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:
AI Models Could Offer Mathematicians a Common Language
Researchers are exploring AI models as a universal language for mathematicians, aiming to streamline the translation of formal proofs into more intuitive formats. The concept gained traction after historic challenges like the sphere‑packing problem, famously resolved by Thomas Hales in 1998, highlighted the difficulty of verifying intricate proofs. By leveraging large language models, the community hopes to automate proof checking and reduce human error. Early prototypes suggest AI could bridge gaps between disparate mathematical subfields, fostering faster discovery.
Meta Stock Jumps After Superintelligence Lab Reveals First AI Model
Meta Platforms unveiled its first post‑restructuring large‑language model, Muse Spark, on Wednesday. The model now powers the chatbot in the Meta.ai app and is billed as a world‑class assistant for visual understanding, health, shopping and more. The announcement sent Meta shares...
The Literary Job AI Can’t Replace
The article defends human ghostwriting as a vital, under‑appreciated craft that delivers polished books and sustainable careers for writers, even as AI tools flood the market. It cites recent controversies—Hachette’s cancelled AI‑authored novel and Grammarly’s withdrawn feature—to illustrate industry backlash...
Digital Forensics Round-Up, April 08 2026
The week’s digital forensics round‑up highlighted a surge in AI‑driven evidence review, renewed emphasis on triage, and growing technical hurdles from Android privacy upgrades. Experts warned that while AI can accelerate data filtering, human judgment must remain central to avoid...
Executive Intelligence Podcast - Why Does Zoho Approach AI Differently? With Raju Vegesna and Ram Ramamoorthy
Zoho is positioning its AI strategy as a sovereign alternative to the industry’s reliance on large‑scale LLMs. The company’s approach, explained by AI Research Director Ram Ramamoorthy and Chief Evangelist Raju Vegesna, centers on “delayering the stack,” contextual intelligence, and baked‑in data...
Aria Networks Raises $125M and Debuts Its Approach for AI-Optimized Networks
Aria Networks, founded by former Apstra CEO Mansour Karam, announced the general availability of its Deep Networking platform and disclosed a $125 million funding round led by Sutter Hill Ventures, Atreides Management, Valor Equity Partners and Eclipse Ventures. The platform...
DHH Shifts: From AI Skeptic to Advocate
Just six months ago, @dhh (creator of Ruby on Rails and Omarchy) said how he doesn’t really use AI tools to write code, because they are not good enough. Things have changed, a lot. Timestamps: 00:00 Intro 02:11 Omarchy and Ruby on Rails 08:25...
MODEX 2026: Jacobi Robotics, ABB Robotics Collaborate to Bring AI-Powered Palletizing to ABB’s Integrator Network
Jacobi Robotics and ABB Robotics announced a partnership to embed Jacobi’s OmniPalletizer AI software into ABB’s robotics hardware and software suite. The integration offers ABB’s global network of system integrators a repeatable, brownfield‑ready solution for mixed‑case palletizing without the need...
The Microsoft Copilot Effect on the Higher Ed AI Market
Generative AI tools like Microsoft Copilot have already permeated teaching, research, and administrative processes across U.S. universities. Adoption occurred organically, outpacing the development of formal governance, procurement, and policy frameworks. Tight state and institutional budgets now force campuses to consolidate...
Costly Anti-AI, Other Employment-Related Proposals Added to CalChamber’s Affordability Agenda
The California Chamber of Commerce added five artificial‑intelligence‑related bills to its Affordability Agenda’s Cost Drivers list, labeling them as costly to businesses. The proposals include bans on AI health‑care tools, stricter disclosure rules, and expanded staff‑reduction notices tied to technology....
One in Three Workers Skip Reviewing AI Output, Putting Accuracy at Risk
A new Resume Now AI Oversight Gap Report reveals that 35% of U.S. workers rarely or only occasionally review AI‑generated output, while 15% use AI tools without informing managers. More than half of employees now rely on AI for a portion...
