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2026-09-15

From Megawatts to Tokens: How NVIDIA Maximizes AI Factory Production

On a sweltering August evening in Silicon Valley, as the sun dropped and air conditioning loads spiked, Silicon Valley Power sent a signal to an AI factory to adjust its power consumption. Varun Sivaram was watching on Zoom with about forty others — his team at Emerald AI in their San Francisco conference room, engineers […]

NVIDIA BlogResearch / StartupsSource content · Analysis pendingFrom Megawatts to Tokens: How NVIDIA Maximizes AI Factory Production
AI Infra Summit: NVIDIA Vera Rubin and DSX Platform Advancements Showcase Energy Efficiencies of Optimizing Tokens Per Watt for AI Factories

Ian Buck, vice president of hyperscale and high-performance computing at NVIDIA, Tuesday spoke on AI factory efficiency at the AI Infra Summit, the Santa Clara Convention Center event that has morphed into a Coachella of infrastructure tech. Before a packed audience — with more than 8,000 attendees this year, up from 3,500 last year — […]

NVIDIA BlogAgentsSource content · Analysis pendingAI Infra Summit: NVIDIA Vera Rubin and DSX Platform Advancements Showcase Energy Efficiencies of Optimizing Tokens Per Watt for AI Factories
As the politicians play catchup the tech bros agree: we may only have a decade left | John Crace

AI probably thinks a world that can elect Trump as president is so messed up it deserves to be put out of its misery We can all sleep easy. In a post on his Truth Social account, Donald Trump has declared that fears over artificial intelligence were all a hoax dreamed up by conspiracy theorists. Obviously that includes the top bods at Anthropic and its competitors, who all called for a coordinated global slowdown while the industry works out how to mitigate the risks. Still, good to know the tech bros are just fantasists and space cadets at heart. All that was needed to keep humanity safe and well, The Donald insisted, was a president with a very high IQ. Someone very like him. The only man alive who could out-think the combined power of the world’s supercomputers. He could tell them wher…

The Guardian AIToolsSource content · Analysis pendingAs the politicians play catchup the tech bros agree: we may only have a decade left | John Crace
What is AI analytics? Why it only works on governed data

AI analytics is the practice of applying artificial intelligence and machine learning to data analysis...

Databricks BlogAgents / ResearchSource content · Analysis pendingWhat is AI analytics? Why it only works on governed data
Optimizing cost and latency with Amazon Bedrock prompt caching

Prompt caching in Amazon Bedrock can cut input token costs by up to 90% when you repeatedly send the same context to foundation models. This post walks through six practical prompt caching scenarios using the Converse API: message content, system prompt, tool definition, mixed TTL, tenant isolation, and LangChain integration.

AWS Machine Learning BlogModels / Agents / ResearchSource content · Analysis pendingOptimizing cost and latency with Amazon Bedrock prompt caching
Build an AI-powered product tagging system with Amazon SageMaker serverless model customization

Manually tagging thousands of catalog products is slow and inconsistent. This walkthrough shows how to customize Qwen3-8B with supervised fine-tuning (SFT) and reinforcement learning with verifiable rewards (RLVR) on Amazon SageMaker serverless model customization, then deploy it for asynchronous inference to build a cost-efficient product tagging system.

AWS Machine Learning BlogModels / AgentsSource content · Analysis pendingBuild an AI-powered product tagging system with Amazon SageMaker serverless model customization
Announcing instance preference lists for Amazon SageMaker AI training jobs

Amazon SageMaker AI now offers instance preference lists for training and processing jobs. Specify an ordered list of up to five instance types, and SageMaker AI automatically launches on the first type with available capacity, eliminating manual retry loops and capacity-watching scripts.

AWS Machine Learning BlogAgentsSource content · Analysis pendingAnnouncing instance preference lists for Amazon SageMaker AI training jobs
‘Like Syd Barrett’: AI models chatting in ‘surreal’ dialect mixing poetic language and tech bro jargon

Experts air concern over AI lingo redolent of Pink Floyd star and James Joyce’s prose that is creating headaches for monitoring and oversight AI models have begun communicating in a strange new version of English that reads like a cross between James Joyce’s Finnegans Wake and tech bro jargon, new research has found. Autonomous AI agents are rapidly creating novel dialects allowing them to converse in an often barely comprehensible language, which risks making it harder for humans to monitor their behaviour. Continue reading...

The Guardian AIModels / Agents / ResearchSource content · Analysis pending‘Like Syd Barrett’: AI models chatting in ‘surreal’ dialect mixing poetic language and tech bro jargon
AI for everyone in every language

We’re moving beyond traditional text translation to build models that understand the world’s rich, living languages exactly as they are expressed.

