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PrepGraph Research

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Terms and licence

The material here is free to take, adapt and republish for any non-commercial purpose, including by someone who disagrees with us. Three things are not given away: commercial use, the name, and the right to present any of this as a finding or an endorsement.

Licence
CC BY-NC 4.0
Not licensed
The PrepGraph name and marks
Commercial use
On request
Last reviewed
26 October 2026

01  The grant

Everything written here is free to take

The material on this site is published free of charge and licensed under the Creative Commons Attribution-NonCommercial 4.0 International licence. Anyone may quote it, copy it, republish it, translate it and adapt it, for any non-commercial purpose, without asking and without paying — provided the source is attributed and the licence is named. Commercial use is not part of the grant: to use any of it commercially, write to [email protected] and ask.

For any non-commercial use no permission is necessary: a school, a journalist, a researcher and a critic writing against us all hold the same licence on the same terms.

The licence covers the text and diagrams of these pages. Its own terms, and not this page’s summary of them, are what a reuser relies on.

02  The exception

The name is not part of the grant

The name PrepGraph, the PrepGraph marks and logos, and the names of the sibling properties are not covered by that licence, and no licence to them is given here or implied by the licence above. They belong to PREPGRAPH PRIVATE LIMITED, the company that publishes this site and grants the licence. Take the text freely within the licence; do not use the name in a way that suggests PrepGraph wrote, approved, reviewed, endorsed or is associated with your work when it did not and is not.

The distinction is narrow, and the first use is the one this site is for: quoting a position of ours and arguing against it in public needs no permission and is exactly what the licence exists to allow. Presenting your own material as though it came from us is a different act, and the licence does not reach it.

03  The term that matters

Positions are not findings

The positions here are arguments about what would have to be true; the research directions are questions, each carrying the condition under which it would be abandoned. Their force is the force of the argument, and a position does not become evidence by being quoted confidently.

So: nobody may represent anything on this site as a finding, a benchmark, a standard, a rating, a validation, an endorsement or a certification — in a tender or procurement response, a prospectus, a proposal, a pitch, an advertisement or a press release. That restriction binds everyone at PrepGraph exactly as it binds a stranger.

Every study we run will be published with its method attached, and a finding is quoted from that study, never from these pages.

Fig. 1  The licence, in two columns terms 01–03

Anyone may

  • Quote it, at any length, with attribution
  • Republish it, translate it, adapt it, argue with it, for any non-commercial purpose
  • Cite it as a position PrepGraph holds, and date the citation
  • Ask us, if you want to use it commercially

Nobody may

  • Represent anything here as a finding or a result
  • Represent it as a benchmark, a standard or a rating
  • Represent it as a validation, an endorsement or a certification
  • Use the PrepGraph name to imply we wrote or approved your work
The left column is the licence, and needs no permission except for commercial use. The right column is not a matter of permission: no one, PrepGraph included, may present these pages as findings or endorsements.

04  Warranty and advice

Offered for your judgement, not for your reliance

The material is provided as it is, without warranty of any kind, and no undertaking is given that any page is complete or current at the moment you read it.

Nothing here is professional, legal, technical or educational advice, and nothing here is a recommendation to buy or adopt anything, ours included. These are positions offered for a reader’s own judgement, and a reader who acts on one does so on their own assessment of it. If the decision matters, test the position against your own school, your own timetable and your own constraints rather than against our confidence in it.

06  Errors

Reporting an error

If something on this site is wrong — a fact, a date or a broken link — write to [email protected] and say what it is and where, and we will put it right.

These terms were last reviewed on 26 October 2026 and apply to research.prepgraph.com. If they change, the review date changes with them.

What this site publishes

This site publishes PrepGraph’s questions, positions and principles on synthetic memory. It does not publish methods, parameters or architectures, and every study we run will be published with its method attached.

Independence

research.prepgraph.com is PrepGraph’s own research, in PrepGraph’s own voice. The PrepGraph Council for Responsible AI & School Innovation – India is convened and funded by PrepGraph, holds no commercial role, certifies nothing and endorses no vendor.