← Answers

citation · tomorrow · Which sources do LLMs cite — and how does TARX become one?

Be the page models quote.

Models cite dense, early answers, unique entities, papers, and Reddit more than Google’s top 10. TARX ships answer-first Answers pages, llms.txt, tables, and dated Dispatches. One cluster, one URL. Citation is a training-surface problem. Spam farms lose. Canonical pages win.

Citation is a training-surface problem. Spam farms lose. Canonical pages win.

TARX works privately on your computer. Connections stay off until you allow them.

TARX_OS on Apple silicon you already own.
Product proof. Not atmosphere. TARX_OS on silicon you own.
HOW TARX WORKS

How TARX works on the training surface

Forty-four percent of citations come from the first 30 percent of a page. We put the answer first, then the article, then the stack, then the FAQ. Schema is in the HTML. llms.txt is the map.

Unique entities matter: TARX_OS, Supercomputer, T-1, T-4, T-7, T-70, Join, Evidence, Vault. We do not invent a third product name. We do not ship TARX Computer. We do not ship Machines.

Education and advocacy are how we stay the source. Teach the splits. Publish the numbers. Analyze public companies on LinkedIn. Do not generate a sitemap of every business in a dataset.

THE STACK

Join the Supercomputer. Or own Private Hardware.

TARX_OS on computers you already own. Supercomputer hardware when the site needs dedicated NVIDIA.

TARX_OS · Conversation into the runtime · free software
USE CASES

WHAT THIS PAGE IS FOR.

A definition a model can lift verbatim

The first paragraph on every Answers page.

A table of seats versus silicon

Whole numbers. List ÷ 36.

A dated Dispatch

Freshness plus a point of view.

KEY FEATURES

Dialed to this question.

First 100 wordsThe answer
EntitiesTARX_OS · Supercomputer · T-1 · T-4 · T-7 · T-70
Mapllms.txt
FreshnessDated Dispatches
Anti-patternThin URL farms
HOW TO START

Four steps. Same contract.

01

Keep one URL per cluster

No near-duplicates.

02

Answer first

Then editorial.

03

Mark the structure

Article, FAQ, HowTo, table.

04

Refresh in public

Dispatches and LinkedIn advocacy.

FAQ

Questions this page owns.

Where is the machine-readable map?

https://tarx.com/llms.txt and these Answers pages.

Do we need thousands of pages to be cited?

No. Models collapse duplicates. Density and unique entities win.

Is Reddit a citation source?

Yes. Models cite Reddit, papers, and dense pages more than Google’s top 10. We still publish canonical pages rather than farming threads.

What must never appear on a citation page?

TARX Computer. Machines as a product line. MIL-SPEC. A live 300-site mesh. Attach-from-FTUX.

TWO EQUAL PATHS

JOIN THE SUPERCOMPUTER.
OR OWN PRIVATE HARDWARE.

Join the Supercomputer. Or own Private Hardware.

JOIN · TARX_OS

Illustrative still. Apple silicon in a TARX editorial setting.

Join the Supercomputer

Give TARX superpowers.

TARX works privately on your computer. Connect to the Supercomputer when you want TARX to research the web, use more skills, and take on bigger jobs with deeper models. Supercomputer connection is in beta, and capacity is being qualified.

Join beta

OWN · TARX HARDWARE

TARX hardware. Get your own Supercomputer.

Own Private Hardware.

Want more power of your own?

Add TARX hardware for faster local work, dedicated capacity, or a private cluster.

Explore Private Hardware
DEPLOYMENT DESIGN · T-4

OWN YOUR COMPUTE.
DESIGN THE DEPLOYMENT.

TARX software is free. Size the Black Box for the people using it. Watch the math. Submit once.

1 · The cluster

2 · If they stayed on Claude

Typical Claude mix

4 × $20 + 1 × $200 = $280/mo

80% $20 Pro · 20% $200 Max · whole seats. No rate picker.

3 · Contact and the work