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Article URL: https://www.reddit.com/r/ClaudeCode/comments/1wk0s2i/opus_5_has_a_noun_problem/
Comments URL: https://news.ycombinator.com/item?id=49762699
Points: 6
# Comments: 1
September 18, 2026 — CISA added three Linux kernel vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog. Two additional vulnerabilities affecting Acronis Backup and Google Pixel were a ... Read more
Published Date: Sep 19, 2026 (4 days, 5 hours ago)Vulnerabilities has been mentioned in this article.
CVE-2026-87886 CVE-2026-58704 CVE-2026-53266 CVE-2025-39964 CVE-2025-39682Article URL: https://agentgit.co/
Comments URL: https://news.ycombinator.com/item?id=49761528
Points: 10
# Comments: 6
Article URL: https://terrytao.wordpress.com/2026/09/18/sairs-open-math-model-initiative/
Comments URL: https://news.ycombinator.com/item?id=49760908
Points: 3
# Comments: 0
Article URL: https://www.sciencedaily.com/releases/2026/09/260912222856.htm
Comments URL: https://news.ycombinator.com/item?id=49759443
Points: 6
# Comments: 1
Rob Wright,Senior News Director,Dark ReadingSeptember 18, 20264 Min ReadSource: saifulasmee chede via Getty ImagesCisco this week disclosed a slew of critical security vulnerabilities impacting its Id ... Read more
Published Date: Sep 18, 2026 (4 days, 7 hours ago)Vulnerabilities has been mentioned in this article.
CVE-2026-76460 CVE-2026-20223 CVE-2026-20129A security researcher has released working exploit code for four Linux kernel flaws that each let a local user gain root, the highest level of access on a machine. Kernel maintainers have fixed all fo ... Read more
Published Date: Sep 18, 2026 (4 days, 3 hours ago)Vulnerabilities has been mentioned in this article.
CVE-2026-81000 CVE-2026-80844 CVE-2026-74469 CVE-2026-68121Article URL: https://gcve.eu/2026/09/18/introducing-patch2vuln-v1.0-streamlining-vulnerability-advisory-creation-from-git-patches/
Comments URL: https://news.ycombinator.com/item?id=49755804
Points: 2
# Comments: 0
Article URL: https://www.nature.com/articles/s41598-026-63627-4
Comments URL: https://news.ycombinator.com/item?id=49755362
Points: 5
# Comments: 0
Article URL: https://rickub.com/
Comments URL: https://news.ycombinator.com/item?id=49755312
Points: 24
# Comments: 20
Microsoft has released fixes for a maximum-severity security flaw in Azure AI Foundry that could be exploited to achieve privilege escalation. No customer action is required. The vulnerability, tracke ... Read more
Published Date: Sep 18, 2026 (4 days, 6 hours ago)Vulnerabilities has been mentioned in this article.
CVE-2026-85878 CVE-2026-87701 CVE-2026-85889 CVE-2026-85885 CVE-2026-85921 CVE-2026-62721Article URL: https://www.reddit.com/r/singularity/comments/1wj05xi/openai_is_getting_close_to_solving_another
Comments URL: https://news.ycombinator.com/item?id=49753020
Points: 2
# Comments: 0
Article URL: https://tokenstead.ai/guides/zcode-silent-git-history-upload
Comments URL: https://news.ycombinator.com/item?id=49752422
Points: 262
# Comments: 14
Article URL: https://git-scm.com/book/en/v2/Git-Internals-Plumbing-and-Porcelain
Comments URL: https://news.ycombinator.com/item?id=49751769
Points: 3
# Comments: 0
cross-posted from: lazysoci.al/post/54020222
Article URL: https://everiot.org/
Comments URL: https://news.ycombinator.com/item?id=49750783
Points: 1
# Comments: 0
Article URL: https://blog.ferstar.org/en/posts/zcode-silent-workspace-snapshot-upload/
Comments URL: https://news.ycombinator.com/item?id=49750640
Points: 2
# Comments: 0
Article URL: https://www.reddit.com/r/artificial/comments/1wi2zm9/a_deepseek_engineer_just_said_the_thing_ive_been/
Comments URL: https://news.ycombinator.com/item?id=49749680
Points: 8
# Comments: 0
Hey HN, Henry from Cactus here.
We submitted Needle 2 here a few weeks ago, and the feedback in the discussion thread was incredibly valuable, thanks! Thanks to all that feedback, we’ve been able to move quickly to release Needle 3 and I'd love to hear what you think again.
The key features:
1) Automation (tool calls & structured JSON output): Needle still doesn't chat by design, its quite challenging to pack general capacity into such small models, so we focus on tool calls and structured JSON. If no tool you declared fits the request, you get an empty list back (note for when playing with the demo).
2) Intelligence Laddering: Every layer (2 to 20) is a deployable subnetwork, so one set of weights, 25 to 121 million parameters at 2-bit, shipping as 8-29MB binaries. On a Raspberry Pi 5 it decodes at up to 4k tokens/sec and prefills at up to 10k.
