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Cisco making SONiC available to all customers – not just hyperscalers
Cisco is preparing to make the open-source SONiC network operating system available on its Nexus 9000 series datacenter switches. This move extends SONiC support beyond hyperscalers to general enterprise customers, allowing them to run the open NOS on their hardware. Cisco stated this will offer customers flexibility, enabling them to choose between SONiC for AI or non-AI clusters while retaining existing infrastructure options.
Beyond Accuracy: Community Perspectives on Machine Translation
new Abstract: Despite remarkable progress in machine translation (MT), non-AI communities have raised growing concerns about MT systems, suggesting a noticeable gap between technical advancement and the needs of real-world users. For instance, while NLP researchers focus on benchmark performance, end users care about ethical concerns, trust, reliability, costs, and more. We argue that listening to various user communities is essential so that research efforts would be directed towards the...
Complement or substitute? How AI increases the demand for human skills
arXiv:2412.19754v4 Announce Type: replace-cross Abstract: Artificial Intelligence (AI) is transforming the nature of work, yet there is limited empirical evidence on how it affects demand for human skills. This paper examines whether AI adoption increases the prevalence and value of human capabilities that complement technical AI skills, such as analytical thinking, resilience, or ethical judgment, within and beyond AI-intensive job roles. Using a dataset of nearly 30 million job postings...
Stock market crash today: Rs 5 lakh crore wealth gone! Top reasons for fall
Stock market crash today: Nifty50 and BSE Sensex crashed in opening trade on Monday, with benchmark indices extending losses as weak global cues, relentless foreign investor selling and rising geopolitical concerns dented market sentiment. The broad sell-off erased more than Rs 5 lakh crore from investor wealth, bringing the combined market capitalisation of BSE-listed companies down to around Rs 456 lakh crore.
NVIDIA's RTX Spark chip could give Windows its true Apple Silicon moment
NVIDIA's RTX Spark chip could give Windows its true Apple Silicon moment Arm CPU cores, a powerful GPU and gobs of unified RAM? That sounds familiar! There's a lot we still don't know about NVIDIA's RTX Spark AI chip — we're still waiting on deeper technical details and pricing for the first batch of systems — but it has a decent shot of changing the way we think of Windows PCs entirely.
CS336: Language Modeling from Scratch
Course Staff Logistics - Lectures: Monday/Wednesday 3:00-4:20pm in Skilling Auditorium - Recordings: YouTube playlist - Office hours: - Percy Liang: Fridays 11am-12pm in Gates 366 - Tatsu Hashimoto: Tuesdays 11-12am in Gates 364 - Marcel Rød: Tuesdays 4:30-5:30pm in Gates 498, Wednesdays 4:30-5:30pm in Gates 415 - Herman Brunborg: Wednesdays 1:30-2:30pm, Fridays 1:30-2:30pm, location Gates 392 - Steven Cao: Mondays 4:30-5:30pm, Thursdays 9:30-10:30am, Gates 200 - Contact: Students should ask...
Thinking Through Signs: PEEL as a Semiotic Scaffolding for Epistemically Accountable AI-Enabled Research
arXiv:2606.04152v1 Announce Type: new Abstract: Large language models are reshaping research practice while quietly eroding researchers epistemic accountability. This commentary introduces PEEL - Protocols for Epistemically Engaged Literacy in AI, a working scaffolding that combines deterministic distant reading via Voyant Tools with LLM interpretation via Claude, grounded in Peircean semiotics and abductive reasoning.
Does Artificial Intelligence Advance Science?
arXiv:2606.05118v1 Announce Type: new Abstract: This paper examines whether and how artificial intelligence (AI) advances scientific creativity. Drawing on scientific publications, the primary output of researchers, we analyze over one million publications from OpenAlex to investigate the relationship between AI adoption and multiple dimensions of scientific creativity, including novelty (recombinant novelty and object novelty) and impact (3-year short-run citation impact and 10-year...
Neil deGrasse Tyson narrates new trailer for upcoming Broadway musical, 'Galileo'
Neil deGrasse Tyson narrates new trailer for upcoming Broadway musical, 'Galileo' Things are looking up on Broadway as the nexus of American live theater is preparing for a cosmic new musical based on the life of pioneering 16th and 17th century Italian scientist and astronomer, Galileo Galilei, a pivotal figure of the Scientific Revolution who Albert Einstein referred to as the "father of modern science." Produced by Amanda Lipitz, Henry Tisch and Jordan Roth, "Galileo" is due on the Great...
Tessera AI model offers accessible way to view Earth
Tessera AI model offers accessible way to view Earth Lisa Lock Scientific Editor Andrew Zinin Lead Editor A foundation model trained on Earth observation data from Copernicus Sentinel-1 and Sentinel-2 has been made widely available to researchers, it was announced at a computer industry conference this week in Denver, U.S. Tessera, an advanced artificial intelligence (AI) model, offers high-accuracy datasets that encode what the satellite "sees" of Earth's surface during the course of a...