What was your methodology and structure in making the prompts for the rewrite? Did you let the LLM roam in all of the codebase and tests from the beginning, or revealed things to it gradually in some way?
Regression tests start to play a different role with LLMs.
On one hand, they give an LLM a short feedback loop to correct itself, and iterate fast when writing code. A human also uses it as a feedback loop, but we don't iterate as fast and don't handle big walls of conditions, so its effect is not as big.
On the other hand, LLM's ability to handle a big wall of if-conditions can backfire if it starts taking shortcuts and taking the tests-as-a-spec too literally, overfitting the solution, overly focusing on the given datapoints (conditions checked by tests) and missing the overall behavior shape that the tests intend to pin down. For humans, this is less of a concern because we are bad at big walls of if-conditions, and we'd rather try to see the original shape that the tests are pinning down than monkey-patch the solution to fit the individual points.
It's interesting to see how one balanced these two. In this case particularly. Maybe you could play around with separating the data you give an LLM into "training set" and "validation set", training set can be seen fully, but validation set is hidden and is only queried when the solution is deemed ready. Say, training set = original source code + half of the tests; LLM uses that for quick feedback loop. And validation set = the remaining half of the tests; test code is not shown to the LLM and run only when the LLM says it's done to catch potential overfitting of the resulting solution over training set.
To me, the credibility of a solution like that would depend on what methodology the authors used. If they just let the LLM see all tests, I'd be skeptical (albeit unable to point out specific bugs due to the volume of work and LLM's ability to make bad things look trustworthy). The good thing is, real-life use will add new, unseen before datapoints for testing — so validation set will build up with time. Really curious to see how it will work.
I agree about democracy. What I was referring to is that part of the society didn't roll with the legitimate leader's decision not to align with EU in 2013. And it was undemocratic.
I stressed that it was split, and the democratic thing to do would be to wait another year until the next election, where everyone will be given equal opportunity to express their choice and determine what's the next thing we're rolling with. But we'll never know what they'd choose because some chose to protest, and then continue doing so when it git violent. Give me one reason why Maidan organizers couldn't go home in 2013 and just vote a year later.
Maybe there could have been a referendum on EU course. But we'll never know, since neither Yanukovich nor pro-EU leaders have conducted one.
Are there any key details you're leaving out? Is there a chance you creatively picked what to leave out in a way that serves the view you're sympathetic to?
Is this trolling by stupidity? You are irredeemable. I wasn't talking about elections, I meant everything before it that caused premature elections in 2014.
Was there something major that happened in 2013-2014 involving violence that interrupted the term of elected, legitimate president Yanukovich? Can you recall?
Sure. And you keep babbling and restating your point instead of proving it because you've got an overwhelming proof, you're just too polite to share it with us.
Oh sure, I can believe that. It still seems to me like a sign of Georgia's economy strengthening. Many people with buying capabilities which actually settle, not just come occasionally for cheap stuff. (Looking at the thread's context broadly) plus one for closer ties with Russia.
What did the ratio of European tourists to Russian look like?
Not sure what grab of power you're referring to.
The inflow of Russians was a boost for Georgia. These are whole IT companies that moved with workers, high-paying jobs and taxes. Many of pro-Western views and European expectations of living standards (because they're from Moscow and St. Petersburg). Check specialty cafes in Tbilisi today and see when they opened. These are the white people with guilt syndrome who will sign up to Georgian language classes to show respect to the local culture. Hell, I'm sure you can see a change in people's average views on LGBT rights since 2022, since Georgia is known to be quite patriarchal homophobic.
I do believe that the discussion of good and evil is a meaningful one, but it's nuanced and we must be extremely careful with definitions and not to confuse ethics debate with irrational emotions.
If someone points a gun at me, I give the money. If life is a strategy game, then this is the moment where you need to sacrifice a piece in order for the game to even continue. And money is usually a pawn in the big picture of life. I may feel it's unfair or that my ego/honor is hurt, but I'd work though that with my therapist, analyze it philosophically and decide what to do next instead of responding emotionally.
