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Why AlphaTensor Failed at 3x3 Matrix Multiplication: The Anchor Barrier

https://zenodo.org/records/18514533
1•DarenWatson•53s ago•0 comments

Ask HN: How much of your token use is fixing the bugs Claude Code causes?

1•laurex•4m ago•0 comments

Show HN: Agents – Sync MCP Configs Across Claude, Cursor, Codex Automatically

https://github.com/amtiYo/agents
1•amtiyo•5m ago•0 comments

Hello

1•otrebladih•6m ago•0 comments

FSD helped save my father's life during a heart attack

https://twitter.com/JJackBrandt/status/2019852423980875794
2•blacktulip•9m ago•0 comments

Show HN: Writtte – Draft and publish articles without reformatting, anywhere

https://writtte.xyz
1•lasgawe•11m ago•0 comments

Portuguese icon (FROM A CAN) makes a simple meal (Canned Fish Files) [video]

https://www.youtube.com/watch?v=e9FUdOfp8ME
1•zeristor•12m ago•0 comments

Brookhaven Lab's RHIC Concludes 25-Year Run with Final Collisions

https://www.hpcwire.com/off-the-wire/brookhaven-labs-rhic-concludes-25-year-run-with-final-collis...
2•gnufx•15m ago•0 comments

Transcribe your aunts post cards with Gemini 3 Pro

https://leserli.ch/ocr/
1•nielstron•18m ago•0 comments

.72% Variance Lance

1•mav5431•19m ago•0 comments

ReKindle – web-based operating system designed specifically for E-ink devices

https://rekindle.ink
1•JSLegendDev•21m ago•0 comments

Encrypt It

https://encryptitalready.org/
1•u1hcw9nx•21m ago•1 comments

NextMatch – 5-minute video speed dating to reduce ghosting

https://nextmatchdating.netlify.app/
1•Halinani8•22m ago•1 comments

Personalizing esketamine treatment in TRD and TRBD

https://www.frontiersin.org/articles/10.3389/fpsyt.2025.1736114
1•PaulHoule•23m ago•0 comments

SpaceKit.xyz – a browser‑native VM for decentralized compute

https://spacekit.xyz
1•astorrivera•24m ago•0 comments

NotebookLM: The AI that only learns from you

https://byandrev.dev/en/blog/what-is-notebooklm
1•byandrev•24m ago•1 comments

Show HN: An open-source starter kit for developing with Postgres and ClickHouse

https://github.com/ClickHouse/postgres-clickhouse-stack
1•saisrirampur•25m ago•0 comments

Game Boy Advance d-pad capacitor measurements

https://gekkio.fi/blog/2026/game-boy-advance-d-pad-capacitor-measurements/
1•todsacerdoti•25m ago•0 comments

South Korean crypto firm accidentally sends $44B in bitcoins to users

https://www.reuters.com/world/asia-pacific/crypto-firm-accidentally-sends-44-billion-bitcoins-use...
2•layer8•26m ago•0 comments

Apache Poison Fountain

https://gist.github.com/jwakely/a511a5cab5eb36d088ecd1659fcee1d5
1•atomic128•28m ago•2 comments

Web.whatsapp.com appears to be having issues syncing and sending messages

http://web.whatsapp.com
1•sabujp•28m ago•2 comments

Google in Your Terminal

https://gogcli.sh/
1•johlo•30m ago•0 comments

Shannon: Claude Code for Pen Testing: #1 on Github today

https://github.com/KeygraphHQ/shannon
1•hendler•30m ago•0 comments

Anthropic: Latest Claude model finds more than 500 vulnerabilities

https://www.scworld.com/news/anthropic-latest-claude-model-finds-more-than-500-vulnerabilities
2•Bender•35m ago•0 comments

Brooklyn cemetery plans human composting option, stirring interest and debate

https://www.cbsnews.com/newyork/news/brooklyn-green-wood-cemetery-human-composting/
1•geox•35m ago•0 comments

Why the 'Strivers' Are Right

https://greyenlightenment.com/2026/02/03/the-strivers-were-right-all-along/
1•paulpauper•36m ago•0 comments

Brain Dumps as a Literary Form

https://davegriffith.substack.com/p/brain-dumps-as-a-literary-form
1•gmays•36m ago•0 comments

Agentic Coding and the Problem of Oracles

https://epkconsulting.substack.com/p/agentic-coding-and-the-problem-of
1•qingsworkshop•37m ago•0 comments

Malicious packages for dYdX cryptocurrency exchange empties user wallets

https://arstechnica.com/security/2026/02/malicious-packages-for-dydx-cryptocurrency-exchange-empt...
1•Bender•37m ago•0 comments

Show HN: I built a <400ms latency voice agent that runs on a 4gb vram GTX 1650"

https://github.com/pheonix-delta/axiom-voice-agent
1•shubham-coder•38m ago•0 comments
Open in hackernews

Ask HN: MiniNAS Experience

5•raydenvm•7mo ago
I'm thinking about setting up a MiniNAS for our small development team. Mainly, for local storage of large artifacts and development builds.

I would love to hear about your real experiences with these compact NAS solutions. Any unexpected issues or limitations you discovered after you have started using one of them?

Comments

ggm•7mo ago
I used the radxa piNAS. It worked but bridging SATA off usb isn't ideal. So, i recommend avoiding any home-brew solution which claims sata but is usb connected.

Secondly don't skimp on the disk. Ssd or hdd buy the best you can. I ran with shucked WD sata portables and the failure rate over two years was high. I now run with patriot SSD but there's a sense I underspecced.

