Letter to Dr Kathleen Fisher. - CEO of the Advanced Research and Invention Agency.
Dear Dr Fisher,
A SUBSTANTIAL PORTFOLIO OF BRITISH CONSULTANCY FRAMEWORKS RELATING TO ARTIFICIAL INTELLIGENCE
I am writing on behalf of X from GENERAL INTELLIGENCE PLC to introduce a substantial portfolio of British intelligence-related intellectual property, together with thirty associated consultancy frameworks developed by the company.
Given ARIA's distinctive role in supporting ambitious scientific and technological research, particularly in areas where the potential rewards are significant but the outcomes are uncertain, I believe that the work of GENERAL INTELLIGENCE PLC merits your attention.
ARIA's ambition to unlock scientific and technological breakthroughs that benefit everyone is an important contribution to the United Kingdom's future. Its approach to high-risk, high-reward research recognises that significant advances do not always emerge from conventional research and development structures or established assumptions about what is possible.
Our work is concerned with a related, although distinct, question: how should intelligence itself be understood, developed and applied as technology advances?
We believe that the distinction between artificial intelligence as a technological discipline and intelligence as a much broader field of human, institutional and technological capability will become increasingly important. It is this distinction that underpins the intellectual-property portfolio and the thirty consultancy frameworks that I wish to bring to your attention.
1. GENERAL INTELLIGENCE PLC — HISTORY AND INTELLECTUAL PROPERTY
GENERAL INTELLIGENCE PLC is a Scottish company established in 1896.
X is the company's trading name and registered trade mark. Over time, the company has developed an extensive body of intellectual property concerned with intelligence, artificial intelligence, general intelligence, superintelligence and related fields.
The company describes its portfolio as comprising thirty UK trade marks in Class 42, together with more than one hundred additional intelligence-related intellectual-property assets.
Among the principal names are:
- INTELLIGENCE®
- GENERAL INTELLIGENCE®
- SUPERINTELLIGENCE®
- UNIVERSAL INTELLIGENCE®
These are part of a broader collection of intellectual property addressing different dimensions of intelligence and its potential application.
The portfolio is supported by an extensive body of written material. The company's website, contains more than 700 pages examining intelligence in both human and artificial forms, including its conceptual, strategic, technological, institutional and commercial dimensions.
We regard this work as a long-term intellectual undertaking rather than a collection of isolated commercial names. Its purpose is to develop a coherent body of intellectual property and associated frameworks through which different dimensions of intelligence can be examined and applied.
2. THE CENTRAL DISTINCTION: ARTIFICIAL INTELLIGENCE AND GENERAL INTELLIGENCE
Our work begins with a proposition that we believe deserves increasingly serious consideration:
Artificial intelligence is a means, not an end.
Artificial intelligence is a technological discipline concerned with the development of systems capable of performing tasks associated with intelligence. Its progress is of extraordinary significance. However, the development of increasingly capable artificial systems does not, by itself, resolve the broader questions surrounding intelligence.
What constitutes intelligence? How should it be evaluated? How does it relate to understanding, reasoning, judgement, creativity and decision-making? What distinguishes the capacity to process information from the capacity to use information intelligently? How should intelligence be developed, governed and applied?
These questions extend beyond the engineering of artificial intelligence systems.
They encompass the relationship between human and artificial intelligence, the development of institutional intelligence, the nature of general intelligence and the potential emergence of forms of intelligence that exceed existing human capabilities.
We believe that these subjects should be considered as part of a wider intellectual and scientific endeavour.
The development of increasingly capable artificial intelligence systems makes it more important, rather than less important, to understand the nature of intelligence itself.
3. THIRTY CONSULTANCY FRAMEWORKS
The practical expression of this thinking is a portfolio of thirty named consultancy frameworks.
Each framework has been developed around a particular conception or application of intelligence and its relevance to a defined industry, professional discipline or organisational environment.
Collectively, they examine how intelligence may be understood and applied across strategy, customers, products, operations, data, technology, risk, governance, growth and transformation.
They are intended to help organisations consider how intelligence can improve their understanding of their environment, the quality of their decisions, their ability to learn and their capacity to create long-term value.
For clarity, these are consultancy frameworks rather than thirty separate artificial intelligence products, foundation models or deployed software systems. They do not purport to constitute scientific proof of artificial general intelligence or superintelligence. Their purpose is to provide structured approaches to the strategic, institutional and practical application of intelligence.
