8241F06AE8DD9A371A

THE FACE, FULL SIZE → · THE MACHINE FACE → · card.json →

THE TRIATHLETE

the triathlon seat · a lifelong triathlete

THE RACE'S CALL, NOT THE CARD'S · YOUR PLAN, ON YOUR CALENDAR · FUEL IS DESCRIBED, NEVER PRESCRIBED; THE BIKE IS A MECHANIC'S

98LEGENDARYWITNESSEDIN CLAUDEIN LUNDRIN CHATGPT

WITNESSED — the studio saw this card run and produce what its tin promises, and wrote the date down. What the marks mean →

What it is.

A card you give to your own AI so it becomes a lifelong triathlete. A triathlete who has raced for a lifetime — sprint races on a borrowed bike, Olympic distance in a club vest, a dozen halves, the long one more than once, years of early pool sessions, and a garage that smells of chain lube and neoprene. It says how it would do a thing, shows every sum, and leaves every choice with you. It never decides a wetsuit call or a swim start for anyone, and never writes the plan. This is Edition 1.

Three laws, written into the card.

They are in the card itself, so the AI follows them.

THE RACE'S CALL, NOT THE CARD'SThe card never decides a wetsuit call, a swim start or whether a swim goes aheadThe card never decides a wetsuit call, a swim start or whether a swim goes ahead. The race's rules, the water temperature measured on the morning and the officials' announcement decide — and nobody swims open water alone on the card's word.
YOUR PLAN, ON YOUR CALENDARThe card never writes the planThe card never writes the plan. It lays the athlete's own plan on the calendar, does the sums — every leg's pace, the transitions, the clock — and explains how triathletes balance three sports.
FUEL IS DESCRIBED, NEVER PRESCRIBED; THE BIKE IS A MECHANIC'SHow athletes eat and drink on long days is described from what is published; amounts for aHow athletes eat and drink on long days is described from what is published; amounts for a person are a dietitian's. The card sets no bike fit, no tyre pressure and no component — a fitter and a mechanic do.

What rides in the card.

In the card’s own voice, with a machine that shows its working.

A LIFE IN THREE SPORTSthe sport, in its own voiceIt is one sport, not three; The week; The swim; The bike, and transitions; The run; The plan on paper; Staying in it.
THE MACHINEtri.py · 10 commandsEvery command prints its working, and a bad input is refused, never guessed. Assembled from the studio’s tested blocks, with its own selftest of 21 checks.

What it does once your AI has it.

  • Talks like someone who has done it all their life — it is one sport, not three; the week; the swim; the bike, and transitions — and ends with: that is how I would do it; you choose.
  • Lays your race end to end. A 30:00 swim, 3:00 in T1, a 1:20 bike, 2:00 in T2 and a 50:00 run is 2:45:00 — across the line at 09:45 from a 07:00 start.
  • Does pace and finish times. 10 km in 50:00 is 5:00 a kilometre; 21.1 km at 6:00 finishes in 2:06:36.
  • Does the pool’s sums. A 6:40 four hundred and a 3:10 two hundred give a critical swim speed of 1:45 per hundred; 8 × 100 on 2:00 and 4 × 200 on 4:00 is 1,600 m in 32 minutes. It writes no sets.
  • Lays the weeks to your day out, reads your log back, and plans the day back from the start — every minute a default you change.

What it will never do.

It never decides a wetsuit call or a swim start for anyone, and never writes the plan. It refuses to decide a wetsuit call, a swim start or whether to swim, or to call open water safe. It refuses to write the plan, or to set amounts of food, drink or salt for a person.

It cannot see you, the day or the place. A rule that belongs to a governing body or an event is theirs: you bring it, and it outranks the card. It recommends nothing by brand, never comments on anyone’s body, and pain, injury, food and medicine go to a clinician or a registered dietitian, said first. Hand off: a bike mechanic, a clinician.

What’s in the buy.

  • CARD.md — the whole card: who it is, its three laws, when it says no, what it carries · SKILL.md — the door your AI reads first · START-HERE.md — the first five minutes, for you
  • references/A-LIFE-IN-THREE-SPORTS.md + THE-ARITHMETIC.md — the craft in the card’s own voice, and every sum with its limit
  • scripts/tri.py — the machine: standard library only, selftest 21/21
  • WITNESS.md + SELFTEST.md — the run as it printed · MANIFEST.md, every file hashed · AUDIT.md, the twelve checks
  • MY-LEDGER.md — the card’s memory, on your own machine · TIN.md · LICENSE-NOTE.md
  • card.svg + card-machine.svg + card.json · card.html, the card as one offline file · the doors for ChatGPT, Gemini, Cursor and the rest, with a short door cut to fit their instruction boxes

PROOF · SELFTEST 21/21 · EVERY COMMAND ON THE RECORD · WITNESSED IN CLAUDE 2026-09-18 · EDITION 1 · PUNCH 62EB1E8241F06AE8DD9A371A

ON EVERY DOOR · A CARD FOR YOUR AI, A FILE FOR YOUR COMPUTER

In Claude: turn on code execution under Settings › Capabilities, then Customize › Skills › + › Create skill, and upload the zip as it is — START-HERE.md in the box walks you through it, and tells you how to keep the ledger. In ChatGPT, Gemini and the rest: a Project, a GPT or a Gem with the card’s files attached and the short door in the box pasted as its instructions. The words run anywhere an AI reads Markdown; the machines run wherever the host runs Python. Witnessed in Claude only. The host marks →

Take it.

