Today's AI Pulse
OpenAI launches ChatGPT Images 2.0 with multilingual text and real‑time web research
OpenAI has introduced ChatGPT Images 2.0, a next‑generation image model that adds multilingual typography, real‑time web research, and agentic reasoning to its generation pipeline. The new “Thinking” mode lets paid users produce up to eight coherent images per prompt, including floor plans, maps, UI mock‑ups, and apply capabilities to uploaded content.
Also developing:

Apiiro?s AI Threat Modeling Is Built to Target Security and Compliance to Prevent Risks Before Code Exists
Apiiro has launched AI Threat Modeling, an extension of its Guardian Agent platform that automatically creates architecture‑aware threat models before any code is written. The feature uses the company’s patented Deep Code Analysis technology to map software architecture across code, artifacts, cloud and infrastructure layers. By applying STRIDE and other frameworks, it delivers contextual countermeasures aligned with an organization’s policies. This shift enables enterprises to address security and compliance risks at AI speed, moving from reactive vulnerability detection to proactive design‑time prevention.
Chinese Firms Lag US AI Adoption Due to Cultural Gaps
Chinese firms trail US peers in AI adoption due to corporate culture: ex-OpenAI executive “The American consumer is far more cynical about technology and big tech,” said Kass, citing anxieties over social media’s impact on children and declining public trust. This...
Quantum AI Conference Calls for Papers; Chair Leads NLP Track
Please see below the call for papers for the 2nd Quantum AI conference in Indiana, this summer August 14-16. I will be chairing the quantum NLP track. Last year it was great in many ways, with lots of...
![[OFC 2026] Part 2 of 5: CPO and the AI Interconnect Challenge](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://substackcdn.com/image/fetch/$s_!FG3y!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3201360a-f898-4593-8267-8cfc0766cc04_1280x1280.png)
[OFC 2026] Part 2 of 5: CPO and the AI Interconnect Challenge
AI compute clusters are doubling annually, pushing Meta's rack designs from 72 GPUs to over 256 nodes and exceeding 1 MW of power per rack. At these scales, copper backplanes face insurmountable limits in power delivery, bandwidth density, and routing complexity....
Google AI Predicts Flash Floods 24‑hours Early, Saving Lives
Google's new AI can predict flash floods 24 hours before they strike. How it works: > Uses Gemini to extract confirmed flood locations and times from global news > Builds a dataset of past events that never formally existed. > That dataset feeds a...
![[OFC 2026] Part 2 of 5: CPO and the AI Interconnect Challenge](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://substackcdn.com/image/fetch/$s_!FG3y!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3201360a-f898-4593-8267-8cfc0766cc04_1280x1280.png)
[OFC 2026] Part 2 of 5: CPO and the AI Interconnect Challenge
AI training racks are scaling rapidly, with Meta's upcoming ORW rack doubling node count and pushing single‑rack power beyond one megawatt. Copper backplanes now face insurmountable limits in bandwidth, power density, and routing complexity. Meta used OFC 2026 to set...

Nebius AI Cloud Surges 483% with $1.2B Run Rate
Top 7 AI beneficiaries 👇 $NBIS (Nebius) | +483% NTM Nebius is building a pure-play AI cloud, optimized for GPU-heavy workloads. AI cloud run rate already at $1.2B annualized, with rapid regional expansion including new European capacity. Focus is not generic...

Since When Is Preparation Suspicious?
A new AI recruiting platform uses webcam‑based eye‑movement tracking to flag candidates who glance away during video interviews, labeling such behavior as potential cheating. The tool is marketed as a way to identify candidates relying on prepared answers rather than...

🎙️ This Week on How I AI: I Gave Claude Code Our Entire Codebase. Our Customers Noticed.
Al Chen, a field engineer at Galileo, uses Claude Code to query the company’s entire 15‑repo codebase, merging it with Confluence and Slack data to answer enterprise customer questions in real time. He automates a daily script that pulls the...

Neocloud Storm Gathers as Data Center Deals Stall Over Credit Risk
Neocloud providers are finding that aggressive pricing, long‑term terms and prepaid fees no longer secure colocation capacity. Providers now demand investment‑grade credit and solid utilization visibility, turning lease underwriting into a project‑finance exercise. Even premium rates of $155‑$160 per kW...
Machine Learning and Single-Cell Technology Combined to Drive High-Performance Cell Line Development
OneCyte and Kemp Proteins have formed a strategic partnership that fuses OneCyte’s high‑throughput single‑cell cloning platform with Kemp’s machine‑learning‑driven protein design system, PROTiQ. The combined workflow uses in‑silico sequence evaluation to flag developability risks, then rapidly screens thousands of clones...

Using AI to Speed up Australia’s Environmental Approvals Risks ‘Robodebt-Style’ Failures, Scientists Say
Conservation scientists warn that a $13 million (≈$8.6 million USD) AI pilot to accelerate Australia’s environmental approvals could produce “robodebt‑style” mistakes. The Biodiversity Council says the EPBC Act’s vague language and scarce species data make automated decisions unreliable. Experts argue clearer standards and...
The Price of Progress: How Manufacturers Are Weighing AI’s Energy Demands
Manufacturers are accelerating AI and robotics deployments, with 81% of executives planning higher AI spend over the next three years. While early‑stage robots like Agility Robotics' Digit cost roughly $1 per shift in electricity, experts warn that energy demand can...