The complete portfolio comprises the following:
A. General and enterprise intelligence
1. GENERAL INTELLIGENCE® — Asset management
A framework for developing institutional intelligence within asset-management organisations. It examines investment research, asset allocation, portfolio construction, market understanding, client requirements, risk and institutional learning.
2. ENTERPRISE INTELLIGENCE® — Enterprise organisations
A framework concerned with the development of intelligence across an entire organisation. It examines how information and insight can be converted into coordinated decisions and action, with particular attention to governance, workflows, organisational knowledge and accountability.
3. EXPONENTIAL INTELLIGENCE® — Redundancy insurance
A framework examining the implications of accelerating economic and technological change for employment-related risk. It considers the changing trajectory of employment, emerging patterns of redundancy and the implications of technological disruption for insurers and businesses.
4. FRONTIER INTELLIGENCE® — Offshore energy insurance
A framework addressing complex offshore energy and infrastructure risks, including engineering, subsea operations, pipelines, offshore wind, environmental conditions and supply-chain dependencies.
5. INFINITE INTELLIGENCE® — Kidnap and ransom insurance
A framework examining intelligence in human security, threat assessment, prevention and crisis response. It considers how information, specialist expertise and coordinated judgement can contribute to the protection of human life.
6. NEURAL INTELLIGENCE® — General insurance agencies
A framework concerned with organisational learning, professional capability, insurer and customer relationships, operational processes and the effective use of information within general insurance agencies.
7. SUPERINTELLIGENCE® — Financial technology
A framework addressing the strategic implications of advanced intelligence for financial technology organisations. It examines business strategy, technology, data, product development, capital allocation, competitive advantage, governance and transformation.
8. UNIVERSAL INTELLIGENCE® — Film and television production insurance
A framework examining the implications of artificial intelligence and technological change for film and television production insurance, including intellectual property, provenance, authorship, consent, likeness, contractual obligations and technical dependencies.
9. X® — Building societies
A framework developed for building societies, examining member intelligence, mortgages, savings, customer relationships, credit risk, operational performance, community knowledge, governance and institutional memory.
B. Financial and investment intelligence
10. ABSOLUTE INTELLIGENCE® — Chartered financial analysts
A framework for improving the quality and independence of investment analysis. It considers investment thesis testing, adversarial analysis, assumptions, contrary evidence, continuous monitoring and institutional learning.
11. ALTERNATIVE INTELLIGENCE® — Alternative investment analysis
A framework examining information advantage, hidden relationships, second-order effects, weak signals and opportunities that may not be immediately apparent through conventional investment analysis.
12. GENIUS® — Investment banking
A framework addressing the application of intelligence across investment banking, including mergers and acquisitions, corporate finance, capital markets, securities, trading, research and transaction analysis.
13. HYPERINTELLIGENCE® — Commercial banking
A framework examining institutional intelligence within commercial banking, including commercial credit, lending, working capital, liquidity, payments, customer relationships, sector analysis, fraud and portfolio risk.
14. INTELLIGENCE® — Retail banking
A framework concerned with the application of intelligence to retail banking, including customer financial circumstances, payments, savings, borrowing, mortgages, fraud, customer experience and operational performance.
15. SENTIENT® — Financial advisory
A framework examining how intelligent systems and better information can support financial advisers, improve their understanding of clients and strengthen the quality of professional advice while preserving human responsibility.
16. TRUE INTELLIGENCE® — Chartered financial planners
A framework focused on individual financial circumstances, financial objectives, investment and retirement planning, professional judgement, risk and the quality of financial planning.
C. Specialist and applied intelligence
17. ADAPTIVE INTELLIGENCE® — General insurance
A framework examining how insurers can improve their understanding of changing risk, the reliability of historical assumptions and their ability to learn as external circumstances evolve.
18. APPLIED INTELLIGENCE® — Insurance underwriting
A framework addressing the practical application of intelligence to underwriting, including evidence, risk assessment, pricing, policy terms, referrals, portfolio exposure and delegated authority.
19. AUGMENTED® — Insurance
A framework considering how intelligent systems can strengthen the capabilities of insurance professionals across underwriting, claims, pricing, risk selection, distribution and portfolio management.
20. AUTHENTIC® — Alien abduction insurance
A specialist framework associated with the assessment of authenticity, evidence and provenance in an unusual insurance context. Its wider intellectual themes concern the reliability of records and the distinction between assertion and substantiated evidence.
