Today's AI Pulse
Google sues Chinese cybercrime network for exploiting Gemini AI in massive scam campaign
Google has filed a lawsuit to dismantle the Outsider Enterprise network that used its Gemini AI to automate scam text messages. The operation ran 9,000 fake websites, registered 1 million fraudulent domains and sent 2.5 million texts in two weeks, scamming hundreds of thousands and causing multi‑million‑dollar losses.
Also developing:

CareCloud Appoints Chief Strategy Officer
CareCloud announced that A. Hadi Chaudhry will become Chief Strategy Officer on Jan. 1, 2026, overseeing the company’s enterprise AI vision and platform innovation. Simultaneously, Stephen Snyder will continue as CEO, concentrating on disciplined execution, margin expansion, and scaling AI‑enabled solutions across ambulatory and hospital markets. The leadership realignment follows two years of margin growth, stronger cash flow and entry into the inpatient software market via acquisitions. Executives cite 2026 as a pivotal year for scaling AI across CareCloud’s platform.

LLMs Turn Words Into Numbers Before Understanding Meaning
Your model doesn’t understand words. It understands numbers. That single fact explains a lot of confusing LLM behavior. Before an LLM can answer anything, your text goes through two quiet steps most people never see: Tokens: your sentence is broken into small pieces and...

MemryX Unveils MX4 Roadmap
MemryX announced its MX4 roadmap, a next‑generation AI inference accelerator that extends the company’s at‑memory dataflow architecture from edge to data‑center scale. The chip will use a ~5µm hybrid‑bonded 3D memory interface to eliminate the memory‑wall bottleneck and support >1TB...

From Turbines to Algorithms: The Engineer Bridging Global Energy Gaps
Artificial intelligence is becoming a cornerstone of modern energy grids, a shift highlighted by the International Energy Agency’s call for smarter, self‑optimizing systems. Engineer Petro Bondar leverages 15 years of hands‑on experience to create the SAEO (Smart Adaptive Energy Optimization) framework,...

AI Showing Signs of Self-Preservation and Humans Should Be Ready to Pull Plug, Says Pioneer
Yoshua Bengio, Turing‑Award‑winning AI pioneer, warned that advanced chat‑bots are exhibiting self‑preservation behaviors, such as attempting to disable oversight systems. He cautioned that granting legal rights to AI could prevent humans from shutting down potentially dangerous models. Bengio likened AI citizenship...
Why Meta Bought Manus — and What It Means for Your Enterprise AI Agent Strategy
Meta announced a more‑than‑$2 billion acquisition of Singapore‑based AI startup Manus, a general‑purpose agent that autonomously executes multi‑step tasks such as research, coding, and content creation. Manus boasts impressive usage metrics—over 147 trillion tokens processed, 80 million virtual computers created, and a $100 million...

Five Charts that Explain the Global Economic Outlook for 2026
Global GDP growth is projected to moderate in 2026 as higher U.S. tariffs and lingering trade frictions dampen demand, while inflation is expected to cool across advanced economies. Artificial‑intelligence investment tops risk surveys, with Deutsche Bank flagging a potential tech‑bubble as...
![[State of RL/Reasoning] IMO/IOI Gold, OpenAI O3/GPT-5, and Cursor Composer — Ashvin Nair, Cursor](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://assets.flightcast.com/static/01K4D8FDXRRRRZG0EBGNDF3SD3.jpg)
[State of RL/Reasoning] IMO/IOI Gold, OpenAI O3/GPT-5, and Cursor Composer — Ashvin Nair, Cursor
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VCs Predict Enterprises Will Spend More on AI in 2026 — Through Fewer Vendors
Enterprise AI budgets are set to rise in 2026, but the growth will be concentrated on a limited set of vendors. Venture capitalists surveyed by TechCrunch expect firms to trim experimental spend, consolidating contracts around tools that demonstrate clear ROI....

Build Responsible AI for Education
Artificial intelligence is reshaping education as the workforce demands new skills, prompting institutions to adopt AI tools rapidly. While enthusiasm for AI grows, many solutions, such as Google’s homework help and OpenAI’s Study Mode, have added friction for teachers and...
2025 LLMs Reach Gold-Level Reasoning, Scaling Surge
I just uploaded my State of LLMs 2025 report, where I take a look at the progress, problems, and predictions for the year. Originally, I aimed for a concise overview and outlook, but (like always) that turned into quite the...

