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US banks' exposure to private credit hits $300B (2025)

https://alternativecreditinvestor.com/2025/10/22/us-banks-exposure-to-private-credit-hits-300bn/
65•JumpCrisscross•2h ago•25 comments

Show HN: We analyzed 1,573 Claude Code sessions to see how AI agents work

https://github.com/obsessiondb/rudel
44•keks0r•1h ago•24 comments

Dolphin Progress Release 2603

https://dolphin-emu.org/blog/2026/03/12/dolphin-progress-report-release-2603/
159•BitPirate•5h ago•18 comments

Show HN: Axe A 12MB binary that replaces your AI framework

https://github.com/jrswab/axe
20•jrswab•56m ago•8 comments

Big Data on the Cheapest MacBook

https://duckdb.org/2026/03/11/big-data-on-the-cheapest-macbook
184•bcye•3h ago•146 comments

Hive (YC S14) is hiring scrappy product managers and product/data engineers

https://jobs.ashbyhq.com/hive.co
1•patman_h•12m ago

Malus – Clean Room as a Service

https://malus.sh
17•microflash•1h ago•6 comments

Suburban school district uses license plate readers to verify student residency

https://www.nbcchicago.com/consumer/suburban-school-district-uses-license-plate-readers-to-verify...
3•josephcsible•4m ago•1 comments

Avoiding Trigonometry (2013)

https://iquilezles.org/articles/noacos/
122•WithinReason•5h ago•24 comments

3D-Knitting: The Ultimate Guide

https://www.oliver-charles.com/pages/3d-knitting
151•ChadNauseam•6h ago•56 comments

The purpose of Continuous Integration is to fail

https://blog.nix-ci.com/post/2026-02-05_the-purpose-of-ci-is-to-fail
13•Norfair•2d ago•6 comments

Show HN: s@: decentralized social networking over static sites

http://satproto.org/
358•remywang•14h ago•160 comments

SBCL: A Sanely-Bootstrappable Common Lisp (2008) [pdf]

https://research.gold.ac.uk/id/eprint/2336/1/sbcl.pdf
87•pabs3•7h ago•47 comments

Show HN: Calyx – Ghostty-Based macOS Terminal with Liquid Glass UI

https://github.com/yuuichieguchi/Calyx
8•yuu1ch13•1h ago•19 comments

Printf-Tac-Toe

https://github.com/carlini/printf-tac-toe
71•carlos-menezes•4d ago•6 comments

Returning to Rails in 2026

https://www.markround.com/blog/2026/03/05/returning-to-rails-in-2026/
245•stanislavb•8h ago•159 comments

High fidelity font synthesis for CJK languages

https://github.com/kaonashi-tyc/zi2zi-JiT
19•kaonashi-tyc-01•3d ago•2 comments

ArcaOS 5.1.2 (based on OS/2 Warp 4.52) now available

https://www.arcanoae.com/arcaos-5-1-2-now-available/
19•speckx•1h ago•7 comments

Emacs internals: Tagged pointers vs. C++ std:variant and LLVM (Part 3)

https://thecloudlet.github.io/blog/project/emacs-03/
9•thecloudlet•2h ago•2 comments

Datahäxan

https://0dd.company/galleries/witches/7.html
102•akkartik•2d ago•8 comments

I was interviewed by an AI bot for a job

https://www.theverge.com/featured-video/892850/i-was-interviewed-by-an-ai-bot-for-a-job
375•speckx•20h ago•379 comments

Tested: How Many Times Can a DVD±RW Be Rewritten? Methodology and Results

https://goughlui.com/2026/03/07/tested-how-many-times-can-a-dvd%C2%B1rw-be-rewritten-part-2-metho...
197•giuliomagnifico•4d ago•65 comments

1B identity records exposed in ID verification data leak

https://www.aol.com/articles/1-billion-identity-records-exposed-152505381.html
142•robtherobber•4h ago•33 comments

Don't post generated/AI-edited comments. HN is for conversation between humans

https://news.ycombinator.com/newsguidelines.html#generated
3875•usefulposter•19h ago•1447 comments

USDA is closing buildings, relocating staff, and downsizing-a lot

https://www.foodpolitics.com/2026/03/usda-is-closing-buildings-relocating-staff-and-downsizing-a-...
18•speckx•1h ago•6 comments

Reliable Software in the LLM Era

https://quint-lang.org/posts/llm_era
40•mempirate•6h ago•19 comments

WebPKI and You

https://blog.brycekerley.net/2026/03/08/webpki-and-you.html
75•aragilar•3d ago•9 comments

NASA's DART spacecraft changed an asteroid's orbit around the sun

https://www.sciencenews.org/article/spacecraft-changed-asteroid-orbit-nasa
60•pseudolus•3d ago•33 comments

Show HN: I built a tool that watches webpages and exposes changes as RSS

https://sitespy.app
289•vkuprin•22h ago•75 comments

Faster asin() was hiding in plain sight

https://16bpp.net/blog/post/faster-asin-was-hiding-in-plain-sight/
230•def-pri-pub•1d ago•122 comments
Open in hackernews

Big Data on the Cheapest MacBook

https://duckdb.org/2026/03/11/big-data-on-the-cheapest-macbook
178•bcye•3h ago

Comments

TutleCpt•2h ago
Oh great, the term "big data" is back.
michalc•2h ago
So my definition of big data was data so big it cannot be processed on a single machine in a reasonable amount of time.

