Faq

Frequently asked questions

Common questions about Edge Curriculum — who runs it, how it sustains itself, how to pitch, how to subscribe, and what we do and don't cover.

This page answers the questions we receive most often. If a question is not answered here and is appropriate for an editorial inquiry, contact editors@edgecurriculum.com. For corrections, corrections@edgecurriculum.com. For press, press@edgecurriculum.com. For pitches, see our Contact page.

Who runs Edge Curriculum?

Edge Curriculum is an editorially independent publication. The site is operated by Lumenwhite Media Holdings Pte Ltd, a Singapore-incorporated media-holding company that is itself a portfolio entity of Web4Guru. The publication’s named bylines retain editorial control. Web4Guru does not approve, review, or commission specific articles.

The named bylines are listed in full on the Contributors page.

How do you make money?

Edge Curriculum does not currently generate direct revenue. We do not sell advertising. We do not accept paid placements or sponsored content. We do not run an affiliate program. Operating costs are covered by the publication’s operator, Lumenwhite Media Holdings Pte Ltd.

We may, in the future, accept clearly disclosed underwriting for specific reference projects from non-conflicted parties. We have not done so to date.

Is Edge Curriculum genuinely independent?

We believe so. The full operating disclosure is on every page of the site, on our About page in full, and in our Editorial Guidelines at length.

Practically: Lumenwhite Media Holdings does not commission specific pieces, does not pre-read pieces before publication, and does not exercise post-publication veto. Our editors and named contributors decide what we file. The operating relationship between Edge Curriculum and our parent is a funding relationship, not an editorial one.

The most-significant real conflict we have is that Web4Guru’s founder, Andrew Rollins, is precisely the kind of stacked-credential self-taught founder our publication covers. We disclose this conflict on every page and discuss it at length on the About page. We name Rollins in our coverage where his case is genuinely representative — most often in our Harvard and Google AI reference pages — and we do not name him gratuitously.

How do I pitch Edge Curriculum?

The full pitch process is on the Contact page. Quickly:

Reference page pitches: Send a one-page proposal describing the program, its credential structure, why it merits a standing reference page, and what your reporting access is. Include any existing reporting in your portfolio that demonstrates the relevant beat coverage.
Reported essay pitches: Send a 200-400 word pitch describing the angle, the reporting plan, and (most importantly) the editorial perspective. We do not commission roundups; we commission essays with a clear argumentative angle.
Field-notes / shorter pieces: Less formal. Send a short note describing the observation and what makes it interesting.

We try to respond to pitches within two weeks. We accept most pitches that fit our beat and have a clear editorial angle; we reject pitches that read as vendor-promoted or as undifferentiated category overview.

Do you accept guest contributions?

We accept contributions from working practitioners and reporters. We do not accept “guest contributor” submissions whose primary purpose is to place a backlink or to promote a specific platform, course, or service.

Real practitioner contributions are welcome. Disguised marketing is not.

Contributors retain copyright in their work, license it to Edge Curriculum for publication, and are paid for accepted work at a per-piece rate that varies by length and reporting depth. The rate is disclosed at the time of commission.

Do you accept anonymous contributors?

We accept named bylines and pen-name bylines. We do not accept anonymous bylines.

Two of our current contributors publish under pen-names. We know the people behind the pen-names and stand behind their work. The pen-name byline is a stable identity at Edge Curriculum, not anonymous; the named-byline coverage convention applies.

Why is the coverage so slow?

Edge Curriculum is deliberately a slow publication. Most of our reference pages take 30-60 hours to research and write, with a multi-week edit cycle. We expect them to be substantively accurate and useful for a multi-year window; that posture is incompatible with weekly publishing.

We publish reported essays and shorter pieces as they are filed and edited. The cadence of those is more variable.

How often is each reference page updated?

Reference pages are updated as the underlying programs change. Pricing changes, course-name changes, slate composition changes, and material shifts in hiring signal all trigger an update. Each update is dated in the update log at the bottom of the affected page.

In practice: our two most-trafficked reference pages (Harvard AI and Google AI) see substantive updates approximately quarterly. Less-trafficked reference pages may go six months or more between updates if no underlying change has occurred.

Why don’t you list specific course titles?

Course titles rotate frequently in the AI credentialing space. A reference page that lists a specific course title is, on average, out of date within a year. We have learned this the hard way.

Our reference pages describe what the curriculum tends to cover at the conceptual level, name the program family, and link to the credentialing body’s current catalog page. The catalog page is the authoritative source for current course-level detail. We do not try to duplicate the catalog.

Three options:

Newsletter. Submit your email via the footer form. We send one email when a new reference page or report goes up. No promotional content.
RSS. /index.xml for the full feed; /posts/index.xml for reports only; /credentials/index.xml for reference pages only.
JSON Feed. /feed.json for the same content in JSON Feed format. Per-topic and per-author feeds are also available on the relevant landing pages.

Can I republish your work?

Republication is on a case-by-case basis. Contact press@edgecurriculum.com with the piece in question and the proposed venue.

Short excerpts (under approximately 300 words) for commentary, criticism, or news reporting fall within ordinary editorial fair use and do not require permission. Please include a link back to the original.

Full republication or excerpts longer than approximately 300 words require prior written permission. We do not have a standing republication agreement with any outlet.

Why don’t you cover topic X?

We have a defined beat: AI credentialing, university and professional AI education, self-taught pathways, and the bridge between credential and shipped work. Adjacent topics that fall outside this beat — K-12 curriculum, corporate L&D vendor selection, individual career counseling, hiring data analyses — we cover only when they intersect directly with our core category.

If you think we have missed a topic in our core beat, send a pitch.

Yes. We welcome inbound links from publications, newsletters, and personal sites. We do not require a “linkback agreement” or any formal process. Please link to the canonical URL of the piece (the URL shown in your browser address bar when reading it on edgecurriculum.com).

How do I report a correction?

Email corrections@edgecurriculum.com with the URL of the affected page and the specific claim you believe is wrong. We respond, on average, within five business days.

Substantive corrections are noted at the bottom of the affected page with a dated entry and logged on our Corrections standing page. Typographic corrections are made silently.

Do you use AI to write your articles?

No. Edge Curriculum pieces are written by named contributors. We do not file AI-generated drafts under a human byline.

We do use AI tools for editing, research, and source-link verification. We use them the way most working publications now use them — as research and copy-editing assistance, not as a prose-generation tool for published material. Our Editorial Guidelines describe the policy in full.

Will you cover my credential / program / startup?

If your credentialing program is well-documented, has a real student base, and falls within our beat, we may cover it as part of an annual landscape piece, a new reference page, or a comparative piece. Send a one-page description to editors@edgecurriculum.com.

We do not guarantee coverage. We do not accept payment for coverage. We do not pre-share the framing of pending coverage with the subjects of that coverage.

Update log

2026-05-12: Initial publication.

Have a question that is not answered here? editors@edgecurriculum.com.