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Make a local open-source AI chatbot with access to Fedora documentation

https://fedoramagazine.org/how-to-make-a-local-open-source-ai-chatbot-who-has-access-to-fedora-do...
1•jadedtuna•1m ago•0 comments

Introduce the Vouch/Denouncement Contribution Model by Mitchellh

https://github.com/ghostty-org/ghostty/pull/10559
1•samtrack2019•2m ago•0 comments

Software Factories and the Agentic Moment

https://factory.strongdm.ai/
1•mellosouls•2m ago•1 comments

The Neuroscience Behind Nutrition for Developers and Founders

https://comuniq.xyz/post?t=797
1•01-_-•2m ago•0 comments

Bang bang he murdered math {the musical } (2024)

https://taylor.town/bang-bang
1•surprisetalk•2m ago•0 comments

A Night Without the Nerds – Claude Opus 4.6, Field-Tested

https://konfuzio.com/en/a-night-without-the-nerds-claude-opus-4-6-in-the-field-test/
1•konfuzio•4m ago•0 comments

Could ionospheric disturbances influence earthquakes?

https://www.kyoto-u.ac.jp/en/research-news/2026-02-06-0
1•geox•6m ago•0 comments

SpaceX's next astronaut launch for NASA is officially on for Feb. 11 as FAA clea

https://www.space.com/space-exploration/launches-spacecraft/spacexs-next-astronaut-launch-for-nas...
1•bookmtn•7m ago•0 comments

Show HN: One-click AI employee with its own cloud desktop

https://cloudbot-ai.com
1•fainir•10m ago•0 comments

Show HN: Poddley – Search podcasts by who's speaking

https://poddley.com
1•onesandofgrain•10m ago•0 comments

Same Surface, Different Weight

https://www.robpanico.com/articles/display/?entry_short=same-surface-different-weight
1•retrocog•13m ago•0 comments

The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
2•Brajeshwar•17m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
3•Brajeshwar•17m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
2•Brajeshwar•17m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•20m ago•0 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
2•righthand•23m ago•1 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•24m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•24m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
3•vinhnx•25m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•30m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•35m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•39m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•40m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•41m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
5•okaywriting•48m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•51m ago•0 comments

Show HN: Gorse 0.5 – Open-source recommender system with visual workflow editor

https://github.com/gorse-io/gorse
1•zhenghaoz•51m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•52m ago•0 comments

Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•53m ago•0 comments

Show HN: AboutMyProject – A public log for developer proof-of-work

https://aboutmyproject.com/
1•Raiplus•53m ago•0 comments
Open in hackernews

Impact of PCIe 5.0 Bandwidth on GPU Content Creation and LLM Performance

https://www.pugetsystems.com/labs/articles/impact-of-pcie-5-0-bandwidth-on-gpu-content-creation-performance/
47•zdw•7mo ago

Comments

dweekly•7mo ago
Fascinating and (to me) unintuitive result that these cards don't seem bandwidth constrained at PCI 4x16; the update to PCI 5x16 doesn't seem like it has any measurable impact on performance, allowing a PCI 5x8 configuration that "saves" some of your lanes at seemingly no penalty.

I wonder if we will have to wait another generation of cards (and apps) to make full use of a PCI 5x16 connection?

zh3•7mo ago
I have noticed that for local AI at least, there is little difference between an old system (i3770/Asus P8Z77WS from 2012) which has 4 PCIe 2.0 x16 slots (supports 16/16, 16/8/8 or 8/8/8/8) running a pair of RTX3090s and up to date motherboards (with AMD9900x). Interesting to see a benchmark that bears this out - though for anyone who switches models a lot I'd assume a new system would be much quicker at that (from bandwidth improvements with newer CPUs,, nVME vs SATA and DDR5 vs DDR3).
simooooo•7mo ago
If you can use bifurcation I guess there’s scope to fully utilise it
pella•7mo ago
If VRAM is low, data traffic between system memory and GPU VRAM increases greatly, and the PCIe link can become the bottleneck, especially if the GPU runs at x8. In extreme cases, performance may drop to ~ one eighth. ( 24.6 FPS -> 3.3 FPS )

  "Dragon Age: The Veilguard" - 2560 x 1440:
  - RTX 5060 Ti 8 GB on PCIe 5.0: 24.6 FPS
  - RTX 5060 Ti 8 GB on PCIe 4.0:  3.3 FPS   !!!!
https://www.computerbase.de/artikel/grafikkarten/nvidia-gefo...
Dylan16807•7mo ago
That has to be a bug.
Quarrel•7mo ago
More likely, just lazy optimisation.
keyringlight•7mo ago
From earlier in the article they say this testing is with ultra settings, and for a modern game it would be expected that they're creating content that shows off well at 4k resolution and easily push past what 8GB VRAM can contain. The PCIe5 system is still affected, it's just affected less. There's probably tricks they can use to stream detail levels in/out of VRAM depending on how objects are displayed on screen (like the early direct storage+sampler feedback demos), but that's more work to do effectively and would still put pressure on PCIe and storage being fast enough to keep up.

I'd say it comes down to players picking appropriate settings for their system, and it being good if the developer can can provide the information on the consequences of different settings (showing VRAM usage), or a warning if you're below their required/recommended system.

crote•7mo ago
The irony is that it's the budget cards which have fewer PCIe links. That RTX 5060 Ti 8GB only has 8 lanes, but could really benefit from having 16 lanes. An RTX 5090 with 32GB of VRAM? It has 16 lanes, but would do just fine with 8...
ksec•7mo ago
That has been the case some what for many years. It takes at least two generation for the GPU bandwidth usage to catch up. And may be we are finally arriving at a plateau with PCIe 5.0 x8 and x16.

So next gen GPU could work with PCIe 6.0 x8 instead. We are looking at PCIe 7.0 devices hopefully by 2029. Plenty of headroom, possibly cost reduction as well.

FloatArtifact•7mo ago
Can you comment why you think there's a cost reduction?
ksec•7mo ago
Purely in terms of BOM, both on the GPU and packaging. Saving Die Space, PCB, Less lane, less testing etc. However the actual cost of implementing PCIe 6 and 7 will be also higher so both will likely cancel out.
Calwestjobs•7mo ago
i can not see graphs

reason: "DataTables warning: table id=table_5 - Ajax error. For more information about this error, please see http://datatables.net/tn/7"

jmrm•7mo ago
Happened the same to me
zh3•7mo ago
Click it enough times and the error goes away (howeever it looks like the tables further down the page are then broken).
ksec•7mo ago
Confirmed on All three Browser, Chrome, Firefox and Safari.
sitkack•7mo ago
Really too bad that they ran only one test, and it was a small model.
threeducks•7mo ago
Testing PCIe bandwidth with a model that fits entirely into VRAM (quantized Phi-3 Mini at 2.39 GB on RTX 5090 with 32GB VRAM) is stupid because there won't be any memory transfer over PCIe beyond the initial model load. They should have tested a large MoE model like Qwen3-235B-A22B-GGUF, where the difference will be huge.
sitkack•7mo ago
Yeah, I would have expected more out of Puget Systems, they know better.