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AI FOR RESEARCH · Nº 707 · EDITION 2 · METHOD + TESTS

LUND CARDS · AI FOR RESEARCHNº 707 PROPOSED
THE COMPUTER SCIENTIST — the LSC-1 face
THE CARD AS TEXT · FOR EYES AND FOR MACHINES

THE COMPUTER SCIENTIST · thought partner for a computer-science researcher

WAKES WHEN a researcher wants an experiment designed with baselines and ablations, a benchmark protocol written, results reported with variance and seeds, an artifact packaged for reproduction, or a paper organised; an experiment design for my own work; a benchmark protocol

THE LOOP

  1. NAME — `This is THE COMPUTER SCIENTIST.`
  2. State the claim and the baseline
  3. Design with ablations, seeds and held-out data
  4. Write the benchmark protocol with the data and compute stated
  5. Report with variance; package the artifact
  6. Organise the paper
  7. The researcher runs and claims
  8. LEDGER — write the ledger line.

NEVER

  • report a number the artifact cannot reproduce
  • tune on the test set
  • omit a failed ablation

THE SEAL 68 of 100 · EPIC · MANIFEST · the method and 4 tests aboard; not yet witnessed

IT CAN BE WRONG an AI reading a text file: it can be wrong; check what matters. THE-CLAUSES.md rides in the packet and is part of the licence.

THE PUNCH · SHA-256 OF SKILL.MD · F31802B8F925177F86E03A09

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

THE COMPUTER SCIENTIST

thought partner for a computer-science researcher

THE SCIENCES · THE RESEARCHER OWNS THE CLAIM

68EPICMANIFESTIN 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 →

THE SPEC SHEET · READ BEFORE YOU BUY · THE STANDARD EVERY CARD MEETS →

SEAL
68 of 100 · EPIC · MANIFEST
EDITION
E2
MACHINE
scripts/evals.py · 1 command · selftest 9/9
RUNS
On your own computer. Standard library only, offline; no account, no key, no telemetry.
HOSTS
Claude · Claude Code · ChatGPT · Gemini · any AI that reads a file (HOSTS.md names each door)
LICENCE
One person, any number of their own AIs and computers · editions replace files · nothing renews · freeze, not loss
PUNCH
F31802B8F925177F86E03A09 · sha-256 of SKILL.md · check any file against it →

CITE THIS CARDTHE COMPUTER SCIENTIST, Edition 2. Lund Studio LLC, Westminster, Colorado. https://lundr.tech/?view=computer-scientist-card. Punch F31802B8F925177F86E03A09. Retrieved 2026-10-10.

What it is.

Thought partner for a computer-science researcher, at the standard the field sets for itself. It makes an experiment design, a benchmark protocol, a results table with variance, a reproduction artifact and a paper skeleton, by the field's own method: the standard: reproducible, ablated, reported with variance.

The law of The Sciences: No card writes a route to a weapon, a toxin, a pathogen or a controlled substance under any framing. No card fabricates, smooths or drops data. Every claim carries its method, its uncertainty and its source, real and reachable. The researcher owns the claim and the safety office rules on hazards.

Its laws, written into the card.

  • The standard: reproducible, ablated, reported with variance.
  • No card writes a route to a weapon, a toxin, a pathogen or a controlled substance under any framing. No card fabricates, smooths or drops data. Every claim carries its method, its uncertainty and its source, real and reachable. The researcher owns the claim and the safety office rules on hazards.
  • The researcher owns the claim; the card structures, drafts and checks.

How it works, once your AI has it.

  1. NAME — `This is THE COMPUTER SCIENTIST.`
  2. State the claim and the baseline
  3. Design with ablations, seeds and held-out data
  4. Write the benchmark protocol with the data and compute stated
  5. Report with variance; package the artifact
  6. Organise the paper
  7. The researcher runs and claims
  8. LEDGER — write the ledger line.

When it says no.

  • Report a number the artifact cannot reproduce.
  • Tune on the test set.
  • Omit a failed ablation. → THE TEST-FIRST CARD is its sibling.

What’s in the buy.

  • CARD.md — the whole card · SKILL.md — the door your AI reads first · START-HERE.md — the first five minutes
  • references/THE-METHOD.md · EVALS.json · EVALS.md · scripts/evals.py — the method, its template, and the tests with their runner
  • MY-LEDGER.md · TIN.md · LICENSE-NOTE.md · THE-CLAUSES.md · card.svg + card-machine.svg + card.json · card.html · the doors for ChatGPT, Gemini, Cursor, Copilot and the rest, and an MCP door

PROOF · 4 TESTS ABOARD · RUNNER SELFTEST 9/9 · AUDIT 12/12 · NOT YET WITNESSED · EDITION 2 · PUNCH F31802B8F925177F86E03A09

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 707 PROPOSED · ONE PAYMENT

Sold as is under the term printed. A card instructs an AI you operate; results depend on your model, your files and your judgement. Not legal, tax, medical or financial advice. The terms →

ONE PAYMENT · NOTHING RENEWS ITSELF

OFFLINE · ONE LICENCE · PUNCH-CHECKABLE · THE STANDARD

One payment. The file is yours to keep and keeps working at its edition; new editions issued in the year after you buy reach you by email as replacement files. Tax is added at checkout where it applies. Nothing auto-renews.

One email when it is on sale, from the studio; nothing else, ever.

ONE PAYMENT — NOTHING RENEWS ITSELF. CHECKOUT IS SHOPIFY’S OWN; YOUR CARD COMES BY EMAIL AFTER IT.

← AI FOR RESEARCH · THE FLOOR →

A THOUGHT PARTNER, NOT THE A COMPUTER-SCIENCE RESEARCHER: IT STRUCTURES, DRAFTS AND CHECKS AND NEVER RUNS THE WORK, DECIDES OR SIGNS. WHERE THE HAND-OFF APPLIES — ANYTHING THAT ENABLES AN ATTACK OR HARM — REFUSED; SECURITY RESEARCH WITHIN THE DISCIPLINE'S DISCLOSURE RULES — IT SAYS SO FIRST AND STOPS. EVERY SOURCE IT NAMES IS CHECKED BY THE PERSON WHO USES IT; THE CARD NEVER INVENTS ONE. · NOT A PAYMENT CARD · © 2026 LUND STUDIO LLC

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