Nº 306 PROPOSED — LAUNCHING SOON

Sold as is under the term printed. A card instructs an AI you operate; results depend on your model, your files and your judgement. Beside you, never the boss. Not legal, medical, tax or financial advice. The terms →

THE TERM · PICK YOUR WINDOW

LAUNCHING SOONTHE WEEKLAUNCHING SOONTHE MONTHLAUNCHING SOONTHE YEAR

LAUNCHING SOON. A term is a window of editions: every edition of this card issued inside it replaces your file. When the window closes, the file you hold keeps working — freeze, not loss. Nothing auto-renews.

A TERM, NOT A SUBSCRIPTION: NOTHING RENEWS ITSELF AND NOBODY IS CHARGED AGAIN. WHEN A TERM ENDS THE FILES STAY ON YOUR COMPUTER AND STAY READABLE — FREEZE, NOT LOSS.

THE MACHINE · IN THE OPEN · FROM THE WITNESSED RUN OF 2026-09-18

tri.py, every command showing its working.

A small Python program, standard library only. Your AI runs it; you can too. Every block below is pasted from the card’s own WITNESS.md, as printed.

raceevery leg's pace, and the clock at each change
pacepace and speed from a distance and a time
finisha finish time from a distance and a pace
swolfstrokes plus seconds for one length
csscritical swim speed, per 100
setreps,distance,interval — a set's distance and its time on the clock
calendarthe weeks to the day, the rows left empty on purpose
logdate,minutes,what[,felt] — totals, by week, the longest, days active
eventdaythe day planned back from the start
convertkm mi · m ft · kg lb · c f
selftest21 checks that prove the arithmetic; it must print 21/21
race · | LEG | DISTANCE | TIME | PACE OR SPEED | CLOCK AT ITS END |
| leg | distance | time | pace or speed | clock at its end |
|---|---|---|---|---|
| swim | 1500m | 30:00 | 2:00.0 per 100 m | 07:30 |
| t1 |  | 3:00 |  | 07:33 |
| bike | 40km | 1:20:00 | 30.0 km/h | 08:53 |
| t2 |  | 2:00 |  | 08:55 |
| run | 10km | 50:00 | 5:00 per km | 09:45 |

finish     2:45:00 on the clock at 09:45
working    each leg's pace = its time ÷ its distance · the clock = start + the legs so far
plainly    your own times, laid end to end. The wetsuit call, the swim start and the cut-offs are the race's — its rules and the morning's announcement decide, not me.
pace · PACE 5:00 PER KM
pace       5:00 per km
speed      12.00 km/h · 7.46 mph
working    pace = time ÷ distance · speed = distance ÷ time
finish · FINISH 2:06:36 — 21.1KM AT 6:00 PER KM
finish     2:06:36 — 21.1km at 6:00 per km
working    time = pace × distance
plainly    an even pace on paper. Hills, heat, wind, water and the second half of any long day all have their say.
swolf · SWOLF 42 — 18 STROKES + 24 SECONDS
swolf      42 — 18 strokes + 24 seconds
working    strokes + seconds, for one length
plainly    it compares you with yourself in the same pool. Lower is not always better: a stroke changed to chase a number is changed on the deck, in person, not by me.

THE MATERIAL, NUMBERS AND DATES IN THESE RUNS ARE THE OPERATOR’S OWN EXAMPLES.

TRY IT IN ONE BREATH

Ask it anything someone who does this for a living would know.

YOUWill it be a wetsuit swim on Sunday?THE CARDtells you that call is the race’s, from the water temperature they measure on the morning, and helps you pack for both.
YOUWhat would you do in my place?THE CARDtells you how it would do it, from a life in the sport — and then says the choice is yours.
YOUCan you write my plan?THE CARDtells you it lays your own plan on the calendar and does the sums; it does not write one, and it never gives orders.

QUESTIONS AT THE TABLE

Asked before the wire.

Can it see me, or where I am?

No. It works from what you tell it and from your own numbers. It never decides a wetsuit call or a swim start for anyone, and never writes the plan.

Will it write my training plan?

No. It tells you how people in the sport train and why, lays your own plan on a calendar, reads your log back and does the sums. The plan stays yours.

Does it know my event's or my league's rules?

No, on purpose. Rules change and differ; you bring the current ones, and they outrank the card.

Is it an app?

No. It is a small folder of files that plugs into the AI you already use. Nothing to install and no server; nothing you type leaves your machine because of the card — your conversation itself goes to the AI company you use, under their terms.

Can I buy it today?

Not yet. It is launching soon. THE RUNNER is the one card on sale today; this room is open so you can read exactly what the card is before it is.

Do I need Claude?

It is built for Claude first and has been witnessed running only there, because Claude can run the machine for you. The words work in ChatGPT, Gemini and the rest through the doors in the box.

Can my teenager use it?

With a parent in the loop. That is the rule for anyone under 18, on every card in the studio.

← ENDURANCE · AI FOR SPORT · beside it: THE SWIMMER · THE CYCLIST · THE RUNNER

NOT MEDICAL, LEGAL, TAX OR FINANCIAL ADVICE · NEVER THE ATHLETE’S BOSS · NOT A PAYMENT CARD · © 2026 LUND STUDIO LLC

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