Anyone who uses the internet regularly has likely encountered a CAPTCHA or reCAPTCHA gatekeeper at a website requiring a login, and the puzzles they present to the user are meant to distinguish human visitors from bots, which is a good idea. Another good idea from the standpoint of Google, or Alphabet or whatever they’re calling themselves these days, is the use of unpaid labor from solvers of the puzzles to train artificial intelligence for tasks such as digitizing books or driving cars.
A Waymo self-driving car on the road in Mountain View, California, headquarters of Google, or Alphabet or whatever they’re calling themselves these days. Waymo is a division within the technology behemoth, and logically it would be filed under “W”. Photo by Grendelkhan.
Ten years ago, internet users mostly encountered CAPTCHAs, which stands for Completely Automated Public Turing test to tell Computers and Humans Apart. CAPTCHAs were text-based puzzles, and Google put people to work solving them in the interests of both internet security and of training artificial intelligence to recognize letters and numbers in all sorts of peculiar configurations, such as might be found in all the books Google was digitizing. Now reCAPTCHAs are more common, and they are handy for training self-driving cars because they are image-based, and the images are most often of street scenes.
No doubt the engineers and executives at Google count themselves as quite clever for employing digital security puzzles to help amass the enormous amount of data necessary to train artificial intelligence without spending a penny, at least for labor. It’s a good bet most internet users are unaware of their exploitation at the hands of that technology behemoth or of other ones, like Facebook, which uses photographs uploaded by its users to train facial recognition software. Of those who are aware of what’s going on, some may not care. The technology companies, in that case, have little concern for the possibility of a public outcry over their exploitative practices; people are so eager to hand over their personal data for purposes they perceive as benefiting themselves that they don’t notice or don’t care how the companies are using the mountains of freely given information.
Artificial intelligence requires so much data to be effective that not even all the free data sneakily gleaned from internet users is enough, and therefore the technology companies have to pay some laborers, however poorly, to do the monotonous tasks necessary to train artificial intelligence for every imaginable scenario. The weakness of artificial intelligence, being nothing more than an extremely powerful computer, is its incapability of imagining scenarios outside of logic, or of imagining anything at all. Powerful as it is, it is still only a number cruncher.
John Cleese in conversation with Appian CEO Matt Calkins at a technology conference in 2018. In another video, John Cleese demonstrates the leaps of imagination and intuition that set the human brain apart from artificial intelligence.
Google’s reCAPTCHA sometimes gets the wrong message from its images, for example by insisting a diagonally striped no parking zone is a pedestrian crosswalk. There is no arguing with it. All the internet user can do in order to move on then is play along with the error or try reloading a different image. One has to wonder if training one’s replacement for free is not enough of an indignity without also suffering the insult of having to humor an insufficiently intelligent automaton that is nonetheless a humorless and dully unimaginative know-it-all.
— Techly
People who don’t do hard physical labor regularly are quite taken with tools that make it appear the person wielding them is really doing a lot, such as pickaxes and sledgehammers. Using those tools will indeed wear out even the fittest person over the course of a day, which is why the professional laborer who has to get up the next morning and work again all day uses those tools sparingly given the option, and will resort to other tools that may take longer to do a job but will save wear on tear on the user’s body.
A pickaxe works best at breaking up hard ground. Photo by cogdogblog.
A pickaxe is good for breaking up dry, rocky ground,but not as good for working on normal soil as a mattock. A pickaxe is a better tool overall for a miner than it is for a gardener. Swinging it certainly does make it look like the laborer is going at the job full bore, however, and ultimately that may be what it takes to satisfy the homeowner who is paying the laborer to make work look chain gang hard. Sledgehammers are more directly up that same alley, since they have limited uses in everyday gardening, but are great for breaking rocks in a sweaty, back-breaking setting. Maybe that’s what some people are paying to see.
Another tool amateurs feel compelled to use themselves and are gratified to see professionals use on their behalf are powered shears. About the only shrub that can tolerate shearing long term is privet; everything else will turn into stiffly twigged shells of foliage needing frequent shearing to look presentable, and that only at a passing glance. Any closer examination will reveal a shrub with nothing going on inside but the dead, moldering pile-up of sticks and leaves from past shearing.
It’s better to cut back shrubs with hand pruners, even though a hedgerow will take longer to do than with powered shears. The time will be made up in longer intervals between cuttings, and the shrubs will be healthier. It’s fussy work and it doesn’t make a lot of noise and commotion like the powered shears do, and that upsets some people who like the roar of machinery as much as the sweat of unnecessarily hard physical labor in order to convince themselves that work is being accomplished.
Farm workers shoulder their tools at the end of the day near Ripley, in the Palo Verde Valley of the lower Colorado River in California in May 1972. Environmental Protection Agency photo by Charles O’Rear.
A few good shovels, hand pruners and saws, maybe loppers, powered or manual shears for cutting back perennials only instead of cutting back shrubs, and various rakes as well as a strong digging bar are about all a gardener needs on a daily basis. It’s nice to have the other tools, mattocks and hoes especially, but a gardener interested in saving himself or herself for another day will seldom find use for a pickaxe or a sledgehammer. There are often other ways of accomplishing the tasks those tools might do, though they won’t look as dramatically labor intensive.
Take the Money and Run, a 1969 film directed by Woody Allen and in which he plays a hapless criminal, who in this scene has been sentenced to work on a chain gang.
The last thing a professional or amateur gardener might want to consider is rain gear, and that too ends up being a personal choice outside of what bossy people might think best for others. Ponchos are cooler to wear in summer than raincoats and permit greater freedom of movement, while raincoats are more effective at keeping the gardener dry. A raincoat would be the best choice in cool weather, and might even suit in summer if the gardener parts with several more dollars for a raincoat made with breathable fabric. Otherwise, a cheap raincoat will repel rain on the outside at the cost of getting wet on the inside from the wearer’s sweat, particularly in the case of someone who is active, like a gardener. Perhaps the most welcome option on a rainy day is a third one, which is the opportunity it affords to drop tools and go indoors to relax and muse about working some other day. — Izzy