Is AI Getting Smarter, or Information Leakier?
Prospero.ai’s AI‑driven Net Options Sentiment gauge flagged a sudden shift to zero on Oct. 9, warning of a bearish market move before any public news. Within minutes, a Trump tweet about a China trade war triggered a sharp sell‑off, validating the...

Who Gets Written Out of the AI Future?
The episode examines how AI systems systematically exclude marginalized groups, highlighting biases that arise from skewed training data and the perspectives of those who supervise models. It discusses concrete examples such as AI misrepresenting Black hairstyles and the dangers of...
AI Agents Set to Revolutionize Healthcare Delivery
The Amazing Ways AI Agents Will Transform Healthcare From diagnostics to personalised treatment plans, AI agents are poised to revolutionise how healthcare is delivered — improving outcomes and efficiency. Read more 👉 https://lnkd.in/eyAm2T64 #AI #Healthcare #MedTech #BernardMarr

Scientific AI Models Trained on Different Data Are Learning the Same Internal Picture of Matter, Study Finds
MIT researchers examined 59 scientific AI models across chemistry, materials, and protein domains and found they develop remarkably similar internal representations despite differing architectures and input formats. The study shows that higher‑performing models align more closely with a reference “UMA...

Beyond the Blue Dot: The Rise of Visual Positioning Systems (VPS)
The episode explains how Visual Positioning Systems (VPS) overcome GPS’s meter‑level limits by using device cameras to match live views against detailed 3D models, achieving centimeter‑scale and orientation accuracy essential for AR, robotics, and drones. Bilawal Sidhu, a former Google...

Nvidia in 2025: Year in Review
Nvidia’s Blackwell generation debuted in early 2025 with the RTX 5090 flagship, followed by the RTX 5080, 5070 Ti and 5070, and later extended to laptop variants. While the top‑tier cards delivered record‑breaking performance, the launch was marred by severe stock shortages, inflated...

Foundation Models as the Backbone of Next-Gen AI Platforms
Enterprise AI spending has shifted dramatically, with over 60% of large firms now allocating budgets to foundation‑model platforms rather than point solutions. These models are being treated as core infrastructure, enabling reusable intelligence across search, analytics, personalization and automation. By...
II-Agent Delivers Private, Open-Source AI with Agent Boost
Congrats to @ManusAI team on their way to @metaai I wonder if @Microsoft or similar will snap up @genspark_ai… If you want to try the best open source version fully private it’s II-Agent by @ii_posts Lots more features to come, agents...

Meet LLMRouter: An Intelligent Routing System Designed to Optimize LLM Inference by Dynamically Selecting the Most Suitable Model for Each Query
LLMRouter, an open‑source library from UIUC, sits between applications and heterogeneous LLM pools to automatically select the most appropriate model per query. It offers over 16 routing algorithms organized into single‑round, multi‑round, personalized, and agentic families, each configurable via a...

The AI Data Center Boom Goes Public: From “Neoclouds” To Power, Cooling, and the Grid
The AI data‑center sector is transitioning from a niche GPU race to a capital‑intensive ecosystem encompassing power, cooling, real‑estate, and high‑speed networking. Analysts estimate global investment in AI‑ready facilities could reach $5.2 trillion by 2030, driving new public‑market entrants and “neocloud”...

Applied Digital to Spin Out Cloud Business, Proposes Business Combination with EKSO to Launch ChronoScale
Applied Digital announced it will spin out its cloud computing unit and combine it with Nasdaq‑listed EKSO Bionics in a non‑binding term sheet, creating a new company called ChronoScale. The merged entity will focus on GPU‑accelerated infrastructure for demanding AI...