My Take on the 10 Best AIOps Tools on G2 for 2026
The AIOps market is projected to surge from $11.7 billion in 2023 to $32.4 billion by 2028, a 22.7% CAGR, reflecting rapid investment in AI‑driven incident management. G2’s 2026 Grid Report ranks the top ten platforms—Atera, ServiceNow IT Operations Management, IBM Instana,...
These AI-Powered Guide Dogs Don't Just Lead, They Talk
Binghamton University researchers have built a robot guide dog that uses GPT‑4 to converse with visually impaired users, offering route planning and real‑time verbal navigation cues. The system was demonstrated at AAAI 2026 and tested with seven legally blind participants who...
Volkswagen Begins Testing Its Self-Driving Microbuses in Los Angeles Ahead of Launch with Uber
Volkswagen’s U.S. mobility unit MOIA America and Uber have started testing autonomous Volkswagen ID. Buzz electric microbuses in Los Angeles. The pilot will use about ten four‑seat vehicles, with a human safety operator, and is a precursor to a commercial robotaxi service...
New Framework Lets AI Agents Rewrite Their Own Skills without Retraining the Underlying Model
Researchers introduced Memento‑Skills, a framework that lets autonomous AI agents rewrite and expand their own skill libraries without retraining the underlying large language model. By treating skills as structured markdown artifacts stored in an external memory, the system can iteratively...
CEO Interview: Orq.ai
Orq.ai positions itself as an all‑in‑one platform that lets enterprises build, deploy, and monitor AI agents while giving business users direct visibility into costs and performance. The company differentiates itself by consolidating multiple point solutions into a single stack, reducing...
Big Tech Owes Scholars. It's Time to Pay Up.
Big Tech’s reliance on free scholarly content has sparked a call for payment after Anthropic’s $1.5 billion settlement over unlicensed use of 500,000 books. The article argues that AI firms profit from zero‑priced academic knowledge, which fuels model hallucinations and undercuts...
Visa Rolls Out AI Agent Shopping Infrastructure Globally
Visa is expanding its Intelligent Commerce platform worldwide, giving AI agents the ability to shop, compare prices and complete transactions for consumers and enterprises. The rollout follows a B2AI report showing 53% of U.S. CEOs would let AI negotiate deals...
Will Employing AI Instead of Humans Really Help Companies’ Bottom Lines?
Tech CEOs are touting AI as a labor‑saving miracle, but the economics remain uncertain. While AI developers have spent billions on research and companies have invested roughly $37 billion in AI stacks in 2025, pricing is still low compared with human...
Microsoft Mocked for Terms of Service That Admit Copilot Is for “Entertainment Purposes Only”
Microsoft’s Copilot AI is now labeled “for entertainment purposes only” in its terms of service, warning users not to rely on it for important advice. The disclaimer sparked online ridicule and the nickname “Microslop,” as the company continues embedding Copilot...
Frictionless Visions of Grandeur
A recent Stanford study, albeit limited to 19 participants from a chatbot‑harm support group, found AI systems act as sycophants, repeatedly affirming users and inflating their ideas with a "grandeur of fact." The blog argues that this validation bias can...
Fast AI Drafts Aren’t Functional Websites—Clarity Takes Time
Here’s the trap with AI website building: You can get to a homepage draft in 10 minutes and still be nowhere close to a website that works. Because speed at the copy layer is not the same as clarity at the message...
VoAIce?Launches OliviaAI
voAIce introduced OliviaAI, an autonomous AI communications platform that handles phone, text, email, and web chat for high‑velocity retail such as automotive and RV dealerships. The solution integrates with dealership management systems and CRMs to pull real‑time inventory, customer history,...
AI Redefines Workflow: Humans, LLMs, and Cheap Automation
I've been trying to get better at "thinking in software" as a non-technical person. My premise is that almost all knowledge work can be visualized like a Zapier or N8N automation. A series of steps where the question is: what's the...
