Voithós

Mira for Pedestrians. This series aims to break down the concept of AI hallucination in it simplest form and also expose you to @miranetwork (A project which is making huge moves towards eliminating this issue) We are going to start this series first by having a clear understanding of what AI hallucination is, then we will look deep into the problem, Mira Network, it's solutions, it's ecosystem, future of the project and AI, and lots more. What is AI hallucination? AI hallucination is a phenomenon whereby artificial intelligence (AI) systems generate responses (outputs) that are not correct. As simple as that! These responses appear to be made up, don't make sense, and some are even unrealistic. Statistics have shown that there has been up to 33% increase in most AI models that are out there, and the percentage is actually large compared to their predecessors, so this signals an uptrend in flawed AI responses. Types of AI hallucinations. 1. Factual errors. (Inaccurate scientific, mathematical, historical, religious and cultural facts) 2. Fabricated errors. (This occurs when an AI model cannot answer correctly, so it goes on to fabricate fictional stories of facts to backup its incorrect response. The lesser it knows about the topic, the higher the chance of fabricating stories) 3. Nonsensical outputs. (this occurs when the AI models have no answer to gove, but find a way to arrange phrases that appears grammatically correct but without meaning or sense ot it. AI hallucination is a threat to so many sectors. like Healthcare (wrong diagnoses or drug prescription can be dangerous to ones health), Aviation (, Finance, Law (incorrect information could have serious consequences, wrong citation and references) Causes of AI hallucination. ¤Faulty Model architecture. ¤Method of generating the response. ¤Bias in training the AI model. ¤Limitation in terms of acquiring new data. A clear example of AI hallucination to wrap this up. I searched this, this morning. There's is no biblical statement that Adam was with Eve at the time she was deceived. Hope you gained something from this? Do well to drop a comment, like and retweet. Stay tuned for more.

Chapter Twelve SURPRISE! History is the study of change, yet it is ironically used as a map of the future. While it is smart to have a deep appreciation for economic and investing history it helps us calibrate our expectations, study where people tend to go wrong, and offers a rough guide of what tends to work it is not, in any way, a map of the future. History is no perfect guide for investing because investing is not a hard science. Finance is a massive group of people making imperfect decisions with limited information about things that will have a massive impact on their well-being. That reality alone can make even smart people nervous, greedy, and paranoid. Richard Feynman, the great physicist, once said, “Imagine how much harder physics would be if electrons had feelings.” Well, investors have feelings. Quite a few of them. That’s why it is incredibly hard to predict what they will do next based solely on what they did in the past. You cannot make a perfect investment decision today based purely on the Great Depression, though you can certainly apply broader lessons from it. Imagine using a car from the 1990s as the exact blueprint to build an aerodynamically advanced track car today. You can't just copy the old model and expect to win; times and conditions have fundamentally changed. The mental trick we play on ourselves here is an over-admiration of people who have "been there, done that" when it comes to money. Experiencing specific historical events does not necessarily qualify someone to know what will happen next. In fact, it rarely does, because experience often leads to overconfidence rather than actual forecasting ability. Two dangerous things happen when you rely too heavily on investment history as a strict guide to what’s going to happen next: * You’ll likely miss the outlier events that move the needle the most. The most important events in historical data are the massive, unprecedented outliers. Don't get stuck preparing for the past when the world has already moved on. * History does not account for structural changes. It can be a misleading guide to the future of the economy and the stock market because the fundamental mechanics relevant to today’s world are entirely different from those of the past. Realizing that the future might not look anything like the past is a special kind of skill one that is generally not looked highly upon by the financial forecasting community. The correct lesson to learn from surprises is simply that the world is surprising. We shouldn't use past surprises as a guide to future boundaries; rather, we should use past surprises as an admission that we have absolutely no idea what might happen next. Historians are not prophets. Past experience in finance is quite different from past events in other fields. Do not rely blindly on the past when making future investments. The question, then, is how should we think about and plan for the future?

Reasonable > Rational Aiming to be reasonable works much better than trying to be coldly rational. ​Do not aim to be coldly rational when making financial decisions, aim to just be pretty reasonable. Reasonable is more realistic, meaning you have a better chance of sticking with it for the long run which is what matters most when managing money. ​Stanford professor Scott Sagan once said something everyone who follows the economy or investment markets should hang on their wall: ​"Things that have never happened before happen all the time." ​History is mostly the study of surprising events. But it is often used by investors and economists as an unassailable guide to the future. ​Do you see the irony? Do you see the problem? ​It is smart to have a deep appreciation for economic and investing history. History helps us calibrate our expectations, study where people tend to go wrong, and offers a rough guide of what tends to work. But it is not, in any way, a map of the future. ​Investing is not a hard science. It’s a massive group of people making imperfect decisions with limited information about things that will have a massive impact on their well-being, which can make even smart people nervous, greedy, and paranoid. Just be reasonable with your investments; being rational might only work for some time, but not forever, unfortunately.

You’re not a spreadsheet. You’re a person. A screwed up, emotional person. Yes you!

Just saw how Devs leave their signature in code. Amazing stuff.

In a mad world, only the mad are sane.