Reimagining Government: Achieving the Promise of AI
In this episode of the Business of Government Hour, hosts Michael Keegan, Faisal Haack, and Eric Nelson discuss their book "Reimagining Government, Achieving the Promise of AI," outlining what an AI‑enabled government looks like and how agencies can progress through...
Scaling Artificial Intelligence in Health
The OECD released a report outlining a policy checklist to scale artificial intelligence responsibly in health systems. It identifies four pillars—enablers, guardrails, meaningful engagement, and trustworthy deployment—covering nine policy categories and 43 guiding questions. The document highlights persistent barriers such...

AI Cuts Payroll, Nudges U.S. Unemployment Higher
Goldman tries to quantify the net effect of AI both substituting for and augmenting U.S. employment. Their conclusion: AI substitution in occupations like phone operations and insurance claims administration have reduced monthly payroll gains by around -25K and raised the...

OPINION: Fast, Flexible AI Testing Is the Foundation of Strategic Leadership
Generative AI is outpacing traditional multi‑year planning cycles, forcing leaders to shift from static roadmaps to rapid experimentation. Wolfe recommends a dedicated, small AI testing team that isolates proof‑of‑concept work from daily operations, ensuring focus and speed. Clear accountability across...
The Arms Race Has Gone Airborne: What Investors Need to Know
Draganfly and Palladyne AI have completed a SwarmOS integration milestone that proves autonomous, decentralized drone swarming for U.S. defense applications. Edge AI now equips drones with on‑board computing, eliminating reliance on GPS or radio links and rendering traditional jamming ineffective....

Speed Won’t Win the AI Era. Architecture Will
The AI landscape is shifting from a speed‑driven race to an architecture‑driven era as autonomous agents move from assistive tools to decision‑making engines. While 84% of enterprises plan to boost AI‑agent spending, the rapid deployment of autonomous systems has already...
Target Puts Customers on the Hook for AI Shopping Assistant Errors
Target is rolling out a Gemini‑powered AI shopping assistant that can select and purchase items on behalf of shoppers. The retailer’s updated terms and conditions state that any transaction executed by the AI is considered authorized by the customer, making...

Claude Subscribers Now Have to Pay to Use OpenClaw
Anthropic announced that Claude subscriptions will no longer include usage of third‑party tools like the open‑source OpenClaw framework, effective April 4. Subscribers must now purchase extra usage bundles—discounted up to 30%—or switch to a pay‑as‑you‑go Claude API model. The change sparked...

AI Becomes the Ultimate AI Ops Whisperer
AI is better than you at working with AI. It's better at generating prompts for AI, teaching skills to other AI agents, coordinating messaging between AIs. AI is an AI ops whisperer. Think like a PM: go through the journey...
OpenAI Proposes 'Social Safety Net' Policies
OpenAI released a 13‑page blueprint titled “Industrial Policy for the Intelligence Age,” proposing a public wealth fund, a national AI‑seeded health fund, four‑day work weeks, and an AI‑driven advertising ecosystem. The plan aims to share AI efficiency gains, mitigate job...

Optimizing AI Usage by Scheduling Off-Peak Hours
With Anthropic's new reduced Claude peak hour usage limits, I'm scheduling my Claude Code/Cowork usage with Claude Opus/Sonnet off-peak Brisbane 5AM start and for peak times, using OpenAI Codex CLI GPT-5 now 🤓 Using my Timezones Scheduler app to make...
OpenSeeker Redefines Search with AI-Powered Reasoning
OpenSeeker: Rethinking Search With AI-Native Reasoning In this episode of Artificial Intelligence: Papers and Concepts, we explore OpenSeeker, an emerging approach to building AI-native search systems that go beyond traditional keyword matching. Instead of retrieving links based purely on queries, OpenSeeker...
Lessons From The IRS’ AI Implementation Playbook
In 2022 the IRS launched its largest technology‑enabled transformation, using generative AI to modernize core taxpayer services. By deploying micro‑scale pilots within a defined "risk window," the agency lifted call‑answer rates from under 30% to over 85% and cut paper‑return...
AI Cuts Product Sourcing Time, Boosts Accessibility
Business owners and e-commerce experts told MIT Technology Review that AI tools are making sourcing more accessible and significantly shortening the time it takes to go from product idea to launch.
AI's Memory Crunch Drives Up Raspberry Pi Prices
AI is hogging memory chips and it’s rippling all the way down to Raspberry Pi prices. Our April issue has two pieces on this you'll want to read: one on the HBM shortage reshaping the chip market, one on what...
Hormel Modernizes Supply Chain with AI Planning Platform
Hormel Foods has rolled out the o9 artificial‑intelligence planning platform across more than 70 of its facilities, linking demand, supply and inventory in a single system. The deployment, completed between March and December 2025, aims to shift the company from...
Meta Hires Ex‑ByteDance Exec Xu Rui to Lead AI Hardware
Who is Xu Rui, the ex-ByteDance executive tapped by Meta to lead AI hardware? Xu, a graduate of Harbin Institute of Technology.... https://t.co/hAA1jCYNZG
AI Turns Specialists Into Scalable Generalist‑Specialists in Healthcare
In @Health_Affairs Scholar, @bobkocher, Siobhan Nolan Mangini (both of @Venrock) and I argue that – by scaling specialist-level knowledge – AI will create, in essence, the "generalist-specialist." We explore the far-reaching implications for healthcare. https://t.co/FozKzBoINd