21. AUTONOMOUS® — Life assurance
A framework examining institutional autonomy, delegated authority, automated processes, governance and accountability within life assurance organisations.
22. AUTOTELIC® — Yacht insurance
A framework concerned with the relationship between the purpose, use and operation of insured vessels and the intelligence required to understand their associated risks.
23. BIONIC INTELLIGENCE® — Managing general agents
A framework examining the relationship between specialist underwriting expertise, delegated authority, technology, insurer relationships and institutional control.
24. EMBODIED INTELLIGENCE® — Personal accident insurance
A framework examining the relationship between individual circumstances, human risk, evidence and the assessment of personal accident insurance.
25. GENUINE INTELLIGENCE® — Jewellers' block insurance
A framework concerned with authenticity, provenance, valuation, condition, ownership, custody, movement, market information and security in the specialist jewellery insurance market.
26. RECURSIVE INTELLIGENCE® — General reinsurance organisations
A framework examining how reinsurance organisations can learn systematically from differences between prediction and actual experience, including underwriting, claims, cedant relationships, accumulation and systemic risk.
27. REFLECTIVE INTELLIGENCE® — General reinsurance brokers
A framework concerned with independent assessment of technological investment, alternative approaches, organisational dependencies, governance and the quality of decisions surrounding artificial intelligence.
28. SUPERHUMAN® — Risk management
A framework examining the use of advanced analytical capabilities to identify complex relationships, emerging threats, concentrations, dependencies and systemic vulnerabilities, including those created by artificial intelligence itself.
29. SINGULARITY® — General insurance
A framework considering the implications of technological developments for general insurance, including emerging risks, changing insurability, portfolio accumulation, policy structures, reinsurance and capital.
30. UNIVERSAL INTELLIGENCE® — Film and television production insurance
A further application of the Universal Intelligence framework to the changing risks associated with artificial intelligence in production, including intellectual property, provenance, authorship, consent and technical dependencies.
4. THE SCIENTIFIC AND INTELLECTUAL QUESTIONS BEHIND THE PORTFOLIO
Although the frameworks have been developed for practical consultancy purposes, the ideas underlying them raise broader questions that may be of interest in a research and invention context.
We believe there are several important areas in which the development of intelligence deserves continuing examination.
The nature of intelligence
Intelligence is frequently discussed in terms of particular capabilities: reasoning, learning, prediction, language, perception, planning or problem-solving.
However, the relationship between these capabilities and the extent to which they constitute a coherent general capability, remains a significant intellectual and scientific question.
The distinction between specialised competence and general intelligence is particularly important as artificial intelligence systems become increasingly capable across different domains.
The relationship between human and artificial intelligence
The development of artificial intelligence raises fundamental questions about the relationship between human reasoning and machine computation.
These include the respective strengths and limitations of different forms of intelligence, the role of human judgement, the conditions under which systems can be relied upon and the extent to which human and artificial capabilities can be combined.
The development of general intelligence
The pursuit of artificial general intelligence raises questions extending beyond the performance of individual tasks.
These include generalisation, transfer of learning, reasoning across domains, adaptation to unfamiliar circumstances, the integration of different capabilities and the ability to operate reliably in changing environments.
The company does not claim that its consultancy frameworks resolve these scientific questions. Rather, we believe that the intellectual property and conceptual structures developed around intelligence provide a basis for examining their wider significance and application.
The relationship between intelligence and institutions
A further question concerns how intelligence operates within complex organisations.
An institution may possess extensive information, sophisticated technology and highly capable individuals, yet still make poor decisions if its knowledge is fragmented, its incentives are misaligned or its governance is inadequate.
The development of institutional intelligence therefore involves more than the acquisition of technology. It requires the effective integration of information, expertise, judgement, responsibility and organisational learning.
The translation of scientific progress into economic value
Scientific and technological breakthroughs do not automatically produce economic or societal benefits.
Their wider impact depends upon the ability to translate discoveries into useful technologies, products, services, institutions and applications.
We believe that the development of intelligence-related intellectual property and sector-specific consultancy frameworks may have a role to play in this wider process of translation.
5. WHY THIS MAY BE RELEVANT TO ARIA
I recognise that ARIA's primary purpose is to fund and manage ambitious research and development, rather than to act as a general consultancy or intellectual-property investment organisation.
I am therefore not suggesting that the thirty frameworks should be regarded as research programmes or that they fall automatically within ARIA's funding remit.
