Educational scope
NIYAMA-VIDYĀ is an independently operated educational website that provides explanations, examples, references, diagrams, exercises, Guided AI Labs, Portfolio Projects and Build Challenges. The material supports self-study and technical exploration; it is not delivered by a university, accredited institution, technology vendor or professional advisory firm.
Nothing on NIYAMA-VIDYĀ creates a teacher-student, adviser-client, consultant-client, fiduciary, professional or other regulated-service relationship.
Accuracy, completeness & a fast-changing field
NIYAMA-VIDYĀ aims to present material carefully, but errors, omissions and outdated information are possible. This is especially important for model catalogues, product names, API behaviour, software versions, benchmarks, pricing, availability, licensing terms and provider policies.
Where a fact is time-sensitive, the current documentation or policy published by the relevant provider should be treated as authoritative for that provider. Historical or comparative NIYAMA-VIDYĀ material should be read in the context of its stated date. If something appears outdated or incorrect, report the issue for review.
Code, Guided Labs, APIs & technical environments
Code and configuration examples are provided for learning. They may require adaptation for operating system, dependency version, SDK release, provider account, authentication method, model availability or deployment environment.
Test before production
Reference implementations are not automatically production-hardened. Review error handling, authentication, permissions, observability, data handling, rate limits and failure modes.
Protect credentials
Do not place real API keys, passwords or sensitive tokens into public repositories, screenshots, example prompts or submitted reports.
Understand cost
Third-party APIs, hosting, storage, model inference and other services may create charges. Confirm the provider's current pricing and limits before running workloads.
Review licences
Software, models, datasets, media, APIs and documentation may have separate terms. A NIYAMA-VIDYĀ example does not grant rights that the underlying provider or licensor has not granted.
No legal, financial, medical, compliance or other professional advice
Examples may discuss security, governance, privacy, finance, healthcare, enterprise operations or regulated contexts because those subjects matter to AI systems. They remain educational examples. Do not use NIYAMA-VIDYĀ as the sole basis for legal rights, regulatory compliance, medical care, financial decisions, cybersecurity authorisation or other professional decisions where qualified advice or formal review is appropriate.
Completion credentials, certifications, academic credit, employment & outcomes
NIYAMA-VIDYĀ may show a learning-domain map based on tracked activity and may make a NIYAMA-VIDYĀ Full-Library Certificate of Completion available when a signed-in learner has explicitly marked every tracked learning item complete. These are educational progress and evidence features inside NIYAMA-VIDYĀ; they record explicit completion of the registered library and are not an independent assessment of professional competency.
Unless a page expressly states otherwise, NIYAMA-VIDYĀ material is independent self-study content. A NIYAMA-VIDYĀ Full-Library Certificate of Completion does not constitute a university degree, academic credit, professional licence, accredited credential, vendor certification or guarantee of examination success, employment, promotion, admission, compensation or other outcome.
Where a third-party certification, standard or product is discussed, the relevant organisation controls its own current requirements, exam objectives, policies and credentials.
External links & third-party services
NIYAMA-VIDYĀ links to documentation, research, standards, software projects and provider websites so learners can verify information and continue learning. External websites are controlled by their own operators. NIYAMA-VIDYĀ does not control their content, availability, security, privacy practices, pricing or changes.
Following an external link means you are interacting with that external service under its own terms, policies and technical environment.
Intellectual property, attribution & third-party rights
NIYAMA-VIDYĀ's original educational explanations and NIYAMA-VIDYĀ-created visual material are distinct from the third-party names, trademarks, publications, software, models, datasets, standards and other resources discussed or linked throughout the library.
Reference to a third party is used to identify and explain the relevant real-world subject. It does not by itself mean affiliation, sponsorship, certification, endorsement, authorisation or transfer of licence rights.
Availability, changes & warranties
The website and its material may be corrected, reorganised, expanded, removed or temporarily unavailable. NIYAMA-VIDYĀ does not promise uninterrupted access, error-free operation, permanent availability of a route or external source, or fitness of educational material for a particular purpose.
To the extent permitted by applicable law, use of the website and reliance on its educational material is at the learner's own judgement and risk. Nothing on this page excludes a right or responsibility that applicable law does not allow to be excluded.
Learner responsibility
Use learning material proportionately to the consequence of the decision. A conceptual exercise can tolerate more experimentation than a production system handling money, health data, confidential information or security-sensitive operations.
Changes to this Disclaimer
This page may be updated when NIYAMA-VIDYĀ changes learning formats, completion features, support capabilities or other material boundaries. Material revisions should be identified by the “Last updated” date; the current wording is effective September 6, 2026.
This Disclaimer should be read together with the Privacy page and Third-Party Rights & Attribution register. They address different questions and do not replace one another.