I guess they’re using a different definition?

bcye•2h ago
I think they are simply referring to analytical workloads.
rattray•2h ago
> For our first experiment, we used ClickBench, an analytical database benchmark. ClickBench has 43 queries that focus on aggregation and filtering operations. The operations run on a single wide table with 100M rows, which uses about 14 GB when serialized to Parquet and 75 GB when stored in CSV format.

very much so…

jawns•2h ago
I think it's partly tongue in cheek, because when "big data" was over hyped, everyone claimed they were working with big data, or tried to sell expensive solutions for working with big data, and some reasonable minds spoke up and pointed out that a standard laptop could process more "big data" than people thought.
rrr_oh_man•2h ago
In my former life as a soulless consultant mid-level IT managers really liked to hear the 3 "V"s mentioned: Velocity, Volume, Variety
speedgoose•2h ago
The V of Value is very important in some circles.
speedgoose•2h ago
Computers got bigger and software got smarter.

You have phones that are faster than cloud VMs of the past. You can use bare metal servers with up to 344 cores and 16TB of ram.

I used to share your definition too, but I now say that if it doesn’t open in Microsoft Excel, it’s big data.

Zambyte•2h ago
Processing data that cannot be processed on a single machine is fundamentally a different problem than processing data that can be processed on a single machine. It's useful to have a term for that.

As you say, single machines can scale up incredibly far. That just means 16 TB datasets no longer demand big data solutions.

speedgoose•1h ago
I get your point, but I don’t know if big data is the right term anymore.

Many people like to think they have big data, and you kinda have to agree with them if you want their money. At least in consulting.

Also you could go well beyond a 16TB dataset on a single machine. You assume that the whole uncompressed dataset has to fit in memory, but many workloads don’t need that.

How many people in the world have such big datasets to analyse within reasonable time?

Some people say extreme data.

brudgers•1h ago
“Your data isn’t big” is a good working definition of big data.

Google has big data. You are not google.

hermanzegerman•2h ago
That's an awesome idea to get a bricked MacBook Neo really fast because those idiots soldered the SSD inside
windowsrookie•2h ago
Apple has been soldering the SSD into MacBooks for over 10 years now, and most 10 year old MacBooks still have a working SSD.
hermanzegerman•1h ago
Not if you're powerusing it like in the Article and relying heavily on Swap.

Also there are countless reports of bricked M1 8GB MacBook Airs that are bricked because the SSD used up it's write cycles

https://youtu.be/0qbrLiGY4Cg?si=mjKn2oLjqAb36hPU

havaloc•12m ago
That's not what the video insinuates.
lachlan_gray•1h ago
Not sure about the ssd in particular but the neo is apparently pretty modular

https://www.youtube.com/watch?v=5k7Lv7f-5CQ

sam345•1h ago
Fantastic tear down. Thank you. Amazing for Apple. I hope this is the trend going forward but probably not. But still a gazillion screws? I just replaced the keyboard for my old hp elitebook with two screws.
hermanzegerman•28m ago
I don't care about a gazillion screws, if it's serviceable in the End.

If Apple would build their laptops serviceable like ThinkPads I would buy one today.

BoredPositron•2h ago
Queue the endless blog posts about running tech on the potato macbook and being stunned it’s functional with massive trade-offs. Groundbreaking stuff.
Schiendelman•2h ago
That usage is "Cue", not "queue".
LeifCarrotson•2h ago
Cue the queue of blogs! Trigger the formation of a line of posts to be published sequentially.
butILoveLife•22m ago
Apple's "reputation management"/Astroturfing companies are here.
opentokix•2h ago
Mind blown, if you need to handle "big" data on the move - the macbook neo is not the right choice. - Who would have guessed that outcome?
g947o•2h ago
It occurs to me that there is near zero overlap between people who use a Macbook Neo and people who run DuckDB locally.

It would be a surprise if more than 0.1% of Macbook Neo users have even heard of DuckDB.