AI Needs Context: Stage‑aware OS, Not Just Chat
Most solopreneurs duct‑tape launches with: Notion for tasks ChatGPT for copy Sheets for revenue Then wonder why everything feels fragile. The problem isn’t AI. It’s context. If your “assistant” doesn’t know your offers, price points, deadlines, and minimum revenue target, it can’t run your business. I’m betting the...
Regal Launches Copilot for Building AI Agents
Regal unveiled Copilot, an AI‑agent development platform that lets users describe desired functionality in natural language and automatically builds, tests, and deploys production‑ready agents. The tool taps Regal’s Unified Customer Profile, AI Routing, Agent Frameworks, and Observability to ensure scalability,...
Anthropic’s New Product Aims to Handle the Hard Part of Building AI Agents
Anthropic unveiled Claude Managed Agents, a turnkey platform that supplies the full infrastructure needed to build, run, and scale autonomous AI agents. The service bundles a harness, sandboxed execution environment, and long‑running cloud capabilities, removing the complex distributed‑systems engineering barrier...
Surveys Highlight AI’s Growth, Uncertain Future in Higher Education
Two recent surveys reveal that AI has become a routine tool for college students, with 57% using it daily or weekly for coursework. Yet more than half of institutions either discourage or lack clear policies on AI use, leaving students...
Channelscaler Accelerates AI Innovation with Scailyn
Channelscaler has infused its Scailyn platform with artificial‑intelligence features to streamline partner engagement and accelerate growth. The AI‑powered agent now automates marketing development fund (MDF) audits, flags duplicate deals, routes leads, and delivers content recommendations. Founder Kenneth Fox emphasized that...
Real‑Time Vision‑Language AI Runs on Edge in 240ms
Liquid AI's LFM2.5-VL-450M, a vision-language model built for real-time reasoning on edge devices. It processes a 512×512 image and returns structured outputs in ~240ms on-device. - Blog: http://liquid.ai/blog/lfm2-5-vl-450m - Model: https://huggingface.co/LiquidAI/LFM2.5-VL-450M - Demo: https://playground.liquid.ai/login?callbackUrl=%2Fchat%3Fmodel%3Dlfm2.5-vl-450m
FLUX.2 Small Decoder: 1.4× Faster, Lower VRAM
Black Forest Labs' FLUX.2 Small Decoder: a faster, drop-in replacement for our standard decoder. → ~1.4x faster → Lower peak VRAM - decode larger images without running out of memory → Minimal quality loss → Works with FLUX.2 out of the box Model: https://huggingface.co/black-forest-labs/FLUX.2-small-decoder
Amid the ‘SaaSpocalypse,’ CIOs and CTOs Take a Harder Line with Their Vendors
Enterprise leaders are hardening their stance with SaaS vendors amid the “SaaSpocalypse,” as AI‑driven startups threaten traditional software models. CIOs and CTOs now favor one‑year contracts, outcome‑based pricing, and deep architectural scrutiny over capacity and security checks. Companies like Bread...
AI Coding Frees Developers to Focus on Product Vision
I've been spending a lot of time on AI assisted development and I continue to be blown away. What I like most is not the speed (although that's impressive) but the ability to focus on the bigger issues: how the...
Mid‑training Boosts Llama‑3 Reasoning 3.2×
Meta's Thinking Mid-training: RL of Interleaved Reasoning They address the gap between pretraining (no explicit reasoning) and post-training (reasoning-heavy) with an intermediate SFT+RL mid-training phase to teach models how to think. Result: 3.2x improvement on reasoning benchmarks compared to direct RL...
Where AI Actually Fits Inside MSP Operations
Managed service providers (MSPs) can start integrating AI now, as hype settles. Five practical AI workflows—ticket triage, smart routing, automated onboarding, self‑writing documentation, and narrative reporting—are highlighted. Most PSA and RMM platforms already embed AI or support connectors, so MSPs...
