Ethics & Standards

How the studio operates. Content policy, citation standards, RSS fair use, and how to raise a concern or request a takedown.

Cite or quote Show the seams
01 — Content Policy

Content Policy

Original studio content. All original Craig Stanley Studio content — zines, books, audio, video, experiments — is the intellectual property of Craig Stanley Studio and licensed under copyright. Reproduction in any form requires written permission from Craig Stanley Studio.

Third-party news and announcements. Content published via Fringe Dispatches, MSZINE, Microsoft AI Brief, and the AI Week podcast that draws on third-party news and announcements is:

  • (a) sourced from publicly available RSS feeds and official press and roadmap pages;
  • (b) cited with full source attribution and links back to originals;
  • (c) summarised and transformed — not reproduced verbatim.

AI-generated content disclosure. Some content on this site is generated with AI assistance (Claude by Anthropic; Gemini by Google). Where AI is used, it is used as a tool under Craig Stanley's editorial direction. All outputs are reviewed before publication. This site does not claim AI-generated text as original journalism.


02 — Citation Standards

Citation Standards

Every story published in Fringe Dispatches, MSZINE, and Microsoft AI Brief includes the source name and a direct URL to the original material. The AI Week podcast cites its sources in each episode's show notes.

If you believe a citation is incorrect — wrong attribution, broken link, or misrepresented source — please use the query form in Section 4 below. Select Citation error as the query type.


03 — RSS & Fair Use

RSS & Fair Use

RSS feeds used by this studio are consumed for personal, non-commercial aggregation and summary with attribution. All feed items link back to the original source publishers. This use complies with standard RSS redistribution norms.

If you are a publisher and object to the use of your feed content on this site, please use the query form below and select Content takedown request. Valid requests are addressed as a priority.


04 — Copyright Takedown & Content Queries

Copyright Takedown & Content Queries

Use this form to raise a copyright concern, flag a citation error, request a content takedown, or ask any other question about how your content has been used on this site.

What happens next

Who reviews it

Every query is read directly by Craig Stanley — no triage queue, no bot.

Copyright & takedown

Copyright concerns and content takedown requests are treated as priority queries.

Citation errors

If a source is wrong or misattributed, it will be corrected and you will be notified.

Every query gets a signed reply.

05 — Third-Party Data Sources & Attribution

Third-Party Data Sources & Attribution

The following third-party classification systems and datasets are referenced across this site — in the Will AI Steal My Job zine series, podcast episode notes, and related research work. Full attribution is given here in compliance with each licence.

Occupational data · United States

O*NET®

This site includes information from O*NET OnLine by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 licence.

O*NET® is a trademark of USDOL/ETA. O*NET data covers 900+ occupations, tracking tasks, skills, knowledge, abilities, work activities, and work context across the United States labour market. It is the primary occupational information system used in AI workforce research.

O*NET OnLine → O*NET Licence → O*NET Resource Center →
Occupational data · European Union

ESCO v1.2.1

This site references the ESCO classification (European Skills, Competences, Qualifications and Occupations), developed by DG Employment, Social Affairs and Inclusion of the European Commission. Used under the CC BY 4.0 licence.

ESCO maps 3,000+ occupations and 13,800+ skills, competences, and qualifications in 27 EU languages. It is the European counterpart to O*NET and is machine-readable and freely available. ESCO's skills hierarchy incorporates elements from O*NET (USDOL/ETA, CC BY 4.0), the Government of Canada Skills and Knowledge Checklist, and Bertelsmann Stiftung's Kompetenz- und Berufekarten (CC BY SA 4.0).

Current version: ESCO v1.2.1 (updated December 2025).

ESCO classification → ESCO copyright notice → ESCO dataset download →

06 — Standards

Standards

This site operates to Craig Stanley Studio's eight studio code rules:

  1. Always be knolling
  2. Sent beats perfect
  3. Show the seams
  4. Lead with the answer
  5. Label everything
  6. Cite or quote
  7. One red, used loud
  8. Sign your work

Editorial independence. There is no sponsored content on this site, no affiliate links, and no paid placement of any kind. The studio operates independently.