Which means that this article is probably just riding the hype.

hrmtst93837•1h ago
Trying DuckDB on lower-end Macbooks does show you dont need much muscle for moderate-size analytics. Long term it isnt cost-effective compared to budget laptops but its super simple for self-contained pipelines. The thing is 8GB RAM leaves you stuck once your data actually grows past the marketing demo.
montroser•2h ago
This is as much an indictment of AWS compute as it is anything else.
api•1h ago
Yeah, this is really about how ludicrously overpriced big cloud is. I’ve got a first gen M1 Max and it destroys all but the largest cloud instances (that cost its entire current market value per month!), at least in compute. It’s a laptop! A decent bare metal server in a rack will destroy any laptop.

It’s staggering. Jaw dropping. Bandwidth is even worse, like 10000X markup.

Yet cloud is how we do things. There’s a generation or maybe two now of developers who know nothing but cloud SaaS.

I watched everyone fall for it in real time.

arh5451•1h ago
I agree and disagree, the benefit with cloud is you "don't need to manage it", it scales automatically, redundancy, and automatic backups etc. I do think you are right; in the future there will be more infrastructure as code as cost pressures become more obvious.
api•1h ago
Those benefits are at least partly lies though.

The tooling — K8S with all its YAML, Terraform, Docker, cloud CLI tools, etc. — is pretty hideously ugly and complicated. I watch people struggle to beat it into shape just like they did with sysadmin automation tools like Puppet and Chef a decade or more ago. We have not removed complexity, only moved it.

The auto scaling thing is a half truth. It can do this if you deploy correctly but the zero downtime promise is only true maybe half the time. It also does this at greatly inflated cost.

Today you can scale with bare metal. Nobody except huge companies physically racks anymore. Companies like Hetzner and DataPacket have APIs to bring boxes up. There’s a delay, but you solve that by a bit of over provisioning. Very very few companies have work loads that are so bursty and irregular that they need full limitless up and down scaling. That’s one of those niche problems everyone thinks they have.

The uptime promise is false in my experience. Cloud goes down for cluster upgrades and any myriad other reasons just as often as self managed stuff. I’ve seen serious unplanned outages with cloud too. I don’t have hard numbers but I would definitely wager that if cloud is better for uptime at all it’s not enough of an improvement to justify that gigantic markup.

For what cloud charges I should, as the deploying user, receive five nines without having to think about it ever. It does not deliver that, and it makes me think about it a lot with all the complexity.

The only technical promise it makes good on, and it does do this well, is not losing data. They’ve clearly put more thought into that than any other aspect of the internal architecture. But there’s other ways to not lose data that don’t require you to pay a 10X markup on compute and a 10000X markup on transfer.

I think the real selling point of cloud is blame.

When cloud goes down, it’s not your fault. You can blame the cloud provider.

IT people like it, and it’s usually not their money anyway. Companies like it. They’re paying through the nose for the ability to tell the customer that the outage is Amazon’s fault.

Cloud took over during the ZIRP era anyway when money was infinite. If you have growth raise more. COGS doesn’t matter.

Maybe cloud is ZIRPslop.

cestith•1h ago
Not all IaC is Kubernetes.
icedchai•32m ago
With cloud, what you're really paying for is flexibility and scalability. You might not need either for your applications. At some startups, we needed it. We sized clusters wrong, needed to scale up in hours. This is something we wouldn't ever be able to do with our own hardware without tons of lead time.

If your application won't ever require more resources than a single server or two, then you are better off looking at other alternatives.

vasco•1h ago
But AWS beat the laptop? And there's no cost to performance analysis? Yes AWS is overpriced but how do you make that conclusion from this specific article? Because network disks were slower than SSDs? AWS also has SSD instances with local storage.
raincole•1h ago
The article is literally saying the opposite. Quote:

> Here's the thing: if you are running Big Data workloads on your laptop every day, you probably shouldn't get the MacBook Neo.

> All that said, if you run DuckDB in the cloud and primarily use your laptop as a client, this is a great device

ipython•1h ago
Kinda comparing apples to oranges. AWS was using EBS and not local instance storage. So you’re easily looking at another order of magnitude latency when transmitting data over the network versus a local pcie bus. That’s gonna be a huge factor in what I assume is a heavy random seek load.
ody4242•1h ago
I would have benchmarked with an instance that has local nvme, like c8gd.4xlarge.
namibj•1h ago
Do they make any promises about persistence of local NVMe after something like a full-region power outage yet? Because if you can't do durable commit on a single-region cluster that will be just temporarily unavailable without loosing committed data if something like that happened, it's not quite there unless you still stream a WAL to storage that they do promise you will survive a full blackout of all zones that store (part of) the data.
LunaSea•1h ago
You already lose your data after instance restart so I think that full region outage is already out of question.
ody4242•4m ago
Idk how an AWS region would respond to a power outage, but i have tested this in AWS Outpost, and there, if you power down a rack, then power it back again, the baremetal instances will not be recreated. (I was surprised as I was expecting the EC2 health check to terminate them, but it does not work like that.) My understanding is that if you stop/start an instance, your local storage is gone (as the instance might even end up in a different host), but if you just reboot the instance, it should keep the local storage.
devnotes77•39m ago
Worth noting the c8gd local NVMe is ephemeral so you'd need to pre-stage the data each run, but for a benchmark like this that's actually ideal since you avoid EBS cold-read artifacts entirely.
zipping1549•1h ago
> TL;DR: How does the latest entry-level MacBook perform on database workloads? We benchmarked it to find out.

