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Not true at all. I hate reading my own produced AI writing.

The issue with any AI writing is that it all sounds the same.

Once that stops being true, maybe it will be acceptable. But until then, you are left with repetitive crap. That you must wade through. Not good.


Missing gradual rollout of feature flag changes themselves. Yes, you can do percentage based rollouts for individual features but still should have ability to canary all changes before they cause an insta-sev.


Supply and demand always balance out. There is no way manufacturers aren’t going to compete away these inflated margins, as long as they feel like this demand is sustainable.


You know there's other strategies? Companies can be more clever than naively undercutting each other...

Memory in particular ... https://en.wikipedia.org/wiki/DRAM_price_fixing_scandal

The entry-cost to getting into memory is on the order of $billions and years - you can do just about anything...


not if china gets into the picture


why not? i'm sure they can jump into the hustle.

Increasing the availability doesn't mean decreasing the price ... people think those are intrinsically related - not so much.

You can get a prada shirt for $2,000 ... as many as you'd like, for $2,000 a piece. No problem. They'll make the factories go burr all night long. Still $2,000.sweeping

There's a bunch of things like this. $100 bills for instance ...

a new entrant might yield a price drop, or, it might not.


  > why not? i'm sure they can jump into the hustle.
Not so quick. Critical difference is the relationship between enterprises and the state. In China, the state owns the enterprise, in one way or another. High costs of memory is a threat to the established Chinese electronics manufacturers. The Chinese state can optimize returns at a higher level than the one some petty chip manufacturer operates at, especially if doing so means it could gain coercive geopolitical strength, aka blackmailing.


I mean kind of? Industry and politics are always cohorts. China has structural differences but new entrance to commodities and defensives are almost exclusively price sensitive offers. If say, Singapore or even a firm in Ohio tried to enter the market for global play, they'd undercut as a strategy

Except... Maybe they don't need to. Demand is outstripping supply right now. Competing on availability may be sufficient

You can easily see this on a mini-macro scale with popular restaurants. Often a restaurant with an equivalent menu and prices will open nearly adjacent to a very popular place and can sustain itself simply because you don't have to wait an unacceptable length of time to be seated


There's very few manufacturers, I believe 3 globally? And there's a large moat. Nobody can compete with them in the next 10 years. It's really not hard to coordinate action between 3 companies.


There are trillions to be made. That moat won't be as insurmountable in hindsight.


There really aren't though. The reason there's only three is because memory is a commodity and margins are historically very low. It's not a very good business to be in, generally.

In the past when memory supply was short and then rebounded, many companies went out of business because making memory was no longer profitable.


And margins will continue to be low, otherwise they'll discover they don't have a moat. Commodity markets being competitive is a self fulfilling prophecy.

The companies have two choices. They either produce RAM cheaply and in large quantities, or they get replaced by someone who will produce RAM cheaply and in large quantities. Current incumbents are free to pick which of those two scenarios they prefer.


There used to be over 50 memory manufactures in the US alone. Everytime there was a bust (following a boom) there'd be bankruptcies. The lucky ones got bought out and consolidated. Empirically, attempting to capitalize on memory booms is a losing strategy.


Only in the most naive sense.

If it costs you $1B and five years to build out new supply and you think demand will not sustain for more than three years, it does not make sense to expand supply.

Instead you will maintain your margins currently and await demand to decrease back to your current supply.

This is pretty common and as others have pointed out is even more common in markets where competition is slow and lead times are long.

Ammunition is a great example over the last decade or so as political turnover caused relatively short lived demand spikes and manufacturers didn't expand supply because they knew once political winds shift, demand would decrease.


...which is presumably why GP said "as long as they feel like this demand is sustainable."


The issue is they become pay to win, which just isn’t as much fun.


There is no way a port this massive will have human code reviews.

If this succeeds, there is no stopping AI given it will have crossed the rubicon of human bottlenecks.


> “Here’s a million dollars to implement WebRTC for the fourth time”

“Hell no”

> “Umm…”



we cant view without a login anymore? i dont have a instal login but used tobe able to watch single videos shared directly with just a login nag



When I read the headline, I pictured something like the flying cars from "Blade Runner". What I see in the video is a helicopter with six rotors.

I get that the leap forward here is that it's battery-powered. Still, I can't help feeling underwhelmed.


The main difference I read is that those airfoils actually come into play when it's not taking off and landing. That still doesn't make it nearly as cool as the air cars in Blade Runner but it's slightly better than just a helicopter too.


He would pull them away from co-pilot and the unlimited spigot of money that agentic coding brings, which is contrary to the best interests of Microsfot.


Wonder what they do for their token cache if they swap mid-session like that.


Exactly! In https://matrix.dev/blog-2026-04-04-2.html#questions-this-rai..., we raised exactly the same concerns. In particular, we actually saw that a hot swap caused a 100% cache miss. If it's a session filled with 800k tokens, rebuilding the cache is very expensive.

Also looking back at their claim: "Token counts may include tokens added automatically by Anthropic for system optimizations. You are not billed for system-added tokens. Billing reflects only your content."

A/B testing sounds a bit different. Do they really count it as "system-added tokens" and not charge for this extra cost? If you consider the model you're requesting as the baseline, then yes. But technically it's an A/B test of a different model, so they might secretly charge 130% as "we didn't add any system prompt, we just routed you to a better model."


Did they nerf the model or was it changes to Claude code? I agree it got frustrating.


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