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Unite.AI

Parekh: AI Now Delivers 10.5% of Infosys Q2 Revenue, Up 29% Sequentially

Infosys reported revenues of $5,145 million for the second quarter ended September 30, 2026, with an operating margin of 21.0% and large-deal wins carrying a total contract value of $5.2 billion, according to the IFRS earnings release the company published on October 23, 2026. Chief Executive and Managing Director Salil Parekh said AI revenue grew 29% quarter on quarter and accounted for 10.5% of revenue. The Bengaluru-based company reported constant-currency revenue growth of 1.5% year on year…

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Parekh: AI Now Delivers 10.5% of Infosys Q2 Revenue, Up 29% Sequentially
Unite.AI

Higgsfield Secures Fresh Series B Capital From TCV and NVIDIA

Higgsfield announced an extension of its Series B financing on October 23, 2026, with new investment from TCV and NVIDIA joining the AI video and image creation platform's investor base. The extension builds on the company's Series B led by DST Global in August 2026, and proceeds will support product development, global infrastructure, hiring and go-to-market expansion. New Investors and the Kazakhstan Connection Goldman Sachs Alternatives, Tribe Capital, AI Capital Partners, Smash Capital, GFT…

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Higgsfield Secures Fresh Series B Capital From TCV and NVIDIA
Towards Data Science - Medium

Why Parameter Count Is Not Model Complexity: An Introduction to Effective Dimension

What does effective dimension reveal about redundancy, generalization, and trainability that parameter count, loss, and accuracy do not? The post Why Parameter Count Is Not Model Complexity: An Introduction to Effective Dimension appeared first on Towards Data Science .

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Unite.AI

Oracle Unveils Four-Year Partner Ecosystem Investment at AI World

Oracle announced a $1 billion commitment to its partner ecosystem on October 23, 2026, unveiling the four-year investment at Oracle AI World in Las Vegas. The commitment encompasses new and expanded Oracle PartnerNetwork benefits and incentives, including planned investments in training and certification, technical enablement, development, testing and demonstration environments, cloud migration funding, go-to-market collaboration, and commercialization through Oracle Marketplace. Oracle said…

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Oracle Unveils Four-Year Partner Ecosystem Investment at AI World
Recurrent Neural Networks

5 Free AI Coding Agents You Should Try in 2026

Access powerful open-source and proprietary models through OpenCode Zen, Gemini’s free quota, Kilo Gateway, Cline Provider, and Charm Hyper without paying for API access upfront.

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5 Free AI Coding Agents You Should Try in 2026
The Verge AIBusiness

Retro gaming is being overrun with AI

Retro video games are everywhere lately - especially in places where they aren't supposed to be. Halo in a web browser, Wind Waker on the iPhone, Super Smash Bros. in mixed reality. Over the past month or so, these kinds of unexpected projects have gone viral with incredible frequency thanks to new AI tools, as […]

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Retro gaming is being overrun with AI
Unite.AI

What Is the EU AI Act? A Practical Guide to General-Purpose AI Rules

The EU AI Act is a risk-based legal framework that assigns obligations to AI providers, deployers, importers, distributors, and other actors according to the system or model involved. This guide explains the mechanism, trade-offs, evaluation, and controls that matter in practice.

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What Is the EU AI Act? A Practical Guide to General-Purpose AI Rules
Unite.AI

Where the Language Model Should Stop: Designing AI for Payroll, Admissions, and Other Domains That Punish Mistakes

I have spent the past several years building AI into products where a wrong answer has a price attached: an AI-powered payroll compliance platform for the Australian market, where an error lands in someone's bank account, and a college admissions product, where a poor match can shape a student's next four years. The question that decided the architecture was the same in both. How far should the language model be allowed to go before something deterministic takes over? One in five U.S. payrolls…

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Where the Language Model Should Stop: Designing AI for Payroll, Admissions, and Other Domains That Punish Mistakes
Towards Data Science - Medium

Your Six AI Models Are Really Two: The Math of Correlated Mistakes

Ask several models the same question, take a vote, and you get fewer independent opinions than you paid for. One formula says how many, and I checked it on six open models and 1,500 exam questions. The post Your Six AI Models Are Really Two: The Math of Correlated Mistakes appeared first on Towards Data Science .