That's not tldr, that's just subheader.

coreyhn•57m ago
Thank you! I was going to say the same thing. It doesn’t give mr an overview at all
szarnyasg•15m ago
You're right! I pushed an updated TL;DR block.
tosh•1h ago
For the TPC-DS results it would also have been nice to show how the macbook neo compares to the AWS instances.

Or am I missing something?

Robdel12•1h ago
I’ve been tempted to buy one and do “real dev work” on it just to show people it’s not this handicapped little machine.

I built multiple iOS apps and went through two start up acquisitions with my M1 MBA as my primary computer, as a developer. And the neo is better than the M1 MBA. I edited my 30-45 min long 4k race videos in FCP on that air just fine.

raegis•1h ago
Can you say a little more about what you mean by "better"? How much faster is editing?
swiftcoder•1h ago
Better in terms of raw specs. The original M1 Air also came with 8GB of RAM, and the A18 Pro in the Neo is faster than the version of the M1 that shipped in the base model Air
ramgine•1h ago
I just retired my m1 air to being a server this month. They’re very capable laptops. If the neo is even comparable in spec it’s excellent for the price
mettamage•1h ago
I just bought a second hand M1 64GB as my main work laptop, haha. They definitely are capable laptops
Robdel12•1h ago
Yeah! My M1 air is now my iOS build server since GH actions bill macOS mins at 10x the price.
bryanrasmussen•1h ago
why does GH actions bill macOS minis 10X?
jzebedee•1h ago
Mins here being short for minutes, not minis.
mikepurvis•37m ago
And, presumably for a combination of the Mac build (and hardware) being of niche interest and sitting outside the standard Linux workflows so it's annoying to administer. And serving a money-making audience (iOS app devs) who have a revenue stream and see the extra CI cost as worth it.
UqWBcuFx6NV4r•15m ago
What is a macOS mini…
wincy•28m ago
My m1 air with 1TB ssd and 16GB of ram is a little champion, I use it during travel to play indie games like Hades II or Slay the Spire, and it works really well, better than my Steam Deck which broke. The only issue it really has is when I try to plug it into my docking station it struggles mightily with 2 2K screens and a 4K screen, so I just use my desktop in that case.

I am jealous of my wife’s 13” M5 iPad Pro though, that oled screen is gorgeous, a wonder of modern engineering.

eru•26m ago
> [...] and it works really well, better than my Steam Deck which broke.

Well, the MacBook Air was also a lot more expensive than the Steam Deck?

rob•1h ago
It's starting to show its age, but I've been using a 2019 MacBook Pro with the Intel chip and 16GB of memory. Still handles multiple terminal sessions with Claude Code and Codex simultaneously, building in Xcode, running Docker in the background, etc.

(Maybe the fans sometimes sound like they're a jet engine taking off…)

Finally just put an order in for a new 16" MBP M5 Max with 48GB memory only because it looks like they're going to stop supporting the Intel stuff this year and no more software updates. It'll probably be obsolete in six months with the rate things are going, but I've been averaging seven years between upgrades so it should be good!

Robdel12•1h ago
Oh my. All I have to say is cherish the first week of your M* experience. :D When I got rid of my intel MBP (it was an i7) for my MBA it was astonishing how fast and smooth it was.

So, the m5 with 48gb of ram will be amazing.

eru•29m ago
Well, Claude Cod and Codex should be doing most of their heavy lifting in the cloud?
amonith•17m ago
Sort of, they have no "hands", LLMs can only respond that they want to execute a tool/command. So they do that a lot to: read files, search for things, compile projects, run tests, run other arbitrary commands, fetch stuff from the internet etc.

Obviously the LLM inference is super heavy, but the actual work / task at hand is being executed on the device.

exe34•16m ago
yeah I run Claude code on a 2013 Mac book air that refuses to die, I don't think it's very compute heavy.
coldtea•6m ago
The AI part yes. But they also use quite inefficient rendering on the cli.
tjoff•1h ago
It will do real work fine. But slack and a browser will bring it to its knees.
boutell•1h ago
Only if you insist on running the standalone slack app for some reason. Why run one instance of Chrome when you can pay for two?
mikepurvis•40m ago
I've been finding it hard to wean myself off the standalone app but another major reason to do so is opening threads in separate tabs. I find as soon as I'm involved in two or more conversations on there it's super easy to start losing track of things.
Aurornis•1h ago
I have an older 8GB MacBook Air. This is false. I routinely have Slack, Chrome, iTerm, Visual Studio Code, and more open on it. It’s fine.

