we use codex review. it's working really well for us.
but i don't agree that it's straightforward. moving the number of bugs catched and signal to noise ratio a few percentage points is a compounding advantage.
it's a valuable problem to solve, amplified by the fact that ai coding produces much more code.
that being said, i think it's damn hard to compete with openai or anthropic directly on a core product offering in the long run. they know that it's an important problem and will invest accordingly.
I'm a bit shocked to see so many negative comments here on HN. Yes, there are security risks and all but honestly this is the future. It's a great amplifier for hackers and people who want to get stuff done.
It took some training but I'm now starting almost all tasks with claude code: need to fill out some word document, organize my mail inbox, write code, migrate blog posts from one system to another, clean up my computer...
It's not perfect perfect, but I'm having fun and I know I'm getting a lot of things done that I would not have dared to try previously.
> I'm a bit shocked to see so many negative comments here on HN. Yes, there are security risks and all but honestly this is the future. It's a great amplifier for hackers and people who want to get stuff done.
TBH this comment essentially reads as "other commenters are dumb, this is the future b/c I said so, get in line".
No, this doesn't need to be the future. There's major implications to using AI like this and many operations are high risk. Many operations benefit greatly from a human in the loop. There's massive security/privacy/legal/financial risks.
Dont worry. The same Bozos spoke like that to Steve Jobs and we all know who was a better predictor of the technology.. funnily enough it wasnt the guy who is deep into the technology but has a better understanding of people.
Which most technologists fundamentally lack, even if their ego says otherwise.
I certainly don't think people on HN are dumb, I'm surprised that the sentiment towards this is just talking so much about the downside and not the upside.
And look I do agree that humans should be the one responsible for the things they prompt and automate.
What I understand is that you let this lose in a folder and so backups and audits are possible.
So people shouldn't say their opinion because your opinion says its the future? Is all future good? I don't think a great hacker would struggle to organise their desktop or they will waste their team's time with AI generated deck but no one can stop others from using it.
> Yes, there are security risks and all but honestly this is the future.
That’s it? There are security risks but The Future? On the one hand I am giving it access to my computer. On the other hand I have routine computer tasks for it to help with?
Could these “positive” comments at least make an effort? It’s all FOMO and “I have anecdotes and you are willfully blind if you disagree”.
The issue here with the negativity is that it appears to ignore the potential tremendous upside and tends to discuss the downside and in a way that appears to make as if it's lurking everywhere and will be a problem for everyone.
Also trying to frame it as protecting vulnerable people who have no clue about security and will be taken advantage of. Or 'well this must be good for Anthropic they will use the info to train the model'.
It's similar to the privacy issue assuming everyone cares about their privacy and preventing their ISP from using the data to target ads there are many people who simply don't care about that at all.
> I'm a bit shocked to see so many negative comments here on HN.
Very generally I suspect there are many coders on HN who have a love hate relationship with a tool (claude code) that has and will certainly make many (but not all) of them less valuable given the amount of work it can do with even less than ideal input.
This could be a result of the type of coding that they do (ie results of using claude code) vs. say what I can and have done with it (for what I do for a living).
The difference perhaps is that my livlihood isn't based on doing coding for others (so it's a total win with no downside) and it's based on what it can do for me which has been nothing short of phemomenal.
For example I was downvoted for this comment a few months ago:
"HN is all about content that gratifies one’s intellectual curiosity, so if you are admitting you have lost the desire to learn, then that could be triggering the backlash."
(HN is about many things and knowing how others think does have a purpose especially when there is a seismic shift that is going on and saying that I have lost the desire to learn (we are talking about 'awk' here is clearly absurd...)).
It's an interesting industry that needs billions to bring a new drug to market. At the same time it creates a lot of value to a patient. But the manufacturing of a single dose is usually tiny.
Now how do you price that? The profits here will reward pharma investors and enable more investments in RnD of new medicines. I feel that's mostly fair.
The typical other solution for this is government grants for research.
It could work but there are problems in (1) the amount of money required and (2) the funding research -> getting votes pipeline is borked (credit assignment in general is borked).
Yes it's a bit disappointing but probably captures the current American and Chinese opinion quite well.
Europe as a whole has a lot of good things going for it but I do agree that it's less ambitious on average than these 2 power blocks.
However the same dynamic that was described in the article where nobody wants to lack behind is also true for Europe.
Also, yes Novo Nordisk plundered their GTM in the US and lost market valuation but you can still get the same medical outcome in Europe as a patient based on a European invention. Another one: The first Covid vaccine came out of Germany.
More interestingly is the question on degrowth. I personally believe that growth is the more tempting path in general, but we do live on a finite planet and no system is on a path or has a good framework on how to grow sustainably or responsibly. Maybe AI is going to figure it out for us, but maybe it involves some hard tradeoffs that intelligence alone can't solve.
You're too kind. Even the CEO of Google retweeted how well Gemini 2.5 did on Pokemon. There is a high chance that now it's explicitly part of the training regime. We kind of need a different kind of game to know how well it generalizes.
It's a cool release, but if someone on the google team reads that:
flash 2.5 is awesome in terms of latency and total response time without reasoning. In quick tests this model seems to be 2x slower. So for certain use cases like quick one-token classification flash 2.5 is still the better model.
Please don't stop optimizing for that!
>You cannot disable thinking for Gemini 3 Pro. Gemini 3 Flash also does not support full thinking-off, but the minimal setting means the model likely will not think (though it still potentially can). If you don't specify a thinking level, Gemini will use the Gemini 3 models' default dynamic thinking level, "high".
I was talking about Gemini 3 Flash, and you absolutely can disable reasoning, just try sending thinking budget: 0. It's strange that they don't want to mention this, but it works.
> It seems natural that those that do valuable things get rewarded a lot.
I'm not fond of the term "rewarded." I understand how prices are determined by supply and demand in economics. Obviously in the labor market, some skill that is in high demand and/or short supply will bring a high price. However, economics are largely amoral. The economic system is not an ethical system to reward the worthy and punish the unworthy, just a method of distributing resources.
There's both an uncontroversial and a controversial interpretation of "meritocracy." Uncontroversially, those who are best qualified for a job should do that job, especially for life-and-death jobs like in medicine. This is how the argument usually starts, with the uncontroversial interpretation, but then it slyly shifts to the controverisal interpretation, that certain people "deserve" more money than others, often a lot more money, due to their qualifications. And while we may want economic incentives for the most qualified people to persue certain jobs, overall it doesn't appear to me that the economic incentives align with societal benefit. For example, we massively reward professional athletes and entertainers much more than doctors and nurses.
Ultimately, the controversial notion of meritocracy is used to justify enormous disparities of wealth, where a few people have so much money that they can buy politicians and elections, whereas others are so poor that they have trouble affording the basics like food, shelter, and medical care. And supposedly that's all based on "merit", which I think is crap.
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