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> more and more engineers are merging changes that they don't really understand

You cannot solve this problem by adding more AI on top. If lack of understanding is the problem, moving people even further away will only worsen the situation.


I agree, and that's why we're not building a code review bot which aims to take humans out of the loop

We don't think of Stage as moving people further away from code review, but rather using AI to guide human attention through the review process itself


Nobody thought of the other stages as that either. It still happened.

AI guiding human attention means that humans aren't guiding human attention, which means less human understanding of their reviews.


That leaves no solution when the quantity becomes more than any human can review.

This is like complaining that someone doesn't have a solution for the foot injuries caused by repeatedly shooting yourself in the foot.

If your team is shooting each other's feet and you can't stop them, I guess this would be a foot to air interceptor for some of the bullets.

The number of solutions remains constant, because the OP isn't providing a working solution.

That's simply untrue; you're deliberately misinterpreting terms to grind a tired axe.

It is perfectly possible to be both masculine and non-toxic without being feminine. Refusing to allow that is toxic in itself.


> you're deliberately misinterpreting terms

Using the term "toxic" to describe things is an issue because people have an immediate negative reaction to it and go on the defence. Wording matters a lot and I'm unsure why there's such an insistence on calling things "toxic" when other words would both better describe issues and cause a less visceral reaction.


People deliberately and cynically choose to have that reaction (or pretend to). It's an adjective like any other, not even an inflammatory one.

Most people don't make a conscious decision in how they react to something emotionally, it just happens. If you want people to take what you say seriously you have to consider the PR side of things.

> not even an inflammatory one

I don't know how you can seriously claim this.


"It's all focused on rote memorisation" is a really popular dismissal of the education system that betrays a lack of familiarity with it.

> what is the point of teaching anyway when fundational knowledge are becoming obsolete?

1. It isn't

2. As you acknowledge, you need some 'foundational grounding', but the amount needed is quite a lot

3. The best way to teach metacognitive (and all other) skills is within a context

> the balance shifts from memorization to retrieval, iteration, verification

This has been trumpeted with every poorly-thought-out educational change, and it's a marker of unfamiliarity with the space. Memorisation hasn't been the focus ever; it's always about the other skills, and (some) memorisation is useful as part of that.


> This is the kind of close reading usually associated with academic lit crit, so it can feel odd to find it in a book aimed at King’s ardent fanbase.

This is not at all uncommon; bizarre to find it represented as an oddity by a professional reviewer.


> how people who work in education seem to be incapable of learning anything about education

The people who work in education don't have this issue; the people who work in tech and assume that gives them expertise in education do.


The educators keep making blunders like in this case. Hundreds of years of teaching and sorry but looks like your field is still trying to figure out the very basics of your discipline.

Educators aren't making these blunders though; again, this is non-educators trying to force tools that educators don't want.

Most teachers I know would be delighted if tech companies and management stopped trying to push tools on them that aren't fit for purpose.


> yet they are contributing members of society and they deserve to be able to listen to music

By the same token, artists are contributing members of society and they deserve a host of things, including enough to make a living.

You can't demand one group's output as a right for everyone else unless you also grant them rights in return.


If you have to work your way round to "they are not people" for the law to be consistent, consider that it might be a bad law.

It's not that they aren't people, they aren't the people that the Constitution refers to. There are many rights that visitors don't have.

That is one possible (specious and self-serving) interpretation of a document that pre-dates the concepts and laws it's being used to prop up.

How many of the Pilgrims had a valid modern visa?


USA was founded well after the Pilgrims. I don't think anyone in 1776, or even in the Pilgrim days, was thinking a foreigner should have the right to vote for instance.

After the Revolutionary War, most US citizens couldn't vote. I don't think we should be using that time period for comparison.

Most people in the US did not choose to become citizens until the mid 19th century. The process was much easier than naturalization today, though, presuming you were white and in some cases might be required to own property.

US also didn't have Jus soli citizenship until the whole civil war and slavery debacle. You had to go into a local court and show you lived in the US for a couple years, who would swear you in as a citizen. But most people didn't care about voting or holding office enough to bother.


> US also didn't have Jus soli citizenship until the whole civil war and slavery debacle.

Actually, my understanding is that the US did largely follow jus soli. What it wasn't was unconditional jus soli, but the principle was birth in the bounds of the US conferred citizenship except if positive law existed not conferring citizenship.


Who else didn't they think should have the right to vote in 1776, and was that the right call in your opinion?

As I said above, a law you have to tie yourself in knots to justify might be a bad law.


What are you saying, the US Constitution is bogus because people were racist in 1776? It's undergone amendments and clarifications by the Judicial branch. It's been consistently obvious that foreigners don't have the same rights as citizens here, and tourism or immigration law wouldn't really work otherwise.