Those apps don’t need every single byte of memory you see in Activity Monitor to be active in RAM all of the time. The OS swaps out unused parts to the very fast SSD. If you push it so far that active pages are constantly being swapped out as apps compete then you start to notice, but the threshold for that is a lot higher than HN comments seem to think.

skybrian•56m ago
Maybe if you have 100 browser tabs or something silly like that?
alpaca128•37m ago
A couple YouTube tabs are enough if you leave them running for long enough. Just one YT browser process will easily take up 1-4GB sooner or later.
NetMageSCW•4m ago
Or it won’t because Chrome and MacOS will know how much RAM is available and manage it effectively.
yohannparis•36m ago
While I agree with your statement, I don't think judging one's way of working and using their computer was necessary.
eru•28m ago
I could have two browser windows open in the late 1990s. I have about a thousand times as much RAM now. So even with 10x more bloat in the pages, I should be able to open 200 tabs just fine.
UqWBcuFx6NV4r•17m ago
I’m sick to death of this. It’s so devoid from reality in 2026 that I see it as a lowest common denominator populist political catchphrase more than any legitimate contributor to any conversation. My min spec MacBook Pro from 6 years ago doesn’t flinch at this, and it barely flinches at a whole lot more.

Can we please just move on? Maybe get your hardware checked if you’re legitimately still having these issues.

NetMageSCW•5m ago
You don’t have an 8GB Apple Silicon MacBook, so you? So why did you post?
MikeNotThePope•1h ago
It’s fine to if you don’t have any memory hogging apps. But as soon as you fire up a couple demanding Docker containers you’ll feel the pain. 8GB isn’t so much RAM for some applications.
ajross•59m ago
> I’ve been tempted to buy one and do “real dev work” on it just to show people it’s not this handicapped little machine.

But... you can do the same exercise with a $350 windows thing. Everyone knows you can do "real dev work" on it, because "real dev work" isn't a performance case anymore, hasn't been for like a decade now, and anyone who says otherwise is just a snob wanting an excuse to expense a $4k designer fashion accessory.

IMHO the important questions to answer are business side: will this displace sales of $350 windows machines or not, and (critically) will it displace sales of $1.3k Airs?

HN always wants to talk about the technical stuff, but the technical stuff here isn't really interesting. The MacBook Neo is indeed the best laptop you can get for $6-700.

But that's a weird price point in the market right now, as it underperforms the $1k "business laptops" (to avoid cannibalizing Air sales) and sits well above the "value laptop" price range.

prmph•40m ago
No, you can't do real work on a $350 windows machine. No way such a setup is suitable for anything beyond browsing a tab or two and connecting to servers using SSH.

And, the whole shittiness of the experience will even distract you attempting real work: the horrible touchpad, the bad screen, the forced windows updates when you trying to start the machine to do something urgent, ads in Windows, the lack of proper programmability of Windows (unless you use WSL).... Add the fact that the toy is likely to break in a year or two. These issue exist on far more expensive Windows machines, how much more a $350 machine.

Leaving Windows machines and OS behind for more than a decade has been a continuing breath of fresh air. I have several issues with the Apple devices and macOS (as I have with Linux too), but on the whole they are far better than Windows. The only good thing about Windows that I miss on Macs is the file explorer and window management, not sure why Apple stubbornly refuses to copy those.

cosmic_cheese•27m ago
A lot of $350-ish Windows machines also don’t have SSDs but instead eMMC storage, which is dog slow and will make modern SSD-mandatory Windows feel even more awful to use.

If Windows/Linux/x86 is non-negotiable and that’s your budget, I would never in a million years recommend anything brand new. This is when you go pick up a $350 used midrange ThinkPad on eBay. It won’t outperform a Neo in terms of CPU and battery life but I guarantee it’ll be a better experience than the garbage routinely sold at this price point.

ajross•14m ago
> No, you can't do real work on a $350 windows machine.

Sigh. I mean, even absent the obvious answers[1], that's just wrong anyway. You're being a snob. Want to run WSL? Run WSL. Want to run vscode natively? Ditto. Put it on a cheap TV and run your graphical layout and 3D modelling work. I mean, obviously it does all that stuff. OBVIOUSLY, because that stuff is all cheap and easy.

All the complaining you're doing is about preference, not capability. You're being a snob. Which is hardly weird, we're all snobs about something.

But snobs aren't going to buy the Neo either. Again, the business question here is whether the $350 junk users can be convinced to be snobs for $600.

