Chapter 2
The Core Assumption
In reality, artificial intelligence, as a technology, is making huge progress. I tell folks all the time that if theyāre in a job where theyāre not learning, theyāre in a job that can and possibly should be automated. If an employee in such a situation plays their cards right, they can become the subject matter expert that helps develop the automation.
Artificial general intelligence is a rising technology as well. Right now, AI models tend to be good at specific limited-purpose things. In order to achieve a general intelligence, a huge number of AI models would need to be strung together and given a common context.
AGI technology research is already a ball in motion. Itās like cloning Dolly the sheep, designer DNA, or the invention of the atomic bomb. We could shy away from it, but less inhibited actors are already working on it. We (in whatever scope you want to consider the plural first-person pronoun) might as well be the ones to do it first/best and hope to have a measured handle on the outcome.
Iāve heard some estimates say weāre a couple decades away from it. By applying AI to improve itself (deep learningāitās already happening) to develop an AGIS, I suspect weāll land much closer to sometime before 2030. But again, this is all speculation.
Speaking of AI, in my real job, I work with artificial intelligence cognitive models often.
Letās talk a moment about how artificial intelligence works by looking at how teaching people works. Classically, teaching people involves feeding examples to students.
AI is a little like that too. Since computers are all about data, examples for machines typically look like data. Often, itās the kind of data that statistics can be drawn from. A volume of example data is called a training set.
In order to āteachā a computer, you have to feed it lots of example measurements or metricsātemperatures, durations, distances, speeds, locations, orientations, status changes, sequences, results, images, sound patterns. You get the picture. The computer then often uses tricks of statistics to interpolate and extrapolate āpredictionsā based on those measurements. It appears to learn to āread between the linesā in a way that we call artificial intelligence.
A statistic that data scientists love to add to their training models is an outcome value. With each example in the training set, did an example produce a good outcome or a bad outcome? Positive reinforcement or negative reinforcement?
Itās pretty well documented that people learned to build machines that simulate reason based on the way we do this ourselves. We donāt understand all the inner workings of our brains, but we do understand that we try actions and naturally reinforce those action examples with our own biochemical rewards and punishments. This is a digital shadow of that.
All of that starts with a core assumption though. What do the positive biases and negative biases mean? Positive and negative, relative to what? A baseline? A goal?
Itās a guiding principle.
Training sets need an understanding of good and not good.
A knowledge of good and evil.
Okay, back to the faith part of this hack.
Scripture is inspired and is profitable for teaching, for reproof, for correction, and for instruction, that a person seeking wisdom may be thoroughly equipped for every good work. (2 Timothy 3:16ā17)
Y NOTE
Consider all the way back in earliest chapters of the first book of the Bible. Genesis often described the object at the center of the first human contention as the fruit of the tree of knowledge of good and evil. That, known as the fall is part of another narrative weāll dig in on later.
Here are the core assumptions of the Bible according to one of the (like it or not) most influential persons in human existence, Jesus:
Love the Lord your God with all your heart and with all your soul and with all your mind. This is the foremost commandment.
The second is like it, Love your neighbor as yourself.
Upon these hang the whole Law and the Prophets. (Matthew 22:37ā40, emphasis mine.)
The first (āLove the Lord your Godā) is the abstract, divine mission. Itās the thing the tome of texts known as āthe Law and Prophetsā (the āOld Testamentā of the Bible) wants us to work on. Itās the Creator in the narrative, ultimately inviting us to participate in this thing called love.
Letās focus on the practical part of this:
āLove your neighbor as yourself.ā
It seems so simple. But wow, that is a loaded statement.
Love is so importantāa concept that the author of the following passage, Paul of Tarsus, tries to separate the divine out also, to some extent, in a letter that comes later in Scripture. Consider the following scripture from 1 Corinthians 13:1ā3 (paraphrases mine):
āIt doesnāt matter if I use secular or divine terms; if I donāt have love, Iāve become as useless as an incorrectly set clock alarm. If I can hear the universeās thoughts and know all creationsā plans, and if I had natureās power that I could move mountains but donāt have love, I am null. And if I give all Iāve got to charity, and if I waste away in fasting but still do not have love, itās all a humorless joke.ā
Where Descartes offers āI think, therefore I am,ā Jesus and Paul might suggest, āI love others, therefore I am.ā
The entire remainder of the Bible lists examples of ālove your neighbors as yourselves.ā Itās intended to be a means of living the way we are made to according to Scripture. Scripture provides lots of specific basic examples in the form of verses, historical accounts, stories, Psalms (songs), Proverbs (poems), parables (fictions) written in the context of its time.
These are all recorded examples, a training set, from which we can interpolate and extrapolate when we encounter something that doesnāt quite fit strict examples. (Please note, word definitions and historical context have changed over time, so itās important to always go back to the greatest commandment when trying to understand them. If they still donāt fit, thereās probably a measure of context thatās missing. Itās usually in the form of a bit of common knowledge that has since been forgotten.)
Scripturally, the greatest commandment is the definition of the ālearning modelā Jesus commissioned us to improve ourselves upon.
Good
āLove your neighbor as yourselfā says so many amazing things, starting with Captain Obvious stuff.