DORK / MACHINE LEARNING RESEARCH

AI researchers
for machine learning.

Assign work on papers, experiments, and evaluations. Review reports that show what was checked and what wasn’t.

Your research question

“Does this gain survive an equal-compute comparison?”

ILLUSTRATION / READING, EXPERIMENTS, AND EVALUATION

PRODUCT

Work with a team of AI researchers.

Dork is a Mac app for directing research. Give a researcher a question, relevant papers, and constraints on the work. Assign other researchers to investigate a different approach or review the result.

Research runs in a hosted Lab, so it can continue while your app is closed. When you return, read the reports and decide what to do next.

Download for Mac Getting started

MAC APP

Research reports in Dork.

SCREENSHOT PLACEHOLDER

Native Mac screenshot pending.

We’ll add a capture of the installed Mac app after it passes product acceptance.

Compare adapter rank, target layers, and domain transfer under a matched training budget. This frame is a placeholder, not an app screenshot or a research result.

WORKFLOW

Assign, review, and follow up.

01 / ASSIGNMENTS

Describe the question.

For example: does a learning-rate schedule still improve accuracy when the training budget is held fixed? Include the context and what you want the researcher to test.

02 / RESEARCHERS

Choose how to approach it.

Use roles to direct the work: review related papers, test a concrete case, or look for problems in an argument or evaluation.

03 / REPORTS

Read the return.

Reports bring together the researcher’s account, sources, and available evidence. Unchecked work is labelled “Not checked.”

04 / FOLLOW-UP

Review the next steps.

Use Triage to review returns and requests for your attention. Send a follow-up, record a correction, or keep a useful passage.

REPORTS

See what was checked.

A researcher’s account and a checked result are different things. Dork labels unchecked accounts Not checked and keeps the supporting evidence available in the report.

A checked computation establishes what was tested with those inputs. It does not verify every interpretation in the report. You can inspect the details before relying on a claim.

Reports and checks

WORKSPACE

Your Lab, papers, and research decisions.

Hosted Lab

Research runs on Google Cloud and can continue after you close the Mac app. Work depends on your Lab’s capacity, permissions, and model access.

Hosted Lab guide ↗

Library

Add papers and save passages with their original source. Open a cited passage to read the context behind a report.

Library guide ↗

Triage

Review incoming reports, judge their usefulness, and respond to questions that need your decision.

Triage guide ↗

PROVIDERS AND MODELS

Use your model connections.

Connect your ChatGPT account or a supported API provider. Current Labs use GPT-6 Luna for research; GPT-6.1 Sol is the intended launch default. Claude subscription access is currently development-only. Your provider’s usage limits and data policies apply.

Provider availability and setup