But the reality is that most of us will never work in anything that big. I think the biggest thing i've worked in was in the 500K LOC range tops.
The code base is disproportionally testing automation, telemetry and monitoring systems but a lot code none the less ;) So even in a solo/small team project depend on architecture, procedures, test suites etc. over knowing every line of code.
The images rendered in a game need to accurately represent a very complex world state. Do we have any examples of Transformer based models doing something in this category? Can they do it in real-time?
I could absolutely see something like rendering a simplified and stylised version and getting Transformers to fill in details. That's kind of a direct evolution from the upscaling approach described here, but end to end rendering from game state is far less obvious.
It will be AI all the way down soon. The models internal world view could be multiple passes and multi layer with different strategies... In any case; safe to say more AI will be involved in more places ;)
Now with gpt-5-codex and codex vs code ext .. getting through up to 20k line changes in a day again lots of parallel jobs; but codex allows for less rework.
The job of the "engineer" has changed a lot. At 5k lines I was not reviewing every detail but it was possible to skim over what had changed. At 20k it's more looking at logs performance / arch & observation of features less code is reviewed.
Maybe soon just looking at outcomes. Things are moving quickly.
If someone told me that their Tesla's autopilot swerved them into a brick wall and they nearly died, I'm not going to say, "your newfound luddite bias is preventing you from seeking sensible middle ground. Surely there is no serious issue here." I'm going to say, "wow, that's fucked up. Maybe there's something deeply wrong with Tesla autopilot."
If supplier A has a product of quality Q at price P, and supplier B has a competing product of quality 1.2Q or 0.9P, all else being equal, we would expect B to prevail in the market, or at least gain a superior market share. However, if A's marketing budget is superior, a larger percentage of the market will hear about their product sooner, and will gain traction earlier. Since all businesses have finite viability, B may go out of business before the market has time to correct the distortion brought on by A's marketing.
There was no solution to this in Adam Smith's time, but we now have something that points to a solution: aggregated reviews/ratings from verified purchasers, indexed or curated in such a a way that is uniformley accessible and conveniently query-able to all market participants. In an environment where such a mechanism is universal, theoretically, there should be no benefit to marketing.
Widely used and viewed is value; less and less does a product evaluation work in isolation. So very difficult to evaluate products fairly in that sense. Something may be better but it's only in so far that your review agragation / index is a fair market for attention.
Think GitHub stars and amazon reviews for products or product hunt for new startups, or YouTube or LinkedIn views; all have their game of gathering attention / marketing that plays into products visibility and viability.
It feels like either finding that 2% that's off (or dealing with 2% error) will be the time consuming part in a lot of cases. I mean, this is nothing new with LLMs, but as these use cases encourage users to input more complex tasks, that are more integrated with our personal data (and at times money, as hinted at by all the "do task X and buy me Y" examples), "almost right" seems like it has the potential to cause a lot of headaches. Especially when the 2% error is subtle and buried in step 3 of 46 of some complex agentic flow.
How else would you define racism if not across xenophobic lines by the color of ones skin ?
I’m not saying two wrongs make a right and I’m not justifying the current administration. But if we look to how we got here, that’s a lot of why, if not mostly why.
We are past the point of "everyone has their perspective on this" right and left have their own version of this etc. The system that protected people's right to have different opinions is being dismantled.
Meanwhile we are actually losing vision and dying of obesity.
There is plenty to do to get more healthy for real; but that's not where we are heading with these initiatives so far:
https://prospect.org/economy/2025-01-27-we-found-the-2-trill...