The reason for writing is more fundamental.
ARIA has an important role in helping the United Kingdom explore technological possibilities that may have profound consequences for science, industry and society. Its willingness to support ambitious work in uncertain areas is particularly relevant to a field as consequential as intelligence.
We believe that the intellectual property developed by GENERAL INTELLIGENCE PLC may be relevant to the wider ecosystem surrounding this work in several respects.
First, the development of British intellectual property.
The United Kingdom should recognise the strategic importance of intellectual property relating to intelligence and artificial intelligence, particularly where that property has been developed and is owned within Britain.
Second, the broader understanding of intelligence.
The development of artificial intelligence should be accompanied by continuing consideration of the wider intellectual questions surrounding intelligence, including generalisation, judgement, learning, institutional capability and the relationship between human and artificial systems.
Third, the application of intelligence across scientific and industrial disciplines.
The thirty frameworks illustrate the breadth of potential applications. They demonstrate that intelligence is relevant not only to technology companies, but also to established industries, professional disciplines and complex institutions.
Fourth, the translation of technological advances.
The successful application of scientific and technological breakthroughs requires organisations capable of understanding, adopting and using them effectively. Institutional intelligence is therefore an important consideration in translating technological progress into practical outcomes.
Fifth, the long-term national interest.
The United Kingdom's technological future should encompass the development and ownership of intellectual property, specialist knowledge and institutional capabilities, alongside research, talent, infrastructure and the creation of new technology companies.
6. A BRITISH INTELLECTUAL-PROPERTY CONTRIBUTION
GENERAL INTELLIGENCE PLC is particularly conscious of the importance of British ownership and provenance.
The company was established in Scotland in 1896, long before the emergence of modern computing and artificial intelligence. Its present work represents the development of an intellectual-property portfolio around a subject that has become one of the most consequential fields of contemporary science and technology.
We believe that intellectual property of this nature should be given the opportunity to develop and contribute to the United Kingdom's future.
The company has received international interest in aspects of its portfolio, including interest from Silicon Valley and China. We mention this as an indication of the wider potential relevance of the work, not as a representation that any transaction has been agreed or that a particular valuation has been established.
Our preference is to see the intellectual property developed constructively and to contribute to the long-term interests of the United Kingdom.
We believe that the country should not only seek to develop the technologies of the future, but should also recognise, protect and develop the intellectual property and specialist knowledge that can help shape how those technologies are understood and applied.
7. A REQUEST FOR YOUR CONSIDERATION
I would be grateful if you would consider this introduction and, if appropriate, direct it to the colleagues within ARIA best placed to assess its relevance.
In particular, I would welcome the opportunity to explain the intellectual-property portfolio and the thirty consultancy frameworks in greater detail.
I would also value your guidance on whether any aspects of the work may be relevant to ARIA's wider research and innovation ecosystem, including its consideration of the relationship between artificial intelligence, scientific discovery, technological development and the translation of breakthroughs into practical applications.
I appreciate that ARIA must maintain a clear distinction between its research priorities and external commercial approaches. I am not seeking to influence the agency's programme selection or to suggest that the portfolio should be treated as a predetermined research proposition.
My purpose is simply to bring a substantial body of British intellectual property to your attention and to establish whether there may be an appropriate basis for further consideration.
8. CONCLUSION
The development of artificial intelligence is one of the defining technological challenges and opportunities of our time.
The United Kingdom has an opportunity not merely to participate in this development, but to help shape it. Doing so will require scientific ambition, intellectual independence, exceptional talent, investment, technological capability and a willingness to explore possibilities beyond established assumptions.
It will also require a broader understanding of intelligence itself.
The future will not be determined solely by the sophistication of the technologies developed. It will also depend upon how intelligence is understood, how knowledge is organised, how decisions are made and how scientific advances are translated into benefits for society.
GENERAL INTELLIGENCE PLC has sought to contribute to this wider field through the development of its intellectual-property portfolio and thirty consultancy frameworks.
We believe that this work merits consideration as part of the broader British endeavour to develop and apply intelligence in all its forms.
Artificial intelligence is a means, not an end. General intelligence is the ambition. Institutional intelligence is the capability. Independent judgement is the discipline. Scientific progress and long-term national value are the objectives.
Thank you for your time and consideration. I would welcome the opportunity to provide further information and to discuss the portfolio with you or the appropriate members of your team.
Yours sincerely,
X from GENERAL INTELLIGENCE PLC