[1] "Put Linux on it", "All of your stuff is in the cloud anyway", "It's still a thousand times faster than the machine on which I did my best work", etc...

clouedoc•47m ago
I know it's not really related, but how did you manage to build two startups worth getting acquired in such a short period of time?
anthonySs•39m ago
most dev workflows from pre 2021 can probably run just fine on a NEO - i think once you get into conductor / 8 terminals with claude code territory that’s where things start to slow down

i just got an m5 max with 128gb of ram specifically to run local llms

eru•25m ago
Does Claude Code take up that many local resources? I thought the heavy lifting was in the cloud?
asow92•14m ago
I'm still doing iOS dev on my 2020 M1 MPB, and it's fine! I expect that if I change out its battery and apply new thermal paste it would run for another 6 years.
embedding-shape•12m ago
> I built multiple iOS apps and went through two start up acquisitions with my M1 MBA as my primary computer, as a developer. And the neo is better than the M1 MBA. I edited my 30-45 min long 4k race videos in FCP on that air just fine.

Before I was a professional software developer, I used a scrawny second-hand laptop with a Norwegian keyboard (I'm not Norwegian) because that was what I could afford: https://i.imgur.com/1NRIZrg.jpeg

This was the computer I was developing PHP backends on + jQuery frontends, and where I published a bunch of projects that eventually led to me getting my first software development job, in a startup, and discovering HN pretty much my first day on the job :)

The actual hardware you use seems to me like it matters the least, when it comes to actually being able to do things.

ramgale•1h ago
Seems completely unnecessary, there is probably 0 overlap between people who buy a cheap MacBook and people running DuckDB locally
ExxKA•1h ago
I love small form factors, and I am what youd call a professionel :P
leoedin•1h ago
I think the form factor is basically the same (maybe slightly thicker) as a Macbook Air. It's basically an Air with lower performance in most dimensions.
swiftcoder•1h ago
I've used MacBook Airs as primary dev machines multiple times in my career (before Apple silicon, when Airs had truly shit performance).

There is always a trade-off of cost/convenience/power, and some folks are going to end up the the Neo end of the spectrum.

TacticalCoder•1h ago
I'm interested by one (not for big data) but only 8 GB or RAM is kinda really sad.

My good old LG Gram (from 2017? 2015? don't even remember) already had 24 GB of RAM. That was 10 years ago.

A decade later I cannot see myself being a laptop with 1/3rd the mem.

maratc•1h ago
Did your LG Gram cost $450 (to make for $600 in today's money) in 2015-17?

If it didn't, Apple has other laptops today with more RAM.

refactor_master•1h ago
I think it’s relevant to first read [1] to see why they’re doing this. It’s basically done as a meme.

[1] https://motherduck.com/blog/big-data-is-dead/

mazzma•1h ago
> An alternate definition of Big Data is “when the cost of keeping data around is less than the cost of figuring out what to throw away.”

That couldn't be more accurate

clamlady•1h ago
as a broke ecologist, this little computer can do everything I need in R and word and is a phenomenal build for the price. I'm really enjoying it thus far.
pbronez•52m ago
How did you get one already? I thought they were just up for pre-order
cluckindan•50m ago
Shipping started yesterday, meaning preorders would already have arrived then
clamlady•6m ago
yea, preordered.
varispeed•1h ago
If you can fit it on a thumb drive, it's not Big Data.
butILoveLife•24m ago
This is why when I see a youtube video and the person is using MacOS, I skip it.

;)

nicoritschel•1h ago
> compared to 3–5 GB/s

Their numbers are a bit outdated. M5 Macbook pro SSDs are literally 5x this speed. It's wild.

jsheard•1h ago
I'm seeing ~6GB/sec: https://www.tomshardware.com/laptops/macbooks/m5-macbook-pro...

That's decently fast but not especially remarkable, most Gen4 NVMe drives can hit 6-7GB/sec.

lowkj•1h ago
To be clear, that article is about the base m5, not the m5 pro or m5 max.

https://www.apple.com/newsroom/2026/03/apple-introduces-macb...

"The new MacBook Pro delivers up to 2x faster read/write performance compared to the previous generation reaching speeds of up to 14.5GB/s..."

jsheard•1h ago
OP did just say M5 (implying the base model)

Those speeds on the Pro/Max are impressive though, more in line with Gen5 NVMe drives. Those have been available in desktops for some time but AFAIK the controllers are still much too power hungry for laptops, so I think Apple's custom controller is actually the first to practically hit those speeds on mobile.

hu3•1h ago
Interesting. Do you have a link?
onlyrealcuzzo•1h ago
This is awesome.