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Unite.AI

6 Ways AI Can Speed Up the Hardware Build Cycle for Startups

Between an idea and a physical test, hardware teams repeat the same chain. Someone sketches a change, someone turns it into CAD, the team checks the geometry, picks a material, reviews manufacturability, sends it to production, waits, gets a part, tests it, and starts again. The product may be new, but the cycle is familiar, and AI is starting to speed up parts of it. AI use across business is now routine. The 2026 Stanford AI Index found that 88% of surveyed organizations used AI in at least…

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6 Ways AI Can Speed Up the Hardware Build Cycle for Startups
Unite.AI

Wayve, Stellantis, and NVIDIA Join French Government on AV Deployment

Wayve, Stellantis, and NVIDIA announced a collaboration with the French Government on October 23, 2026, focused on advancing the deployment of autonomous vehicles in France and accelerating the technology's development across the European Union. The announcement was made at the Assises du Véhicule Autonome in Paris. Wayve, a London-based developer of embodied AI for driving, said the initiative combines Stellantis' L4-Ready Platforms and vehicle engineering and manufacturing expertise with the…

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Wayve, Stellantis, and NVIDIA Join French Government on AV Deployment
The Guardian AIBusiness

Is a job guarantee the solution to mass AI unemployment?

<p>An old idea springs anew as a chorus of influential voices predicts that AI may trigger crises of vast magnitude</p><p>In a preface to his book Capitalism and Freedom, the American economist Milton Friedman famously observed that a crisis can propel once-fringe ideas into the political mainstream.</p><p>“Only a crisis – actual or perceived – produces real change. When that crisis occurs, the actions that are taken depend on the ideas that are lying around,” he wrote. The job of intellectuals,

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Is a job guarantee the solution to mass AI unemployment?
OpenAI BlogLLMs

Securing our frontier model training environment

OpenAI explains how we strengthened containment for frontier model training and evaluation, including offline environments and high-compute red-teaming.

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MarkTechPostResearch

TinyFish Breaks Down Agentic Search Architecture for Production AI Agents

TinyFish published two engineering research articles on agentic search. One defines a 7-phase production architecture with evidence contracts and bounded retries. The other explains why its deep research system dropped a separate planner and per-query subagents. The post TinyFish Breaks Down Agentic Search Architecture for Production AI Agents appeared first on MarkTechPost .

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TinyFish Breaks Down Agentic Search Architecture for Production AI Agents
Product HuntTools

Canva Craft

<p> Turn prompts into design-ready images you can edit </p> <p> <a href="https://www.producthunt.com/products/canva?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1290061?app_id=339">Link</a> </p>

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The Hacker NewsSecurity

Critical x402 SDK Flaw Could Let Malicious APIs Drain AI Agents’ Token Balances

AI agents paying for API calls with the x402 SDKs could sign a payment for their full balance of a supported token if a malicious API asked for it, security firm V12 said on October 22. The cause was the SDKs' default client, which set no spending limit until releases on August 18 added one. The risk was limited to agents who automatically signed payments and whose apps set

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Critical x402 SDK Flaw Could Let Malicious APIs Drain AI Agents’ Token Balances
The Guardian AIBusiness

Can AI really predict cancer survival better than a doctor? I have my doubts | Devi Sridhar

<p>Take a selfie to see how healthy you are: the idea is enticing and this new research is promising. But so many factors have been ignored</p><p>The idea that a single selfie could predict how long someone with cancer may live sounds like an incredible breakthrough. AI is getting better at spotting patterns in medical data, but can it be used to reliably predict what will happen to an individual patient? I asked a clinical colleague what she thought about the <a href="https://www.theguardian.co

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Can AI really predict cancer survival better than a doctor? I have my doubts | Devi Sridhar
Unite.AI

Polish Research Institute NASK, OpenAI Reach Deal on AI Safety Work

OpenAI and Poland's NASK National Research Institute have signed an agreement to explore collaboration on AI safety, security and technical research, OpenAI announced on October 23, 2026. OpenAI said the partnership will bring together expertise from both organizations to better understand emerging risks, strengthen safeguards, and explore how advanced AI can contribute to a more secure and resilient digital ecosystem. Under the agreement, NASK's AI Safety Research Center, which serves as the…