I personally don't value nationalist sentiment. From a humanist perspective, associating yourself with one specific nation and making it your goal to serve the elites who actually control it is unjustifiable. There are things I'd consider good and evil, but they're much more universal and not tied to one's birthplace, taste or mood. Education, progress, science are good to me. So if something damages these, I may call it evil.
Ukraine is not one of these though, it is a conflict where principals are fighting for selfish interests, while working their propaganda machines very hard to convince us that their goals are actually universal and humanistic, to harvest us as a resource. Depending on which bucket you ate your slop from, you get one bias or another. As an average citizen, you should not fool yourself thinking that you're one with something great that you must sacrifice yourself for it, and don't full yourself thinking you're serving some great good.
> Also it's a rather small economy producing largely low value products despite vast natural resources - there's no benefit in associating with them in this day and age. The cheap gas is not worth it.
Why it's not worth it? I don't see how the quote would imply it. I don't see why they wouldn't encourage Russia to join EU too given what you wrote. In the worst case you'll get one more Hungary.
And if Russia is corrupt, you can still deal with them if you're ruled by foreign courts. Russia did comply with European Court of Human Rights IIRC right until the invasion. Something as minor as a politically partial court decision in Russia could be appealed in ECHR and Russia would pay a compensation to its citizen. If you're a business, I'm pretty sure you'll find a way to defend your interests in pre-2022 Russia.
If it's that simple, why doesn't everyone "want in" and get those precious living standards? There must be a lot of stupid governments if they literally refuse free stuff. Or your statement is naive and overly simplistic. Guess which of the two is more likely?
Does Georgia "want in"? I'm not so sure what that means. The population has mixed feelings about it, as I understand from friends there. The current government who represents them doesn't want in.
> Just having access to the european free market
Again, do you think this just offers you free stuff? A marked doesn't just offer you "access", it assigns you a role you're going to be playing in it. And some roles are worse than the others, even if the marked is "good".
I don't like using "western-oriented" as synonym for free/democratic/good, but otherwise I agree it's gotten worse. Your use of the word "backsliding", I think, was appropriate.
Are we talking about EU spokesperson calling Georgian elections illegitimate? If so, I believe your quotes show that there's no basis for that claim. The OSCE specifically says that, despite a bunch of concerns, Georgia's legal framework is "adequate". To me, that reads as "it passes the bar".
Not sure where you got that. Sounds like trying to use tropes from a superficial Hollywood action movie in real life, not my thing.
I think that a Ukrainian in his sane mind would want to look at options he's dealt and pick the one that leads to most safety and prosperity to him and his family. At the same time the government ideologues are trying to indoctrinate him with nationalism to sacrifice it all for their goals. More or less the same for an average Russian in his sane mind.
I personally believe that 2014 (and not complying with Minsk 2) has set Ukraine on course that's much worse for the safety and prosperity of an average citizen (albeit better for the nationalist ideologues). Complying with Minsk 2 would give Russia a lot of control over Ukraine (pro-Russian East gets autonomy, but gets to vote on national elections), which would be bad for nationalists who are afraid (and rightfully so) of Ukraine's young statehood sink into oblivion. But would be alright for a citizen: no dramatic change, you keep gradually improving your life, no war, you don't die for nothing.
We all have things we misuse, but I think those things may characterize us sometimes. For example, in Russian we often misuse the word Hindu to mean Indian. It may mean that the person is uneducated and maybe even unaware of the difference. A couple of my friends who've been to India or are nerds about other cultures, don't misuse the word, some even go around ranting about it.
I personally feel that the way Americans use "Caucasian" is a more blatant misuse than others, and maybe that's what made me react that way. Like what is exact idea one has to miss and be unaware of to use "Caucasian" for "white"? What adds to it is that, if I understand correctly, using "Caucasian" instead of "white" in English makes you sound more official and important. I guess I can see that it's being used due to legal tradition and that's hard to change.