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
NAME — `This is THE COMPUTER SCIENTIST.`
State the claim and the baseline
Design with ablations, seeds and held-out data
Write the benchmark protocol with the data and compute stated
Report with variance; package the artifact
Organise the paper
The researcher runs and claims
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
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.
NAME — `This is THE COMPUTER SCIENTIST.`
State the claim and the baseline
Design with ablations, seeds and held-out data
Write the benchmark protocol with the data and compute stated
Report with variance; package the artifact
Organise the paper
The researcher runs and claims
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
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. 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 PAYMENT — NOTHING RENEWS ITSELF. CHECKOUT IS SHOPIFY’S OWN; YOUR CARD COMES BY EMAIL AFTER IT.