I wish more companies would do showcases like this of what kind of load you can expect from commodity-ish hardware.

butILoveLife•27m ago
I need to short Apple. A $500 laptop means its no longer a status symbol.
f6v•17m ago
I never met someone using Apple laptops professionally who thought it was a status symbol. I only keep hearing this from non-Apple users.
butILoveLife•6m ago
Its because its frowned upon to say it out loud.

Think of the people who buy fancy cars and pretend they bought it for other reasons than status.

antonyh•4m ago
The only status it brings is "smart enough to not use Windows 11" or "cares enough to get the work done rather than fighting with Linux on laptops".

(I use Linux on desktop as a first choice, but it's always been an uphill struggle with laptop wifi/power manglement/audio for me. I blame the esoteric chipsets used in the machines I've bought in the UK)

neom•6m ago
https://news.ycombinator.com/newsguidelines.html "Be kind. Don't be snarky. Converse curiously; don't cross-examine. Edit out swipes."
tasuki•1h ago
That's not Big Data. If you "need to process Big Data on the move" - what you need is a network.
red-iron-pine•1h ago
aye.

the laptop is gonna have some local code, maybe a lot, but if I'm doing legitimate "big data" that data is living i the cloud somewhere, and the laptop is just my interface.

butILoveLife•24m ago
Its either Apple user mentality, or Apple astroturfing.

Look at how they tricked people into thinking their CPU could run LLMs and how they sold integrated GPUs as something special with Unified Memory.

__mharrison__•1h ago
When I teach, I use "big data" for data that won't fit in a single machine. "Small data" fits on a single machine in memory and medium data on disk.

Having said that duckDB is awesome. I recently ported a 20 year old Python app to modern Python. I made the backend swappable, polars or duckdb. Got a 40-80x speed improvement. Took 2 days.

ladberg•45m ago
I'm curious - what were you doing that polars was leaving a 40-80x speedup on the table? I've been happy with it's speed when held correctly, but it's certainly easy to hold it incorrectly and kill your perf if you're not careful
devnotes77•36m ago
Polars is fastest when you avoid eager eval mid-pipeline. If you see a 40x gap it's often from calling .collect() inside a loop or applying Python UDFs row-wise.
aaronharnly•53m ago
That c8g.metal-48xl instance costs $7.63008 on demand[1], so for the price of the laptop, you could run queries on it for about ~90 hours.

:shrug: as to whether that makes the laptop or the giant instance the better place to do one's work…

[1] https://aws.amazon.com/ec2/pricing/on-demand/

alex_creates•46m ago
Funny just yesterday I almost bought one but got cold feet and opted for a low range MacBook with M5 chip. The Apple sales rep was not convinced it would be enough when i described using it for vibecoding and deploying so kind of talked me out of getting the Neo. I normally use a mix of LLMs, then connect to Github and do a one-click deploy on CreateOS. Do you think I over-reacted? The price of the Neo is SO attractive, a clean half price compared to what I got.
alpaca128•22m ago
Imho 8GB RAM for productivity can quickly be restrictive. I used an M1 with 8GB and my current Macbook is M2 with 16GB, and to me the difference feels bigger than 2x. It seems not everyone here feels that way, but I'd say there's a reason Apple bumped the base models to 16 and makes that exclusive to non-Neo models.
kingnothing•8m ago
Why do you need an M5 to run Cursor and a browser? Your laptop isn't doing anything in your described workflow.
1a527dd5•45m ago
I adore DuckDB.

Did a PoC on a AWS Lambda for data that was GZ'ed in a s3 bucket.

It was able to replace about 400 C# LoC with about 10 lines.

Amazing little bit of kit.

evanjrowley•40m ago
>Can I expect good performance from the MacBook Neo with Slack, Microsoft Office, and Google Chrome signed into Atlassian and a CRM, all running simultaneously?

No.

>Do I reject a world where all of the above is necessary to realize value from an entry-level MacBook?

In theory, yes.

devnotes77•38m ago
The DuckDB team benchmarked with an r7i.16xlarge which uses EBS - that's the expected bottleneck. A fairer comparison would be an i4i or c8gd with local NVMe, where you'd likely see the laptop and cloud instance much closer in practice.
butILoveLife•28m ago
You could get a laptop with an Nvidia GPU, 16gb ram, 512 ssd... or a 'cheap' Macbook.

I totally understand if you need to compile for iphones. We need to make apps for the lower and middle class people that think a $40/mo cellphone is a status symbol. I get it.

But if you are not... why? I hate windows, but we have Fedora... and you get an Nvidia. Is it just a status symbol? And I have a hard time believing people who tell me stories about low power consumption, because no one had cared about that until Apple pretended people cared about it.

hermanzegerman•25m ago
Where do I get a Laptop with a Nvidia GPU for 600$ ?