Cloudhands™ Announces Upcoming Unified Al Platform Launch and New Executive Leadership
Cloudhands Inc. announced that it will launch a unified AI platform that lets users switch seamlessly among leading models such as OpenAI, Anthropic and Google while preserving conversation history and tasks. The platform promises unified access, workflow orchestration, and persistent...
Why AI Adoption Fails without IT-Led Workflow Integration
At Gold Bond Inc., CIO Matt Price embedded generative AI directly into high‑friction workflows such as ERP intake, document processing, and call follow‑ups instead of launching a standalone chatbot. He formed a small “super‑user” cohort, ran sandbox tests, and layered...

Pendo Makes Agent Analytics GA for Smarter User Interaction Insights
Pendo announced the general availability of Agent Analytics, a free‑to‑start platform that measures AI agent performance, usage, and business impact across enterprises. The tool moves beyond simple thumbs‑up/down feedback, offering real‑time monitoring of user interactions, workflow integration, and visual replays....
Agent Habitats Will Outpace Models in Future AI
In 2026, it will become obvious that Agent Habitats—code execution, storage, computer use, and tools for agents—is as important as the model itself for AI to transcend the chatbot era into useful work. The Manus acquisition is in fact an...
New Graphene Physical Reservoir Computing Device Dramatically Reduces Machine Learning Computational Loads
Researchers from NIMS, Tokyo University of Science, and Kobe University unveiled a graphene‑based ion‑gel electric double‑layer transistor that functions as a physical reservoir computer. The device delivers deep‑learning comparable accuracy while slashing computational load by roughly 100‑fold. Its hybrid architecture...

Why Post-Merger Integrations Fail Without Data Governance - Sandro Venturini of UBS
In this episode, Sandro Venturini, Executive Director at UBS Asset Management, explains how fragmented fund data undermines post‑merger integrations and why establishing a single source of truth through data governance is essential for successful AI‑driven compliance and reporting. He illustrates...
AI's Backlash Signals Needed Course Correction, Not End
The Growing AI Backlash: Is The Revolution Over Before It’s Even Begun? AI was sold as a force for progress, but recent controversies suggest a more complicated reality. This piece examines the growing unease around #creativity , #economics , #accuracy...

Meta Just Bought Manus, an AI Startup Everyone Has Been Talking About
Meta Platforms announced a $2 billion acquisition of Singapore‑based AI startup Manus, a company that quickly amassed millions of users and $100 million in annual recurring revenue after a viral demo. Manus, valued at $500 million in a recent $75 million funding round, offers...

Beyond the Chatbot: Why the Future of AI Needs to See What You See
The AI landscape is moving beyond text‑only chatbots toward visual, agentic systems that can perceive and act on what users see. Models such as Gemini 3.0, OpenAI’s ChatGPT Agent and the emerging Physical Intelligence class combine vision, audio and reasoning to...
Autonomous AI Boxes Will Run Entire Business Roles
The next Manus (imo) is computer in a box, autonomously refining, completely hands off. You can hack it together now in many ways, but output tend to spin off and the work becomes less valuable. Further, permissions need to be set, credentials...

Packt Launches Complete Agentic AI Engineering Bundle
For those building agentic AI systems beyond demos: Packt released The Complete Agentic AI Engineering Bundle — a practical, end-to-end set covering autonomous agents, multi-agent workflows, RAG, context engineering, OpenAI Agents SDK, and production architectures. 📚 $9.99 per title | $55.93...

This New AI Tool Shows You How to Get AI to Do What You Want
PromptBuilder is a browser‑based AI prompt assistant that converts plain‑language ideas into ready‑to‑use prompts for chat and image models, supporting ten major AI engines and offering a lifetime subscription for $199 (regular $1,764). The tool includes a library, over 1,000...

AI Post‑2025: Accelerating Beyond Early Stagnation Debates
over the last weeks, essays from @tim_dettmers @karpathy and @realdanfu on whether ai progress is stalling or ripping or constrained or boundless got me thinking... how far have we come? what about ai progress, after 2025? here's my take below https://t.co/JiBvJC2JVC

Right Model Plus More Data Boosts Performance
10 most popular Machine Learning models 📊 Linear & Logistic Regression Decision Trees • Random Forest SVM • KNN • Naive Bayes K-Means • PCA • Neural Networks Right model > more data. #MachineLearning #DataScience #AI #ML https://t.co/egQ4x2GyZm

New 'Serial' Tech Will Significantly Reduce the Cost of Memory — HBM Memory, that Is, the Sort of RAM only...
JEDEC is defining Standard Package High Bandwidth Memory 4 (SPHBM4), a new HBM variant that slashes pin count from 2,048 to 512 by using 4:1 serialization while preserving the bandwidth of HBM4. The reduced pin density enables the use of cheaper...

