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Terms of Service

The rules for using AI Research Aggregator, and the limits of what it promises.

Last updated 21 July 2026

In short

This is a free beta — things may break or change. Everything the AI writes here is informational only, so check it before you act on it.

Please don't scrape the generated content or use it to train models. Normal reading, bookmarking and sharing is entirely fine.

Contents

  1. 1Free beta and who operates it
  2. 2Accounts
  3. 3Acceptable use
  4. 4No scraping or automated extraction
  5. 5Third-party content and open-source licences
  6. 6Your content
  7. 7AI-generated content is informational only
  8. 8Limitation of liability
  9. 9Availability and changes
  10. 10Ending your use
  11. 11Contact

1Free beta and who operates it

AI Research Aggregator is operated by Abhishek Kumar Srivastava (“we”, “us”). By using the service you agree to these terms. If you do not agree with them, please do not use it.

The service is currently a free beta. Features may change or disappear, data may be reset, and it may be unavailable without notice. There is no uptime commitment and no support obligation. If you would be harmed by losing anything stored here, keep your own copy.

2Accounts

You sign in with Google or GitHub. You are responsible for activity under your account, and you must not share it or use it on behalf of someone else without their knowledge. You must be old enough to form a binding contract where you live. We may suspend an account that is being used to abuse the service.

3Acceptable use

Do not use the service to break the law, to harass anyone, to probe or attack the infrastructure, or to attempt to extract credentials, prompts or other users' data. Do not attempt to bypass rate limits or quotas, including by creating multiple accounts or rotating IP addresses.

4No scraping or automated extraction

The learning cards, career insights, summaries, study plans and chat responses on this service are generated at real cost and are served for people to read. You may not use automated means — crawlers, scrapers, headless browsers, scripted API clients, or any equivalent — to extract, copy, index or systematically download them.

Specifically, and without limiting the above, you may not:

  • bulk-download or mirror generated learning cards, career insights or their underlying content, whether through the interface or the API;
  • use the service, or content obtained from it, to train, fine-tune, evaluate or distil a machine-learning model;
  • republish generated content as a dataset, feed or competing product;
  • circumvent rate limiting, quotas, authentication or any other technical measure that bounds access;
  • access the service through automation that does not identify itself honestly, or that ignores robots.txt.

Ordinary personal use is unaffected: reading, bookmarking, sharing a link, or quoting a passage with attribution is all fine. If you want programmatic access for research, email srivastavaabhishek1234@gmail.com and ask, rather than assuming.

5Third-party content and open-source licences

The feed indexes papers and model releases published by others. Those remain the property of their authors and are subject to their own terms — we link to the original and claim no ownership.

Learning cards are written by a language model from openly-licensed sources (MIT, Apache 2.0 or CC0). Each card displays its source and licence. If you reuse a card, you inherit the obligations of the licence shown on it, including the requirement to keep that attribution intact. Removing the attribution block is a licence violation regardless of anything in these terms.

6Your content

Your profile, bookmarks, notes and feedback remain yours. You grant us only the permission needed to operate the service — to store that data, to process it in order to personalise what you see, and to send the relevant parts to the third-party processors listed in the Privacy Policy. We do not sell it.

7AI-generated content is informational only

Career insights, skill recommendations, market-demand signals, interview questions, study plans, learning cards and chat responses on this service are generated by language models. They are provided for informational purposes only.

They are not careers advice, financial advice, legal advice, educational accreditation, or a professional opinion of any kind. Language models produce confident text that is sometimes wrong: they misstate facts, invent citations, misjudge how in-demand a skill is, and go out of date. Generated content is not reviewed by a human before you see it.

Verify anything you intend to act on against the primary source, which every card links to. Do not make employment, financial or educational decisions on the basis of this service alone.

8Limitation of liability

The service is provided “as is” and “as available”, without warranties of any kind, express or implied, including any implied warranty of merchantability, fitness for a particular purpose, accuracy, or non-infringement.

To the fullest extent permitted by law, the operator is not liable for any career, educational, financial or business outcome arising from your use of this service. That includes, without limitation:

  • a job, promotion, interview or opportunity not obtained — or lost — after following generated career insights, skill recommendations or study plans;
  • time, money or effort spent learning a skill the service suggested and the market did not reward;
  • decisions made in reliance on a market-demand signal, impact score or relevance estimate that turned out to be wrong;
  • factual errors, omissions or fabrications in any AI-generated summary, card or chat response;
  • loss of data, interruption of service, or any indirect, incidental, special, consequential or punitive damages.

Because the service is provided free of charge, our total aggregate liability to you for all claims is limited to the greater of the amount you paid to use it (which is zero) or the minimum permitted by applicable law. Some jurisdictions do not allow certain exclusions, so parts of this section may not apply to you; the rest still stands.

9Availability and changes

We may change, suspend or discontinue any part of the service at any time, including quotas and free allowances. If these terms change materially we will update this page and the date shown above; because it ships with the application, its history is visible in the project's source repository. Continuing to use the service after a change means you accept it.

10Ending your use

You can stop at any time and delete your account and all associated data from Settings — see the Privacy Policy for exactly what that removes. We may terminate or restrict access to an account that breaches these terms, particularly the scraping and acceptable-use sections.

11Contact

Questions about these terms, or requests for programmatic access:

Abhishek Kumar Srivastava

srivastavaabhishek1234@gmail.com

Please allow a few days for a reply — this is a solo-operated free beta, not a staffed support desk.

Last updated 21 July 2026

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