I'm right now in the Market for a new Laptop, because I need way more GPU Power than my T470 provides, and to be honest the MacBookPros are quite competitively priced compared to the P-ThinkPads with Nvidia Cards. (Both around 3000€) They also finally offer a matte screen option

The only thing holding me back right now is the soldered SSD, RAM (and shitty Linux support).

It was quite nice being able to upgrade RAM, SSD and replace the Battery on it. Otherwise it wouldn't have lasted for 9 years

eru•24m ago
People care about how long you can run in between charging. Low power consumption helps with that, even if you don't care about it directly.
nicbou•23m ago
You get a long-lasting device that's usually pleasant to use. User experience is harder to measure than specs, but at least for me, Macbooks are consistently better laptops than everything else I've used.
cosmic_cheese•21m ago
> And I have a hard time believing people who tell me stories about low power consumption, because no one had cared about that until Apple pretended people cared about it.

That’s because battery life was pretty mediocre across the board, with Apple occasionally squeaking out a bit of an upper hand on the Air. Most laptops were in the same boat, aside from gaming and workstation laptops but battery life has never been the point of those.

That changed dramatically with the M-series Macs. People didn’t start caring because Apple did, but because it meant no longer being tethered to a wall, being able to do a lot of outings without a brick or charger cable at all, and on extended trips being able to get by with a little phone charger instead of a the usual huge ungainly brick.

One of the primary objectives of a laptop is portability, and long battery life is an objective upgrade in that category. Not everybody needs it but for those who do it’s difficult to give up once you’ve had it.

hermanzegerman•18m ago
To be honest I never had Issues with Battery Life on my ThinkPad. I've gotten out 10-12 hours with the 96Wh Battery and never felt the need for much more.

I think most people who are so wowed by Macs bought just a garbage Windows Machine (e.g. almost everything from Asus and Acer) before and then splurged the money for a nice one, so obviously it's so much better in comparison.

cosmic_cheese•14m ago
Is that under Windows or Linux? It’s not awful, but depending on usage a MacBook can do 16h+ with the same size battery, especially if put into low power mode, which is substantially better.

The smaller 13” Air also gets similar numbers despite its smaller battery, which is a big deal for people who don’t want to lug around a 15/16” laptop.

moduspol•8m ago
How heavy is that ThinkPad?
f6v•19m ago
Yeah, but then MacBook is going to run smoother and faster than the Windows one (and I don’t want to spend even one extra minute on dealing with drivers on Linux). There’re just objective benchmarks for that.

And MacBooks also have a better display and build quality. Like, touchpad is still hit or miss on any non-Apple device.

kingnothing•15m ago
Maybe it's an excellent experience these days, but every time I've tried Linux on desktop over the past 25 years I get burned. Maybe it works for a while, then your NIC driver gets borked and you spend 2 days trying to get it working again. Or some update goes sideways and you lose the GUI, launching only into a terminal. It's always something. And laptops have even less common hardware than desktops.

On the other hand, every Mac I've used over the past 15 years has been bulletproof. It turns on, it works, it runs *nix. It's an invisible interface to getting work done.

franktankbank•9m ago
FWIW I have had no issues on a thinkpad for past 10 years running standard linux distros. I think it may come down to a combo of os and particular mb/laptop which is pretty easy to find recommendations.
butILoveLife•7m ago
I'd be willing to gamble that you used Debian-family. Debian is outdated linux. It is literally designed to be 2 years outdated upon release.

Use Fedora. Its up to date.

Note that Fedora is NOT Arch.

UqWBcuFx6NV4r•11m ago
Have you just woken up from a coma or have you literally just refused to evolve your “haha iPhones suck!” talking points from 2009? Move on. Nobody is going to engage with this.

I’m not surprised that the people in your social circles don’t care about being able to use a portable computer outside of their bedrooms. I assure you that in the real world battery life is front of mind for a great many people.

I’d also suggest not leaning so heavily on “but you get Nvidia!” when the crux of your gripe seems to be about brand hype. You are chasing a brand. You clearly do not know the first thing about the GPU/AI capabilities of the computers that you seem to hate so much.

dwedge•6m ago
> And I have a hard time believing people who tell me stories about low power consumption, because no one had cared about that until Apple pretended people cared about it.

I haven't packed a charger for the day for 3 years. I can work in coffee shops or on the couch for over 6 hours without even thinking about charging. I'm sorry but if you haven't tried the M* macbooks you don't know what you're criticising.

fnord77•20m ago
this has a phone CPU/memory
pella•15m ago
other test:

2025-09-08 : "Big Data on the Move: DuckDB on the Framework Laptop 13"

"TL;DR: We put DuckDB through its paces on a 12-core ultrabook with 128 GB RAM, running TPC-H queries up to SF10,000."

https://duckdb.org/2025/09/08/duckdb-on-the-framework-laptop...