3) Monarch Hadamard MLP: replaces the dense FFN with three learnable Walsh-Hadamard-initialized Kronecker (Monarch) factor pairs interleaved with per-channel diagonal scales, fixed permutations, a SiLU nonlinearity, and a rank-8 input-conditioned gate, so each token gets a fully mixed nonlinear transform of its d_model channels at O(d√d) parameters and compute instead of the O(d²) a dense 4x-expansion MLP would cost.
4) Performance: On Mobile Actions (phone commands, scored on the exact call) the 20-layer model gets 86.0 through the shipped 2-bit binary; LFM2.5 1.2B is at 82.4, Qwen3.5 0.8B at 76.0, Apple's on-device model at 57.6, all at f16. More results on the link, we do not win everywhere ofc.
5) Multilingual: Needle 3 now supports English, French, Spanish, German, Dutch, Italian, Polish, with more languages coming.
6) Finetuning: You can achieve DeepSeek v4 Flash grade performance on a narrow task with just 4L, stress on "narrow task", we found that production users often prefer tuning before production.
7) Triggers: Grounding is a common challenge for tool call, at least for Needle 2, so we added support case-insensitive regular expressions matched against each request to gate false negatives.
8) Confidence: Every response also carries a calibrated confidence score, the minimum of a judgement on the finished call and its decode probability. Act above your threshold, show the call and ask below it, or escalate to a bigger model.
9) Supported Platforms: macOS, Linux on x86-64, ARM64, ARMv7, RISC-V and MIPS32, Windows x64 and ARM, Android, iOS, watchOS, tvOS, the browser as WebAssembly, and a WASI component.
Thanks for reading and as always, thoughts appreciated!
Comments URL: https://news.ycombinator.com/item?id=49748553
Points: 236
# Comments: 93
I’m not excited about how meandering that hed is, but it sets the mood for a very long piece.
In September 2024, an entrepreneur named Justin Brown uploaded a YouTube video in which he argued that writers should be “scared right now” about the rise of AI.
“I think that one of the big dangers is that AI is going to take many people’s jobs,” Brown muses to the camera as he hikes through a national park in Australia. “This includes writers, by the way.”
What Justin didn’t mention in the video is that, along with his brothers Lachlan Brown and Brendan Brown, he runs a company called Brown Brothers Media — which, former insiders assure us, had just months earlier fired a stunning proportion of its own writers as it embraced generative AI.
Over the past few years, BBM has pioneered a remarkably cynical business model. First it buys online publications that have established themselves as offering a distinctive type of journalism, like coverage of space travel, parenting advice, or business news. Then it floods their websites with dizzying torrents of AI-generated content — many thousands of articles per month, by our count — in a bid to soak up as many readers as possible via Google and other platforms.
There are signs that this strategy has been extraordinarily successful, with BBM boasting in 2025 that its network of sites had surpassed 50 million page views per month. It’s difficult to verify a site’s traffic without access to its internal data, but the analytics service Similarweb corroborates the claim that BBM is pulling in vast audiences, estimating that over the past year its network of publications has attracted an average of 64.7 million visitors per month. According to a recent ranking, that would make it one of the 30 most trafficked English-language media enterprises on the web, with a total digital readership substantially higher than that of NPR, narrowly besting CBS News and Forbes, and just slightly behind the Washington Post.
Article URL: https://snapdrop.me
Comments URL: https://news.ycombinator.com/item?id=49746346
Points: 112
# Comments: 52
Article URL: https://terrytao.wordpress.com/2026/09/15/fast-math-slow-math/
Comments URL: https://news.ycombinator.com/item?id=49745995
Points: 2
# Comments: 0
A critical vulnerability in Check Point's Security Management and Log Servers could allow an attacker without login credentials to run code as root on those servers over the network. The Security Mana ... Read more
Published Date: Sep 17, 2026 (5 days, 1 hour ago)Vulnerabilities has been mentioned in this article.
CVE-2026-91843 CVE-2026-85103 CVE-2026-18574 CVE-2026-62144 CVE-2026-16232cross-posted from: lemmy.dbzer0.com/post/75634631
Article URL: https://terrytao.wordpress.com/2026/09/17/becoming-a-benchmark/
Comments URL: https://news.ycombinator.com/item?id=49743604
Points: 5
# Comments: 0
Article URL: https://terrytao.wordpress.com/2026/09/17/why-i-didnt-sign-the-fields-medallists-letter/
Comments URL: https://news.ycombinator.com/item?id=49743534
Points: 45
# Comments: 7
Article URL: https://twitter.com/useblacksmith/status/2100590354915291400
Comments URL: https://news.ycombinator.com/item?id=49742645
Points: 4
# Comments: 1
Article URL: https://www.petervijeh.com/projects/reddit-ner
Comments URL: https://news.ycombinator.com/item?id=49740330
Points: 88
# Comments: 43
I kept seeing engineers share what they were building with AI; however, I was always more curious about how they worked. Which agents did they use? What skills and tools had stuck or been thrown out the window? How did they manage longer-running tasks? So I built this with the hope we could have a dedicated space to share and be open about our setups.
Comments URL: https://news.ycombinator.com/item?id=49740105
Points: 251
# Comments: 140