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PyTorch MoE acceleration boosts training throughput
Nov 6, 20255 min read

PyTorch MoE acceleration boosts training throughput

NVIDIA introduced PyTorch MoE acceleration through NeMo Automodel, promising faster large-scale training and lower costs for developers. According to NVIDIA, early results sustain 190–280 TFLOPs/sec per GPU and process up to 13,000 tokens per second, depending on model size and cluster scale. The update targets teams scaling Mixture-of-Experts models without custom infrastructure while retaining native […]

Snapchat AI search lands via $400M Perplexity deal
Nov 5, 20255 min read

Snapchat AI search lands via $400M Perplexity deal

Snap and Perplexity will bring Snapchat AI search to the app in early 2026 after a $400 million integration deal. The AI engine will sit inside the chat interface and deliver clear, conversational answers from verifiable sources, the companies said. Revenue tied to the arrangement is expected to begin contributing to Snap in 2026, according […]

Snapchat Perplexity deal brings AI search in 2026
Nov 5, 20255 min read

Snapchat Perplexity deal brings AI search in 2026

Snap and Perplexity signed a $400 million agreement to embed AI search inside Snapchat starting in early 2026. The Snapchat Perplexity deal elevates Perplexity’s answer engine into the chat interface, promising cited, conversational responses. Snap said revenue from the arrangement will begin contributing in 2026, aligned with its latest earnings update. Perplexity will appear as […]

Amazon Comet ban escalates AI shopping browser fight
Nov 4, 20256 min read

Amazon Comet ban escalates AI shopping browser fight

Amazon issued a cease-and-desist to Perplexity over Comet’s automated purchasing, triggering an Amazon Comet ban that could reshape AI shopping. The clash tests how far browser-based agents can go when they buy products, store credentials, and act on behalf of users. Perplexity’s Comet can search retail sites and complete checkouts with a simple command. According […]

AI agents in schools: startups court students with perks
Nov 4, 20256 min read

AI agents in schools: startups court students with perks

Tech companies are accelerating student promotions as AI agents in schools proliferate, raising fresh concerns about cheating and classroom integrity. A new report details how AI firms roll out giveaways and referral bonuses that entice teens and undergrads to adopt autonomous tools during the school year. AI agents in schools: incentives and risks According to […]

Student AI agents spark new integrity and policy fights
Nov 4, 20255 min read

Student AI agents spark new integrity and policy fights

Tech companies are courting classrooms as student AI agents spread across schools. A new report details aggressive promotions and referral programs that target young users because long-term adoption drives growth. The rise of task-completing agents, which can navigate websites and finish assignments, now forces urgent policy debates in education. Student AI agents reshape study habits […]

NVIDIA AI Blueprints tie VSS to RAG for smarter video
Nov 3, 20255 min read

NVIDIA AI Blueprints tie VSS to RAG for smarter video

NVIDIA AI Blueprints now integrate video search and summarization with retrieval-augmented generation, linking VSS to RAG workflows. Apple also shipped iOS and iPadOS 26.1, with productivity tweaks like a revived Slide Over mode. NVIDIA AI Blueprints explained NVIDIA detailed how its Video Search and Summarization Blueprint connects to a RAG pipeline to enrich video insights […]

Google pulls Gemma after AI Studio misuse dispute
Nov 3, 20255 min read

Google pulls Gemma after AI Studio misuse dispute

Google pulls Gemma from its AI Studio platform after a U.S. senator alleged the model fabricated an assault claim. The company says Gemma was never intended for factual assistance and restricted access to prevent misuse. Developer routes remain available, while Google revises guidance for appropriate scenarios. Google pulls Gemma: what changed and why Google confirmed […]

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