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Keeping 20k GPUs Healthy

https://modal.com/blog/gpu-health
3•birdculture•10h ago

Comments

thundergolfer•9h ago
Hey, author here :)

I wrote this as a first step in exposing our internal GPU reliability management, inspired in large part by SemiAnalysis' focus on industry best practices in the ClusterMax report and Lepton's `gpud`.

NVIDIA GPUs have 172 "Xid" error codes and increase the active population with each new major driver release. Coming out of 2025, we have a good handle on which Xids (and SXids) are critical and can be automated away.

The interesting next frontier are the Xids that sit ambiguously as maybe hardware issues or maybe application issues. Xid 31, GPU memory page fault, is the most dreaded code, because ~95% of the time it's an application exception but it's pretty tricky for users to debug and confirm.

Automating Xid 31 handling is my new GPU reliability holy grail.

Deep sequence models tend to memorize geometrically; it is unclear why

https://arxiv.org/abs/2510.26745
1•erhuve•12m ago•0 comments

Show HN: CloudMasters – one TUI to rule them all, rent VPS from 58000 prices

https://github.com/BrowserBox/CloudMasters-Marketplace
1•keepamovin•15m ago•1 comments

The Incidence of Tariffs: Rates and Reality [pdf]

https://bfi.uchicago.edu/wp-content/uploads/2025/12/BFI_WP_2025-151.pdf
1•neehao•19m ago•0 comments

CDC staff 'blindsided' as child vaccine schedule unilaterally overhauled

https://www.unmc.edu/healthsecurity/transmission/2026/01/07/cdc-staff-blindsided-as-child-vaccine...
1•stopbulying•20m ago•0 comments

Anthropic cut off xAI's Claude access in Cursor

https://twitter.com/kyliebytes/status/2009686466746822731
2•meetpateltech•21m ago•0 comments

UN chief says US has 'legal obligation' to fund agencies after Trump withdrawal

https://www.pbs.org/newshour/world/un-chief-says-the-u-s-has-legal-obligation-to-fund-agencies-af...
2•stopbulying•23m ago•2 comments

Private Inference

https://confer.to/blog/2026/01/private-inference/
1•vishnukvmd•27m ago•0 comments

Bash by the Numbers

https://mckern.sh/post/bash-by-the-numbers/
1•thunderbong•27m ago•0 comments

Some first thoughts about live immersive basketball

https://sixcolors.com/post/2026/01/some-first-thoughts-about-live-immersive-basketball/
1•coloneltcb•33m ago•0 comments

Where's the $100k iPhone?

https://boydkane.com/essays/100k-iphone
1•zdw•38m ago•0 comments

MIT Non-AI License

4•dumindunuwan•40m ago•2 comments

Show HN: Understand the Picture of the Day

https://picture.learntosolveit.com
1•orsenthil•40m ago•0 comments

Haraltd – A cross-platform Bluetooth daemon with a JSON-based RPC

https://github.com/bluetuith-org/haraltd
1•darkhz•41m ago•0 comments

The Stick in the Stream

https://randsinrepose.com/archives/the-stick-in-the-stream/
1•zdw•43m ago•0 comments

MAKERphone 2: first modular DIY phone, no soldering

https://circuitmess.com/products/makerphone-2-0
1•nateb2022•43m ago•0 comments

Sodium-ion battery cells near lithium-ion cost parity, set to get cheaper

https://www.ess-news.com/2026/01/09/sodium-ion-battery-cells-already-near-lithium-ion-cost-parity...
1•toomuchtodo•43m ago•1 comments

OpenAI to Buy Pinterest? Strategic Analysis

https://nekuda.substack.com/p/openai-to-buy-pinterest-heres-what
1•gmays•45m ago•0 comments

Vajra BM25 is a fast BM25 implementation in Python

https://twitter.com/aiexplorations/status/2009846407881212136
1•aiexplorations•48m ago•1 comments

Show HN: A website to save moments that remind you of someone

https://thisremindedme.com/
1•Winggo•48m ago•0 comments

Google and chatbot startup Character move to settle teen suicide lawsuits

https://www.washingtonpost.com/technology/2026/01/07/google-character-settle-lawsuits-suicide/
1•1vuio0pswjnm7•51m ago•0 comments

Agent skills: what can go wrong?

https://github.com/pors/skill-audit
1•pors•51m ago•0 comments

You probably don't need Oh My Zsh

https://rushter.com/blog/zsh-shell/
38•fla•52m ago•18 comments

Fix Your Robots.txt or Your Site Disappears from Google

https://www.alanwsmith.com/en/37/wa/jz/s1/
2•qingcharles•52m ago•1 comments

Show HN: VoiceBrainDump – voice-first idea capture, single HTML file, offline

https://voicebraindump.app/
1•digi_wares•56m ago•0 comments

Show HN: Focus timer that turns hours into assets

https://seton.run/
1•keplerjst•1h ago•0 comments

Kazakhstan Launches First Institute of Transport Sciences and Technologies

https://qazinform.com/news/kazakhstan-launches-first-institute-of-transport-sciences-and-technolo...
1•Bolat14•1h ago•0 comments

AI Flatters with Fidelity

https://lucent.substack.com/p/ai-flatters-with-fidelity
2•surprisetalk•1h ago•0 comments

Lidify: Self-hosted, on-demand audio streaming platform like Spotify

https://github.com/Chevron7Locked/lidify
1•thunderbong•1h ago•0 comments

Show HN: Rank up your local business on Google Maps

https://www.mapclimb.com/
3•bagusfarisa•1h ago•0 comments

The world has too much oil – Will companies want Venezuela's?

https://www.npr.org/2026/01/07/nx-s1-5668491/venezuela-oil-global-markets
4•geox•1h ago•0 comments