Disclaimer — Jogg

MokingBird | Developed by MokingBird Oy Last Reviewed: June 24, 2026

1. Purpose

This disclaimer explains important limitations of Jogg as an educational product.

In this document, "Mokingbird", "we", "our", and "us" refer to MokingBird Oy.

2. Educational Use Only

Jogg is an educational and learning application focused on AI/ML.

It is designed to help users:

• study and review AI/ML concepts,
• practice active recall through quiz-based interaction,
• explore landmark research papers interactively,
• build structured familiarity with the full AI/ML technology stack,
• organise and share quiz experiences.

Jogg is not a substitute for:

• formal academic instruction or degree programmes,
• accredited professional certification,
• official exam preparation materials published by certifying bodies,
• original research reading and independent academic interpretation,
• expert mentoring or tutoring,
• professional, legal, financial, or technical advice of any kind.

3. No Guarantee of Outcomes

Using Jogg does not guarantee:

• exam success or passing rates,
• interview success or job placement,
• academic performance or grades,
• professional advancement or salary outcomes,
• certification or licensure by any external body,
• publication success or research validation.

Jogg is a study and practice tool. Results depend on the individual user's effort, background, and application of what they learn.

4. Research Paper Content

Jogg includes research paper learning features, including:

• curated paper-linked question sets,
• paper-request quiz generation,
• summaries and explanations connected to paper-based learning.

These features are designed to support learning about research papers — not to replace reading and critically interpreting the original source.

If you are relying on a research paper for academic, commercial, safety-critical, or scientific work, you must consult the original paper directly. Jogg's paper-based content is original educational material inspired by published works and does not substitute for the primary literature.

5. Generated and Adaptive Content

Some Jogg content may be generated, adapted, weighted, or personalised through internal content systems.

As a result:

• some content may simplify concepts for clarity,
• some explanations may omit edge cases or nuance,
• some generated or generation-assisted questions may require independent verification,
• some answers may reflect the state of the field at time of creation and may not reflect the most recent developments.

6. Rapidly Evolving Field

AI/ML is a fast-changing field. Even where Jogg content is strong and carefully curated, it may not always reflect:

• the newest research or model architectures,
• every framework or library update,
• every shift in production best practice,
• every institutional or regulatory standard.

You should independently confirm critical technical or professional information, especially in fast-moving sub-areas such as model release cycles, inference tooling, or AI governance.

7. No Professional Advice

Jogg does not provide:

• legal advice,
• financial advice,
• medical advice,
• safety certification or compliance certification,
• deployment approval for any AI system,
• research validation or academic endorsement.

Any real-world decision with professional, legal, safety, or high-stakes consequences must be reviewed independently by a qualified human expert.

8. Shared Quizzes and User Interactions

Jogg allows quiz sharing and participation through codes, links, and QR flows. We do not guarantee that all user-created or user-shared quiz content will always be complete, accurate, or suitable for every audience. Users creating and sharing quizzes are responsible for their content.

9. Leaderboard

Leaderboard ranking is a product engagement and motivation feature. It should not be interpreted as:

• a formal academic ranking,
• a professional certification or endorsement,
• a hiring benchmark,
• a complete or authoritative measure of AI/ML expertise.

10. Certificates

Certificates issued by Jogg are recognition of achievement within the Jogg platform, issued by MokingBird Oy. They are not:

• academic degrees or diplomas,
• formally accredited credentials recognised by any academic institution or professional body,
• equivalent to industry certifications issued by external bodies (e.g., cloud providers, professional associations).

11. Availability and Reliability

While we aim for reliability, Jogg may occasionally experience:

• content errors or inaccuracies,
• service outages or interruptions,
• sync issues or data loading delays,
• temporary feature unavailability.

We do not warrant uninterrupted or error-free access to the application.

12. User Responsibility

You remain responsible for:

• verifying important answers and technical claims,
• validating research paper interpretations against primary sources,
• using the app appropriately for your specific learning context,
• protecting your own account credentials,
• deciding how much to rely on app content in academic or professional contexts.

13. Limitation of Liability

To the fullest extent permitted by applicable law, MokingBird Oy shall not be liable for any loss, damage, or harm arising from:

• reliance on app content for professional, academic, or career decisions,
• inability to access the service due to technical issues,
• errors or inaccuracies in educational content,
• loss of progress due to device failure or account issues,
• any indirect, incidental, special, consequential, or punitive damages.

Nothing in this disclaimer excludes liability that cannot lawfully be excluded under applicable Finnish or EU consumer protection law.

14. Age Restriction

Jogg is intended for users aged 16 and older, or such higher age as required by local law. If you are under the applicable minimum age, you must not use this application.

15. Governing Law

This disclaimer and all matters relating to Jogg are governed by the laws of Finland and applicable European Union law.

16. Contact

For questions or concerns regarding this disclaimer:

MokingBird Oy Email: [email protected] website https://jogg.mokingbird.xyz

17. Public-Facing Summary

Jogg is an AI/ML learning tool designed to support study and practice. It is not a substitute for original research, formal academic instruction, professional advice, or independent verification of important information. Certificates are platform achievement recognitions, not accredited credentials.

MokingBird Oy — April 2026.