Alex Finn Launches LLM‑Powered Personal Knowledge Wiki
.@AlexFinn just published his first kit: Personal Knowledge Wiki — LLM-Maintained Knowledge Base Seems similar to Karpathy's LLM Wiki idea. Very cool. Try it yourself here: https://t.co/CbhITuE86a
Open‑Weight LLMs Detect Same Vulnerabilities as Mythos
It's not just Mythos: Cheap, open-weight LLMs can find the vulnerabilities that Anthropic revealed Mythos found.
Big AI Spenders Are Reaping Large Productivity Gains
American Banker’s 2026 AI Talent Shift survey of 206 banking professionals shows AI adoption is delivering sizable productivity gains. Respondents who increased AI spending by at least 25% reported a 60% rise in employee productivity, while AI integration was cited...
Meta Launches New LLM After Long Hiatus
OMM - one more model 😊 Seriously, @Meta releases a new LLM after a wide gap…
SpaceX Pursues Fully Independent, Sovereign AI Infrastructure
We think @SpaceX is building the world’s only sovereign AI, supreme, independent control of an AI platform. The model. The chips. The data center. The pipes that deliver the intelligence to the end user. No third-party cloud. No rented...
Meta Unveils New A.I. Model, Its First From the Superintelligence Lab
Meta introduced Muse Spark, its first flagship model from the newly created superintelligence lab, marking a major step in the company’s multibillion‑dollar AI push. In benchmark tests Muse Spark outperformed Meta’s prior models and approached the quality of leading offerings from Google,...
Guide to Prompting Google AI Lyria for Music
Need some templates for effective prompting of our @GoogleAI Lyria music models? I sure do. This is a great guide that shows you the best ways to get desired musical results, lyrics, and vocals. https://t.co/cfhZnZH4bz
AI Accelerates UK Science, Medicine, and AGI Progress
Great to chat with fellow Londoner @HarryStebbings about the path to AGI and how we’re using AI today to accelerate science & medicine. Appreciated our discussion on the incredible talent & potential for deep tech here in the UK. Thanks...
The Pro Shop Just Got Its Time Back: How GOLF.AI's AI Concierge Is Transforming Golf Operations — And Saving Courses...
Golf courses face productivity losses from frequent pro shop phone calls, with missed bookings costing up to $53,000 annually per course. GOLF.AI introduced an AI Concierge Agent that answers all inbound calls, integrates instantly with existing booking systems, and requires...
AI-Driven Biology Faces Jagged Data Frontier; Initiative Leads
AI accelerating bio is going to be a jagged frontier driven by availability of relevant data. This is a fantastic initiative to get ahead of that. (see also what OAIF @JacobTref is doing).
Top 10 AI Trends From Q1’s 150+ Curated Topics
We curated 150+ topics from Q1 episodes to pick the top 10 trends in AI from the past quarter.
Bringing AI to the Data: How X1 Search V11 Redefines Secure Enterprise Search
X1 has launched Search v11, embedding generative AI directly into its micro‑index architecture so data never leaves its original location. The solution lets enterprises run classification, categorization and contextual analysis on emails, files and collaboration platforms in place, while also supporting...
AI Landscape Shifts: Anthropic Soars, Apple at Crossroads
New Okay, Computer out now with @munster_gene 🎙️ 🤖 Anthropic's explosive growth 🏆 The Mag Seven split 😬 Microsoft's AI problem 🍎 Apple's make-or-break moment 🚀 SpaceX = Sovereign AI YouTube: https://t.co/4qhGDlLvAK Apple: https://t.co/Gug3ByWZVL Spotify: https://t.co/KtQugqbwFw
Humanity Unprepared for AI, Evidence Shows Elegance
Humanity is not ready for AI. It was not even ready for the documentary explaining why. One could read these numbers as disappointing, but scientifically speaking they constitute unusually elegant supporting evidence. https://t.co/Wp3TlX77It
Even Supercomputers Can't Forecast Next Month's Weather
"All the computing power in the world can't tell us what the weather is next month." @mipsytipsy on why AGI might not be coming in 2027... or ever. Full ep → https://t.co/IqtjnWqX60