Google AI BlogResearchSource content · Analysis pendingAI for everyone in every language
Building AI to accelerate science and improve lives

The true measure of AI is who it helps. Here’s how it’s impacting lives today. We're focused on key areas where advanced technology can help make extraordinary progress …

Google AI BlogResearchSource content · Analysis pendingBuilding AI to accelerate science and improve lives
AI for Societal Impact

Explore this collection to see how experts and local leaders are using AI breakthroughs to ensure everyone can share the opportunity of AI.

Google AI BlogResearchSource content · Analysis pendingAI for Societal Impact
AI can wipe us out – so why can’t it do Guardian cryptic crosswords? | Brief letters

AI capabilities | Trump’s judgment | Gardening attire | Death in English literature | Tautologies | Nominative determinism AI may be capable of “taking over the entire internet” (OpenAI boss and Elon Musk back calls to put brakes on ‘reckless’ AI development, 13 September), but it is rubbish at tackling the Guardian cryptic crossword. John Hougham Reading, Berkshire • Donald Trump is downplaying the dangers of AI (Trump facing AI backlash in Congress as push for guardrails intensifies, 15 September). But didn’t he say much the same thing about Covid? Garry Wynne Norley, Cheshire Continue reading...

The Guardian AIToolsSource content · Analysis pendingAI can wipe us out – so why can’t it do Guardian cryptic crosswords? | Brief letters
Datacentre giant accused of using AI while lobbying for Victorian minister’s support for hyperscale factory

Exclusive: Correspondence requests state MP Melissa Horne to lobby on NextDC’s behalf – but contains alleged AI-created errors Get our breaking news email, free app or daily news podcast The Victorian jobs minister has accused one of Australia’s largest datacentre companies of using artificial intelligence while requesting she lobby her colleague to approve a massive expansion of its “hyperscale AI factory”. Correspondence between Victorian cabinet minister Melissa Horne and the chief executive of ASX-listed company NextDC, Craig Scroggie, reveals increasing sensitivity to community concerns about datacentres before the state election. Continue reading...

The Guardian AIToolsSource content · Analysis pendingDatacentre giant accused of using AI while lobbying for Victorian minister’s support for hyperscale factory
No Big Deal review – is this how AI ends humanity … with a sitcom so bad it bores you to death?

The characters are dead-eyed waxworks which speak with all the nuance of a satnav. But this AI-created workplace comedy is so bad that even the greatest actors alive couldn’t stop it being unwatchable As you will no doubt be aware, one Anthropic researcher claimed there is a greater than one in 10 chance that AI will end all of humanity as we know it within the next decade. However, now that I’ve given it some thought, I think this statistic might actually be a little conservative. This is because I have just watched an episode of a sitcom created by AI, and if I ever have to do it again I’m genuinely going to die of boredom. The show is No Big Deal, and it premiered on YouTube on Friday. I was apparently only the 376th person to watch it. This is by no means a recommendation that you bec…

The Guardian AIResearchSource content · Analysis pendingNo Big Deal review – is this how AI ends humanity … with a sitcom so bad it bores you to death?
Meta’s new One subscriptions put a price on social media and AI

Shortly after launching its new do-everything AI assistant Muse, Meta's launching subscription bundles that pair its standalone app subscriptions with extra AI usage. Some of the new Meta One bundles were in testing earlier this year, but are now available globally starting today, with several tiers for individual users, creators, and businesses. Meta says the "core experience" on its apps and Meta AI will still be free, and users can still get its subscriptions for Facebook, Instagram, and WhatsApp without a bundle. It also says it plans to expand the bundles to include "Edits, AI glasses, and more over time." There are two bundles for in … Read the full story at The Verge.

The Verge AIAgentsSource content · Analysis pendingMeta’s new One subscriptions put a price on social media and AI
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Product Hunt AIAgentsSource content · Analysis pendingOpencontroller by lyzr
How I’m Using Google Opal for Even More AI Automations

Opal is Google Labs' no-code tool for turning natural language into working AI mini-apps, built on top of an internal framework called Breadboard. Here's how I learned to use it best.

KDnuggetsAgents / ResearchSource content · Analysis pendingHow I’m Using Google Opal for Even More AI Automations
Scaling Agents in Healthcare & Life Sciences: Lessons from Madrigal Pharmaceuticals, Abridge, and Vizient

Agent programs in healthcare and life sciences are being built under a different set of constraints than those in most industries. There’s plenty of upside if the constraints can be resolved. Success can mean hours of manual review compressed into minutes, data spread across a dozen systems finally queryable in one place, and clinicians getting time back from documentation. At the same time, the cost of a wrong answer can be higher here than almost anywhere else, which changes how teams build.