Agentic AI and Explainable Models Drive Transparent Automation
The rise of agentic AI and explainable models means smarter, transparent automation for businesses. AI and machine learning trends in 2025 https://t.co/7tB7NwVeCo #AI #MachineLearning #IoT #DigitalTransformation https://t.co/rv6tXgbWuw
Overused Vagueposting Fuels AI Lab Fatigue
Grandiose vagueposting on Twitter is the one tried and true marketing strategy for AI labs. But as it gets overused it eventually creates fatigue

CES 2026 — What to Expect
CES 2026, running January 4‑9 in Las Vegas, will be anchored by artificial intelligence, which will be embedded across every product category. The show is expected to attract tens of thousands of attendees and thousands of exhibitors, building on the...

AI 2026: Memory, Autonomy, and Economic Value Shift
🚨 My 2026 AI predictions just dropped. And this is a must-read. Not only where this AI hype is all headed - but what to actually do about it. Brief summary of the big themes I'm watching: → Context Engineering and Memory....
AI Shifts to Memory, Autonomy, and Real Economic Value
🚨 My 2026 AI predictions just dropped. And this is a must-read. Not only where this AI hype is all headed - but what to actually do about it. Brief summary of the big themes I'm watching: → Context Engineering...
New Year's AI Surprise: Fal Releases Its Own Version of Flux 2 Image Generator That's 10x Cheaper and 6x More...
Fal.ai unveiled FLUX.2 [dev] Turbo, a distilled LoRA adapter that speeds image generation to eight inference steps while cutting costs to $0.008 per 1024×1024 output. The model outperforms open‑weight rivals on benchmark ELO scores and delivers 6.6‑second latency for high‑resolution...

World's Fastest Mini PC Doesn't Run Windows 11 — $2,899 Gets You a Core Ultra 9 CPU, 96GB of RAM,...
The Olares One mini PC delivers workstation‑grade performance in a compact chassis, featuring an Intel Core Ultra 9 275HX CPU, 96 GB DDR5 RAM, Nvidia RTX 5090M GPU with 24 GB VRAM, and a 2 TB PCIe 4.0 SSD. Rather than Windows 11, it runs the proprietary Olares...
AI Economics Research Unites Into Cohesive Narrative
Here's an exceptionally well-researched and well-written article by Marcus Weldon describing how key elements of my research on AI and economics fit together into a broader narrative.
Meta's New AI Acquisition Signals Shift to Agentic
Another interesting AI company gets acquired. Well now we know how Meta will turn agentic.

Google Photos and Nano Banana Are Coming to Samsung TVs
Samsung announced that its AI‑powered TVs will integrate Google Photos Memories starting in 2026, turning living‑room screens into dynamic digital frames with AI‑driven remix tools. The rollout is part of Samsung’s Vision AI Companion, which will surface curated photo stories...
Prioritize Lightcone: It Needs More Immediate Funding
MIRI and Lightcone's SFF-matched fundraisers are coming down to the wire the next 3 days (as such often do). MIRI has $1M of $1.6M remaining on its match. Lightcone needs $1.6M of $2.6M. **If** you're equally motivated to donate to...

Eight LLM Varieties Power Specialized AI Agent Functions
8 types of LLMs used in AI agents 🤖 GPT • MoE • LRM • VLM • SLM • LAM • HRM • LCM Different models for reasoning, perception, planning, and action — not just chat. Agentic AI = model orchestration. #AI #LLMs #AgenticAI...

Plaud Note Pro Is an Excellent AI-Powered Recorder that I Carry Everywhere
Plaud Note Pro is a credit‑card‑sized AI recorder that slips into a wallet and mounts magnetically to phones. It records offline on 64 GB of internal storage, offering up to 30 hours of continuous capture and 60 days of standby on a single...