Why AI Owners and AI Users Have Conflicting Interests?
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When Is a Career Resilient to AI?
The short answer: careers that reward creative problem solving in domains with scarce knowledge. Let’s unpack that.
Can Opacity Be Solved in an AI Derived from an LLM?
The short answer is “No”, and the reasons for it are interesting. An AI system is opaque if it is impossible or costly for it (or people auditing it) to explain why it gave some specific outputs. Opacity is undesirable in general – see my note here. So this question applies for both those outputs…
Opaque, Complex, Biased, and Unpredictable AI
Opacity, complexity, bias, and unpredictability are key negative nonfunctional requirements to address when designing AI systems. Negative means that if you have a design that reduces opacity, for example, relative to another design, the former is preferred, all else being equal. The first thing is to understand what each term refers to in general, that…
Limits of Explainability in AI Built Using Statistical Learning
How good of an explanation can be provided by Artificial Intelligence built using statistical learning methods? This note is slightly more complicated than my usual ones. In logic, conclusions are computed from premises by applying well defined rules. When a conclusion is the appropriate one, given the premises and the rules, then it is said…
Perplexing Secrecy of AI Designs
If AI is made for profit, then should its design be confidential? This choice is part of AI product strategy. The decision on this depends on the following at least. What is the relationship of each of these to AI confidentiality? Correctness: The more likely the AI / algorithm is to make errors, the more…
Decision Responsibilities in Decision Governance
Being entitled to make decisions carries with it the responsibility for outcomes of actions that the decisions led to. Accountability can be implemented through decision governance by defining responsibilities for outcomes of decisions. The idea that decision responsibilities are the counterpart to decision rights is easy to understand. However, defining useful decision responsibilities involves finding…