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Polish Research Institute NASK, OpenAI Reach Deal on AI Safety Work
MarkTechPostResearch

Google Cloud Launches Agent Compute Engine: A MicroVM per AI Agent

Google Cloud announced Agent Compute Engine, a compute service that gives every AI agent its own hardware-isolated microVM with no credentials inside. It already runs Gemini agents and enters preview in the coming months. The post Google Cloud Launches Agent Compute Engine: A MicroVM per AI Agent appeared first on MarkTechPost .

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Google Cloud Launches Agent Compute Engine: A MicroVM per AI Agent
Product Hunt — The best new products, every day

Instant Search

<p> The fastest, most precise local AI Search for your files. </p> <p> <a href="https://www.producthunt.com/products/instant-search-2?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1289877?app_id=339">Link</a> </p>

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MarkTechPostResearch

You.com Launches Inference Router: 12 Open-Weight Models With 99.9% Uptime SLA

You.com launched Inference Router, an OpenAI-compatible API for 12 open-weight models with a 99.9% uptime SLA, zero data retention, 100% US hosting, server-side web search and no platform fee. The post You.com Launches Inference Router: 12 Open-Weight Models With 99.9% Uptime SLA appeared first on MarkTechPost .

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You.com Launches Inference Router: 12 Open-Weight Models With 99.9% Uptime SLA
Product Hunt — The best new products, every day

Spacesheep

<p> Documents of the future, made by AI, read by your team </p> <p> <a href="https://www.producthunt.com/products/spacesheep?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1289807?app_id=339">Link</a> </p>

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MIT News - Artificial intelligence

Q&A: How AI came to model the “messy” human mind

Assistant Professor Benjamin Lindquist studies how engineers deliberately injected randomness into early AI, giving rise to deep-learning models that sometimes hallucinate.

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Q&A: How AI came to model the “messy” human mind
Vercel Blog

How Interfaze serves 50 million requests a month on Vercel

Interfaze on Vercel 50 million requests a month Backend running on Fluid compute Multiple model providers behind one fallback layer with AI Gateway Interfaze builds models for deterministic work that general-purpose LLMs handle poorly: document processing, OCR, object detection, web scraping, speech to text, and classification. As founder Yoeven Khemlani puts it, "Most models aren't deterministic by nature. That's fine when you're drafting an essay. But when a hospital or a legal team needs to p

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Unite.AI

NVIDIA Details Kazakhstan GPU Deployments and Robotaxi Plans

NVIDIA said Kazakhtelecom, Kazakhstan's largest telecommunications company, has deployed 400 NVIDIA H200 and 480 NVIDIA B300 GPUs in Astana and Almaty, with plans to deploy more than 1,000 additional GPUs at each of two further sites next year. The figures appeared in an October 22, 2026 post bylined to NVIDIA Vice President Rev Lebaredian and published in the company's GTC Berlin news sequence. Deployed and Planned GPU Capacity The post described Kazakhtelecom as the nation's largest…

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NVIDIA Details Kazakhstan GPU Deployments and Robotaxi Plans
NVIDIA BlogResearch

Kazakhstan Expands Compute for Its AI Future

Kazakhstan’s AI ecosystem is moving from infrastructure plans to deployment. The shift is visible across the full AI stack — from infrastructure to models to applications. The announcements below — coinciding with a visit to Astana by NVIDIA founder and CEO Jensen Huang — point to the nation’s increasing supply of accelerated computing, along with […]

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Kazakhstan Expands Compute for Its AI Future
Vercel Blog

Send feedback from the Vercel CLI

The Vercel CLI now includes vercel feedback , which sends bugs, friction reports, and feature requests to the Vercel team from your terminal. Coding agents can also send feedback when they run into issues. Use vercel feedback with -f or --field to include structured context as key=value pairs. Repeat the flag to describe the task, expected behavior, and what went wrong. Update to the latest Vercel CLI and read the vercel feedback documentation to get started. Read more

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