Disclaimers

Important Disclosures & Educational Disclaimer

Our purpose: AI for good. Hybrid AI Technology™ is an educational, research, and innovation initiative focused on empowering people, businesses, nonprofits, and families through responsible uses of artificial intelligence. We share experiments, professional perspectives, illustrative examples, and practical learning resources to encourage informed questions and thoughtful decisions. Our mission describes our purpose; it does not guarantee a particular benefit or outcome.

Educational Information—Not Professional Advice

All articles, publications, images, videos, workshops, presentations, conversations, templates, calculators, software demonstrations, AI-generated outputs, and other materials made available through this platform are provided for general educational and informational purposes.

They do not constitute individualized legal, tax, accounting, financial, investment, insurance, estate-planning, grant, business, technology, cybersecurity, or other professional advice. They are not a substitute for an assessment by appropriately qualified professionals who understand your circumstances and the applicable requirements.

Do not make consequential decisions solely on the basis of this content or an AI-generated response. Obtain appropriate independent advice before changing ownership arrangements, creating entities, filing returns, submitting applications, investing, deploying software, handling funds, or implementing a strategy discussed here.

No Professional Relationship

Viewing this website, subscribing, downloading resources, using a tool, submitting a question, or attending an educational session does not, by itself, establish an attorney-client, accountant-client, fiduciary, advisory, consulting, or other professional relationship.

Any separately offered professional services require an appropriate express agreement with the responsible provider. References to a contributor’s credentials describe their background and do not make every communication a professional engagement. Do not assume that information sent through ordinary website forms, comments, social media, or third-party AI tools is confidential or legally privileged.

No Promise of Income, Funding, Revenue, or Other Results

We make no promise or guarantee of earnings, income, revenue, profit, investment returns, grants, fundraising success, tax savings, business growth, leads, search rankings, AI citations, productivity improvements, cost reductions, or protection against losses.

References to amounts, activity levels, outcomes, or past experiences describe the particular example and its stated context. They are not assurances that you will achieve the same or similar results. Unless expressly identified and supported as typical, examples should not be understood as typical or reasonably expected outcomes.

Every situation varies. Results depend on factors including organizational capacity, eligibility, expertise, staffing, implementation, resources, market conditions, funder decisions, changing rules, and the quality of information supplied.

Grant Applications Are Not Grant Awards

Potential opportunities, outreach, registrations, draft proposals, submitted applications, requested amounts, awards, and funds received are distinct measures.

An amount described as a grant pipeline or submission value represents funding being pursued, unless expressly stated otherwise. It does not establish that the organization is eligible, that an application will be approved, or that funds have been awarded or received.

Funders control their own decisions and conditions. Applicants remain responsible for verifying eligibility, providing truthful information, approving budgets, making authorized submissions, and complying with any award restrictions and reporting obligations.

Reported Results, Estimates, and Future Plans

Some operational figures are founder-, team-, participant-, or client-reported and may not have been independently audited. Estimates, projections, targets, and future plans are identified as such where presented and may change.

An inquiry does not establish a new client. An application does not establish an award. A potential risk identified does not establish a realized saving or a confirmed loss prevented. Projected expansion does not establish committed funding or delivery capacity.

Screenshots capture particular moments and may show prototypes, demonstrations, sample inputs, or historical results. They do not independently verify every associated claim, establish ongoing functionality, or prove that AI caused a reported outcome.

Client Privacy and Illustrative Examples

To protect confidentiality, some examples may alter or omit names, identifying details, locations, dates, numbers, amounts, or other circumstances. Some educational scenarios may combine features of multiple situations or be entirely hypothetical.

Materially modified, composite, simulated, or hypothetical examples should be identified where they appear. Altered amounts are illustrative and should not be treated as audited client results or included in verified performance totals. Privacy modifications are not intended to change the substantive lesson or exaggerate impact.

Anonymized descriptions do not establish that an identifiable person or organization engaged in wrongdoing. Published cases and other public-source accounts should be evaluated against the cited records.

AI Limitations and Human Review

AI systems can produce inaccurate, incomplete, outdated, biased, misleading, or fabricated information, including citations, calculations, code, and statements that sound authoritative. Outputs may vary even when similar instructions are used.

Terms such as “IP-Infused AI™,” “customized,” or “trained around our workflow” may describe instructions, reference materials, examples, integrations, and review criteria. They do not necessarily mean that an underlying model has been retrained, independently validated, or made error-free.

Users must verify relevant facts, sources, calculations, permissions, and outputs before relying on them. Human review remains necessary for consequential uses.

Software, Calculators, and Technical Demonstrations

Applications, calculators, prompts, code, integrations, and workflows may be experimental, incomplete, or intended for demonstration. No assurance is made that they are suitable for a particular purpose, secure, compatible with your systems, continuously available, or compliant with your requirements.

Before implementation, obtain appropriate testing and review, including checks of calculations, access controls, data handling, security, licensing, and maintenance needs. Do not enter sensitive client, financial, taxpayer, personal, or proprietary information into a tool without appropriate authorization and an understanding of its data practices.

Sources, Legal Developments, and Satire

Laws, regulations, court decisions, grant requirements, platform policies, software capabilities, and prices can change. Material reflects its stated context and may not incorporate subsequent developments. Confirm current requirements with authoritative sources and qualified professionals.

Satirical images, fictional dialogue, cartoons, and exaggerated scenarios are forms of commentary and illustration. They should not be interpreted as literal accounts, admissions, or findings against particular people. Discussion of suspicious claims or alleged misconduct is not a judicial or regulatory determination of wrongdoing.

Independence, Third Parties, and Referrals

References to the IRS, Department of Justice, Google, OpenAI, Gemini, LinkedIn, foundations, universities, or other organizations do not imply affiliation, sponsorship, approval, certification, or endorsement unless expressly documented.

Third-party resources and providers have their own terms, policies, qualifications, and limitations. A listing, introduction, or referral does not guarantee suitability or results. References to vetting describe only the checks expressly stated, as of the time performed.

Nonprofit and Donation References

References to an AI-for-good mission, nonprofit project, or charitable purpose do not by themselves establish the tax status of a particular entity or the deductibility of a payment. Verify the recipient, its status, the payment’s purpose, and any applicable conditions before contributing.

Your Rights and Our Accountability

This disclaimer does not excuse inaccurate factual claims, override obligations imposed by applicable law, or exclude rights or responsibilities that cannot lawfully be excluded. Separate agreements may govern particular programs or services.

If you identify an error or have a question about an example, source, or disclosure, please contact us through the website so it can be reviewed.

Our commitment is to use AI to expand access to knowledge, strengthen human capabilities, and support more informed decisions—with appropriate evidence, transparency, and human judgment.