You didn't answer my question, but here's what I'm saying:

> If you have to work your way round to "they are not people" for the law to be consistent, consider that it might be a bad law.

I disagree that the law (which has been changed, amended and clarified) has been 'consistently obvious', and I still maintain that the conclusion of 'immigrants aren't people' invalidates the law.


The courts didn't come to the conclusion that immigrants aren't people. Probably the opposite in fact.

>I don't think anyone in 1776, or even in the Pilgrim days, was thinking a foreigner should have the right to vote for instance.

Nor does anyone in 2026. Your point?


Good.

> farming communities have previously raised concerns about the threat this predator could pose to lambs.

I have no sympathy for the idea that we should be okay with driving species towards extinction so that farmers are protected from even the smallest adverse effects.


Just FYI, you should have sympathy.

There's an enormous difference between weighing the pros and cons and coming to a different conclusion than somebody else, and having no sympathy for somebody else.


Sympathy doesn't simply mean "understanding"; that's one small aspect of the definition of a more complex word that also denotes emotional reflection.

Having weighed the pros and cons, I have come to the conclusion that the correct amount of (emotional) sympathy for the position of "we should kill all the eagles because farmers deserve only endless profits, never (minor) costs" is infinitesimal.


Just FYI...

There's an enormous difference between having no sympathy for an idea and having no sympathy for a person.


You say that - but its not your pocket being picked... when you have to put food on your families table, you probably aren't as worried about some bird nobodies ever heard of. No farmers - No food.

1. Eagles are very well-known.

2. Farms that keep sheep have more than one lamb.

3. The government doesn't, and shouldn't, intervene to protect people against every single risk they face in business.


1) This particular spotted big breasted eagle is hardly known and of little importance culturally. 2) Farm margins are very thin and its not up to you to dictate what an acceptable loss is. 3) Government has successfully in the past used hunting bounties to tame wilderness and increase farming productivity. The eradication of wolves in the great plains turned unremarkable scrub land into the most successful and productive era in farming the earth has ever seen. Maybe think about that next time you have a bite to eat and thank your local farmer.

I do not understand to what you are referring by "is hardly known and of little importance culturally".

Your statement is completely unrelated with the parent article. Contrary to what you say, the golden eagle is by far the best known species of eagle and the one with the greatest cultural importance.

The golden eagle (Aquila chrysaetos) is the species of eagle that has become the state symbol of the late Roman Republic and then of the Roman Empire.

Inspired by the Romans, during the last couple of millennia many other states have included the golden eagle in their heraldic symbols and several of them are still using it today.

Even much earlier than the Romans, at all Indo-European people the golden eagle had a special importance, being the bird used as a messenger by the God of the Sky, later known as Zeus in Greece and as Jupiter at the Romans. Already the Hittite texts from 3500 years ago have many references to the golden eagle.

The golden eagle is also the species that has been the most valued as a domesticated hunting bird in Central Asia.

The use of the "bald" eagle by USA has also been inspired by the Roman golden eagle, but the original species was replaced with a native American species. The golden eagles have survived in small pockets spread over a very large area from Western Europe to USA, so they were not representative for USA alone.

While the sea eagles, to which the American "bald" eagle also belongs, are bigger than the golden eagle, the golden eagle is stronger for its size and she is able to hunt bigger prey in proportion to its size. Only some jungle eagles, like the harpy eagle, are definitely stronger and able to carry heavier prey.


If a farm is economically endangered by a single-digit number of animals killed by natural predators, they have vastly more immediate problems to take care of.

Wasn't the eradication of wolves just the natural consequence of destroying the food source and way of life of the natives? Gotta get those people dead or moved if you're going to steal their land, amirite!

The average HN denizen has not grappled with the genocide of the natives in the United States.

Or in Palestine, for that matter.


The golden eagle is one of the most culturally significant birds worldwide; it's ridiculous to dismiss that.

There was nothing unremarkable about the great plains (note the name); they didn't produce the crop yield that you value, sure, but that's not the only possible metric to measure anything against.

I think farmers are great; I don't think we should exterminate countless species to save them from one of the extremely-predictable externalities of their jobs.


4. Farmers are already facing great difficulties from economic shocks like Brexit, Covid, Ukraine and Hormuz in a short span of time, and further strain is unwelcome.

Eagles are also dealing with other stuff (arguably more significant-- e.g. habitat loss), but that's an irrelevance to this issue.

The potential predations of a small number of eagles nationally will make very little difference to the enormous number of sheep kept by a large number of farmers. They can handle the strain, and if it's really somehow too much, there are mitigations short of extinction available to them.


There will always be some reason against a measure that doesn’t immediately benefit humans in the short term but yields benefits in the long term.

Im not sure how much sympathy they get about brexit!

The AI hype and overstatement of capabilities is at least as strong amongst the 'techies' as the people they treat as more credulous than themselves.

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