Hard Disks and ssd run hot. A lot hotter than you might think. Cooling is noisy. So if your dream is passive no fan be warned, things doing storage just run hotter than you might think even if no rotating disk. Hot hard disks will be happier if it's thermally stable. Shorter life, but better than if the temps cycle. Hot ssd seem just to be hot.

Pick a unit which can run truenas, and start on scale not core because core is dying out. If you want a BSD nas look at sylve. Scale does docker and VMs. I run core, I wanted BSD. I am now on an Intel architecture, the pi wasn't strong enough to do nas and virtuals.

Even if you don't want truenas pick one which can because it means it's fully generic. Packaged nas solutions from the hw vendor can lock you in.

I truly believe zfs beats the alternatives. Snapshots, good redundancy, monitoring, good tooling. That's why I went BSD and truenas. The Linux zfs story has got better.

It's a myth you can't run zfs without ecc but it's better with ecc.

It's a myth you can't run zfs with less than 4gb but if you want to run virtuals and avoid stalls under write you want more than 4gb.

It's a myth you can run dedupe on low end hardware. It's a lot of work for less benefit. The default compression in zfs is good. I've never bothered with zlog disks at home, but for write intensive work they help. (We do at work, mirror ssd for log, hdd for the big space)

You still need 3-2-1 backup. Off-line zfs snapshots work for me and some cloud for the third leg.

The post earlier on today about Intel n100 based tiny nas looks interesting. They target ssd, 4 to 6, they look generic, they can do bigger memory models.

Building your own is for fun, not dependencies unless unavoidable. It's probably less reliable unless you really invest time and effort.

Tune zfs for your filesize. There's heaps of stuff online about optimal sizing for postgres and the like.

raydenvm•7mo ago
Thanks a lot for sharing! A great food for thoughts. And yeah, I definitely don't want to build a custom solution - it should be max reliable and fast enough.
ggm•7mo ago
https://news.ycombinator.com/item?id=44465319 is the previous discussion.
jauntywundrkind•7mo ago
> i recommend avoiding any home-brew solution which claims sata but is usb connected.

In the Jeff geerling nas thread, there didn't seem to be very much actual material support for warding / scaring people away from USB attached sata. It's worked fine for me for a decade, worked fine for people with vastly bigger setups than mine.

I largely regard it as decade old FUD myself, & totally decoupled from the state of things. Works more thanfine for a lot of people.

That said, I'd be willing to have some skepticism for some of the Pi hats that do usb-sata bridging, like what you were using. I'd feel much more confident using a more off the shelf dual drive bay product or two. $30 a pop.

ggm•7mo ago
An externally connected USB-Sata device providing disk(s) with external power management, through a single USB port? sure.

What I had was a 4 device SATA hat, 2 USB ports bridged on each half of the divide to form the channel for data, GPIO pins were used solely for card control and power distribution. It was clever, but not sensible.

People who construct RAID sets over USB attached devices on discrete ports also wind up in odd places. The device enumeration can be semi random and so you have some logistical barriers to things (ZFS amongst other sane things, writes the ZVOL/DEV information into the structure on disk so which enumerated device it is becomes less important) as well as a power distribution problem. I ran an early version of this using an unpowered USB hub with 4 USB sticks and it was very badly behaved.

When I do my 3-2-1 the removable external ZFS drive is USB-3 connected.

herbst•7mo ago
Not sure what you mean with MiniNAS but buying a small 2 disk synology and setting up proper backups for everything was definitely a decission I would always do again.

It just works and comes with many additional packages

Bender•7mo ago
I have not built a mini-nas for team use and personally would not from my experience with home grown solutions. I've worked with people that did things like this for cost cutting measures but it can end up costing millions or much more if work flows are interrupted. At a very minimum there would need to be n+1 live mini-nas with active replication to the stand-by nodes and there would need to be snapshots and backups. There would need to be really good monitoring of everything. These devices do not have the physical expansion capacity to do this correctly for large amounts of data in my opinion after snapshots. It may start off fine but storage requirements will only go up. Capacity planning with mini-nas constraints will quickly paint one into a corner. Mini computers also have heat efficiency issues that would be exacerbated by multiple people accessing them with heavy IO automation tools that you might not be using now but your team may in the future. There are ways to mitigate thermal issues but then the advantages of a mini-form factor would quickly go out the window. Another issue is power backup. Corporate systems deemed critical will be on UPS and generators. Most datacenters will not permit home grown solutions especially when they do not have redundant power inputs and assorted certifications that reduce the risk these devices will trigger fire suppression systems.

Now mini-NAS for backups of backups? That would make sense to me if you do not trust whomever is managing your administrative and backup servers. It might not even be full backups but one could at least back up the data critical to the business that your team is responsible for. A development team lead could automate more frequent backups to their mini-nas than the company has implemented for the wider audience use cases. That would not even need to be in the data-center unless your privacy, compliance and security teams say otherwise. Your home grown solution will still need really good physical security as random contract janitor can just walk out of the building with all of your intellectual property. The NAS just needs a very fast low latency connection to the data-center.

In my experience the revenue impacting data storage and flows should always be on the corporate maintained infrastructure unless one really wants to stand in front of the C-levels explaining why all the data was lost of a home grown implementation. Ideological and technical issues aside the optics will be awful. I've seen people walked out of companies for much less. Augmenting the corporate systems on the other hand can be a life saver especially if you know what data is critical to revenue flows and how many snapshots and full backups would keep your teams workflows uninterrupted. As an augmentation your systems could save the day and your team would look really sharp. As a side note, when your team does save the day by going above and beyond ensure that your management write up your team for awards. That can reduce management friction in the future and buy some leniency for mistakes that will inevitably occur.