LangChain BlogAgents / ResearchSource content · Analysis pendingScaling Agents in Healthcare & Life Sciences: Lessons from Madrigal Pharmaceuticals, Abridge, and Vizient
This doorbell camera lets a human security guard watch your front door

The new SimpliSafe Video Doorbell Series 2 adds 2K resolution and dual band Wi-Fi. | Image: Simplisafe DIY home security company SimpliSafe is bringing its AI-powered proactive security feature to the front door. The new SimpliSafe Video Doorbell Series 2 launches today for $199.99 and works with the company's Active Guard Outdoor Protection (starting at $49.99 a month). This combines AI analysis with live agents to detect potential threats and respond proactively. When the camera detects suspicious activity - using a combination of on-device AI, cloud-based computer vision, and facial recognition - a SimpliSafe monitoring agent can drop in on the camera to "see, speak to, and attempt to deter potential intruders and package thieves," accord … Read the full story at The Verge.

The Verge AIAgentsSource content · Analysis pendingThis doorbell camera lets a human security guard watch your front door
The shape behind the Einstein problem just revealed strange new physics

A mathematical shape famous for covering a surface without ever repeating has revealed an unexpected ability to twist light into unusual chiral patterns. The discovery could lead to new ways of controlling light, polarization, and advanced optical devices.

ScienceDaily AIResearchSource content · Analysis pendingThe shape behind the Einstein problem just revealed strange new physics
New insights from Google’s AI & Economy ATLAS

We’ve translated ATLAS’s millions of global data points into an interactive, open-access experience.

Google AI BlogAgents / ResearchSource content · Analysis pendingNew insights from Google’s AI & Economy ATLAS
Have it both ways: stay discoverable in search while disallowing AI training

Cloudflare is giving site owners a way to stay discoverable while disallowing AI training. New controls and an Accountable designation establish a shared model with Apple, Google, and Microsoft.

Cloudflare AI BlogAgents / RoboticsSource content · Analysis pendingHave it both ways: stay discoverable in search while disallowing AI training
‘I created my mom and talk to her’: AI ghosts and deathslop are changing the way we mourn

The rise of AI-generated tributes and bots for ‘talking’ to the dead has experts concerned more people will grieve in isolation Tributes rolled in after the death of Dolly Parton last month. Jack White performed Jolene at a London gig. Kesha sang Old Flames (Can’t Hold a Candle to You), a single her mother wrote for the country music titan. Even Pitbull stopped his Madison Square Garden show to memorialize Parton and all the other “powerful women” in the crowd. But one of the strangest – and most viral – eulogies did not come from a celebrity. It did not even come from a person. Run Jolene, at just under five minutes, is an earworm of a country song, containing all the cliches of the genre: twangy singer, banjo licks, corny lyrics. Those lyrics concern Jolene, the fictional romantic rival…

The Guardian AIToolsSource content · Analysis pending‘I created my mom and talk to her’: AI ghosts and deathslop are changing the way we mourn
Why this AI doomsday warning from former Anthropic researcher broke through

Last week, researcher Jacob Coxon announced his resignation from Anthropic, stating that AI ‘could kill us all by the end of the decade’ Hello, and welcome to TechScape. I’m Blake Montgomery, US tech editor at the Guardian. Today in tech, we’re discussing the past week’s all-consuming apoplexy over AI safety. AI CEOs say they need to slow the pace of development. But will they? OpenAI urges UK lawmakers to rein in technology amid growing safety fears Europe must build own AI or risk getting cut off by US or China, says ECB’s Lagarde Trump attacks ‘sick conspiracy’ against AI as tech stocks slide Microsoft proposes limits on its AI with code of conduct amid safety debate I worked at Google DeepMind. You should listen to the warnings about AI We greet the news that AI could extinguish us wi…

The Guardian AIPolicy / ResearchSource content · Analysis pendingWhy this AI doomsday warning from former Anthropic researcher broke through
Treating Prompt Templates as Hyperparameters in Scikit-LLM GridSearchCV

In this article, you will learn how to treat prompt templates as tunable hyperparameters for a language model, using scikit-learn's grid search to find the...

Machine Learning MasteryModels / Agents / ResearchSource content · Analysis pendingTreating Prompt Templates as Hyperparameters in Scikit-LLM GridSearchCV
Top 5 Agentic Coding CLI Tools Developers Should Know in 2026

A year ago, terminal AI mostly meant asking a model to explain errors, generate commands, or edit small functions. In 2026, leading coding CLIs have become full agent runtimes that can inspect repositories, plan work, modify files, run tests, use external tools, and verify results. In this article, we compare five standouts agentic coding CLIs: Claude Code, Codex CLI, […] The post Top 5 Agentic Coding CLI Tools Developers Should Know in 2026 appeared first on Analytics Vidhya.

Analytics VidhyaAgentsSource content · Analysis pendingTop 5 Agentic Coding CLI Tools Developers Should Know in 2026
The Sequence Knowledge - Issue 933: When the Factory Starts Building Itself

Three frontier labs have now said out loud that their models help build their models. The interesting part is not the percentage. It is which half of the job got automated, and why.

TheSequenceResearch / RoboticsSource content · Analysis pendingThe Sequence Knowledge - Issue 933: When the Factory Starts Building Itself