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You mean like what Anthropic announced yesterday ? Code Review can review your code for $15 - $25 per review.

/s

So now, you can speed up using Claude Code and use Code Review to keep it in check.


I wonder how this will work in practice. Say I'm a senior engineer and I produce myself thousands of lines of code per day with the help of LLMs as mandated by the company. I still need to presumably read and test the code that I push to production. When will I have time to read and evaluate similar amounts of code produced by a junior or a mid level engineer ?

Sign-off requirements like this quickly become performative when LLMs generate code faster than anyone can review it in detail. Relying on human oversight at scale is unrealistic unless the volume of changes drops or the review process itself becomes more automated.

This is an important bottleneck. You can have LLM-based reviewers help you. But unless you yourself understood your thousands of lines, it's "somebody else's" code and that somebody else cannot be fired or taken to court.

The presumably human mid-level or junior engineer has their own issues with this, but the point of the LLM is that you don't need that engineer. For productivity purposes, the dev org only needs the seniors to wrangle all the LLMs they can. That doesn't sustain, so a couple of more-junior engineers can do similar work to mature.


>> I wonder how this will work in practice. Say I'm a senior engineer and I produce myself thousands of lines of code per day with the help of LLMs as mandated by the company.

LOL, it's the age old "responsibility without authority". The pressure to use AI will increase and basically you'll be fired for not using it. Simultaneously with the pressure to take the blame when AI fucks up and you can't keep up with the bullshit, leading you to get fired. One way or the other, get some training on how to stack shelves at the supermarket because that's how our future looks, one way or the other.


The solution is for the users to be able to mute/hide accounts. It won't matter if an account has 10k points, once you mute it, you won't see what it posts.

Agree, HN can't be immune to what happens in the programming world. Would be great though if we can have a way to mute or hide accounts. This way each HN user will be able to clean his own feed of articles.

That works for me so long as it’s not the main solution, as I personally don’t want to curate, I’d rather just partake in a sanely moderated forum and that’s my understanding of what HN has been it’s just facing a new challenge with ai spam

> What are those neurons experiencing?

A reasonable explanation is that a few neurons probably don't have conscience so they can't really experience anything.


It's an interesting question as to what that level is likely to be though. The chip in question apparently has around 800,000 neurons (https://www.forbes.com/sites/johnkoetsier/2025/06/04/hardwar...) so not a trivial quantity which makes it significantly more complex than most insects' forebrains but still less complex than any mammal.

I think once they're able to put 15 million such neurons on a single device that puts them in the range of more relatable animals like mice and Syrian hamsters, and I also expect that relatability is also what will drive most opinions about consciousness.


>a few neurons probably don't have conscience

Given our piss poor understanding of consciousness, I have to ask: on what grounds do you make this claim?


Their code is written by their amazing models (this is what they claim anyway).

Didn't FreeBSD recently dropped their 32 bits x86 version ? At some point every open source OS will remove the parts for which no one is willing to put the work on maintaining it.

NetBSD still supports 32 bit, and VAX 780 from 1979. Best OS ever, highest quality and probability.

OpenBSD it's much easier to setup than NetBSD, on user friendlyness obsd beats nbsd, but as you said nbsd it's better on portability, I can literally run NetBSD 10.1 under simh/vax running under... 9front. No X, because the emulated ethernet in the port of simh here just simulates nat with no option to bind it outside, although I didn't test it further. But for sure it runs at decent speeds, almost like an emulated Pentium 90, enough to run Slashem under vt(1) (vt100/220 emulator for 9front).

As long as you don't need to touch the drive layout. I think the NetBSD installer is quite a bit better otherwise.

I doubt you will want to code professionally in Forth unless you work on embedded, so the dialect you learn doesn't matter too much. But it is interesting to implement a small interpreter and play with it.


How do you know GPT-5 does not call a Python interpreter remotely on OpenAI servers when you ask it to do arithmetic ? Your prompt goes to their servers, you have no way to know what happens there.

The only way to be sure a model calls no tool is to run it locally and control the network.


It’s documented that pro version in api can’t run interpreter. Do you not believe the documentation?


They don’t give the customer access to it, for probably an obvious reason.


Are you working through the 1st or 2nd edition of the book ? I think these are the ones that used ACK.


I remember after I read the 1st edition, bought MINIX ($150 !!), and then was very annoyed to find that the compiler source was not included. Luckily it was '89 or '90 and GCC sources were available.


I’m working through the third edition which I believe is also ACK based as far as I can tell. MINIX version 3.1.0?


The book version is a subset of Minix version 3.1.0 (see https://github.com/rochus-keller/Minix3/tree/3.1.0).

The sursprise comes when you try to compile the minimal book version and find out that it is not as lean as presented in the book but actually depends on hundereds of assembler files (see https://github.com/rochus-keller/Minix3/tree/Minix3_Book_TCC).


I’m a tad confused so maybe I’m not understanding the horror show.

Tanenbaum explicitly mentions multiple times that the book is a subset of the code because it would be too long to print with the library. So he covers mostly the main areas.

But the source code, in its entirety, is mounted under /usr/src. And it has all the assembly files in ACK files, mostly in lib I believe. You can compile it with a make command and it works as expected.

The author makes it seem like there’s some terrible thing. Am I missing some gory directory? Yes the ACK syntax would need to be ported over to something more modern like NASM or FASM if someone wants to move the whole kitchen sink, new linker scripts made as a result of exported symbols etc. It is painful but alas, so is the archaic K&R C.

I don’t know if that’s necessary though? It sounds like a waste of time to begin with.

I mean this book is ancient, and nobody really uses 32-bit protected mode. I’m mostly doing it out of curiosity even though I already stood up a small 64-bit long mode thinger.

Let me know what I’m missing!


The author writes in the book explicitly "This is a modified version of config.h for compiling a small Minix system with only the options described in the text". This leaves no doubt that the book indeed describes a working microkernel of less than 15kSLOC which can be built and run (even if the "small Minix" lacks a few features). I blieved the author (like generations of other scholars) until I tried to actually build and run it myself.


Converting between ACK and GCC assembler is a solved problem. Minix-vmd can be compiled with both ACK and GCC.

Unfortunately, when MINIX3 as started, it was copied directly from MINIX2 and a lot of interesting stuff was left out.


> Converting between ACK and GCC assembler is a solved problem.

I assume you mean because the assembler was manually migrated in later Minix versions, not because there is a tool which can do so automatically. Or did I miss this?

> and a lot of interesting stuff was left out

Can you please make examples what you mean specifically?


Yes, there is a tool called asmconv, that converts.

One example is the new compiler driver that can use ACK and GCC from a single compiler driver and that can automatically convert assembler and figure out which archiver to use to create libraries.

Another example is library support for filenames longer than 14 characters that was completely transparent. MINIX3 just broken all backward compatibility by increasing the size of directory entries to a new fixed size.

I'm sure there is more stuff, these are just a few I remember.


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