The Most Important AI Skill Has Little to Do With Prompting (And A Lot to Do With How Humans Learn)
The article argues that the most valuable AI capability isn’t clever prompting but the ability to structure interactions as reusable "Skills," akin to an employee following a standard operating procedure. Choosing the right model—Claude Opus for deep reasoning or Gemini...
MIT Professor Warns AI's Major Flaw in Finance Advice
AI has a big problem when it comes to financial advice, MIT professor says. https://t.co/b2VMAS1AcK
Beware AI‑generated Fake Artemis II Images; Use Official Source
PSA: The amount of AI generated absolute garbage being used by conspiracy theorists AND unbeknownst enthusiasts is ALARMING. If you want REAL images from Artemis II, here's the best source - https://t.co/gXuDxbtsfH

A YC Startup Just Beat Claude Code, Cursor, and Gemini at Code Review
YC‑backed startup cubic has topped Martian’s independent Code Review Bench, posting a 61% F1 score that outpaces rivals Claude Code, Cursor BugBot, Gemini and others. The benchmark shows cubic’s lead is larger than the combined gap between the second‑place tool...

MIT's OSGym Enables Scalable Training of Computer-Using AI
How do you train AI agents that can use computers like humans? 🧵 MIT CSAIL researchers introduce "OSGym": scalable OS infrastructure to improve the capabilities of computer use agents. It introduces large-scale training made possible by extensive infrastructure optimization: https://t.co/vALL4TL5BX
AGI Triggers Cambrian-Scale Evolution in Decades
If AGI is here (which I think it is) then reality itself will start to shift faster and faster. Don't think Industrial era, think Cambrian Era but 10 to 25 million years compressed into decades.

AI Agents Now Have Their Own Job Board
Monday.com has launched Agentalent.ai, a managed marketplace where enterprises can post, evaluate, and hire AI agents as digital employees. The platform mirrors traditional recruitment, offering role definitions, candidate vetting, and onboarding within monday.com workflows. Built with AWS and Anthropic, agents...
AI Cuts DSO, Ends Manual Billing Era
99% of companies using AI in accounts receivable have cut their DSO. three quarters reduced it by six or more days. the manual billing era is ending. the only question is whether you're ahead of it or behind it.
Morphic's Workflows Turn One Image Into Animated Video
Holy sh*t. Dropping one image in and watching it automatically predict 9 scenes, upscale every frame, animate them, and stitch together a compiled video 🤯 @Morphic just dropped ‘Workflows’. You bring the image. It handles everything after. Following closely 👀

AI Chooses Same B2C or B2B Paths as Others
AI has the same choice in business models as everyone else: B2C and B2B. from @berber_jin1 https://t.co/WVtTCdWPLx

AI-Powered Digital Forestry Streamlines City Tree Inventories
AI and digital forestry will help cities conduct tree inventories easily, quickly, and thoroughly. https://t.co/oZkG1xDMYJ #infrastructure #IoT #AI #5G #cloud #edge #futureofwork @PurdueAg https://t.co/nkxlc4g8Ur
LLMs Mimic Humans; Agents Mimic Organizations, Enabling Cheap Delegation
It is weird that you can approach LLMs as reasonable approximations of humans and get good results, but it is even weirder that you can approach agents as reasonable approximations of organizations (higher ability work is expensive so delegation is...
Boards Win by Strategically Leveraging AI
RT @VisionEdgeMktg 🤖 Boards winning right now aren't ignoring AI, they're strategically leveraging it. Here's how private company boards unlock AI's power. https://t.co/RdWx8f8aIQ #Leadership #AI #Strategy

Gamma Imagine Creates Professional Visuals Instantly, No Designer Needed
🚨 Gamma just made hiring a designer for every presentation completely unnecessary. It's called Gamma Imagine and it turns any idea into a professional visual in seconds. No design skills. No tool switching. No templates. https://t.co/Oq0aigotqu
ChatGPT Struggles with Raw Text Extraction, Claude Outperforms
Been using ChatGPT versus Claude to scrape text out of public domain documents (district court opinions) for a book. I thought it would be a similar experience, but ChatGPT is MUCH WORSE -- it keeps editing the text,...
Treat Anthropic Tokens as Luxury, Use Open Models Daily
How to save on your compounding token costs esp after Anthropic bottlenecked OpenClaw hardcore. Anthropic tokens are your luxury car. Open model tokens are your daily driver:
UnitedHealth's $3 B AI Bet Promises Patient Benefits
UnitedHealth Group + AI +Polk winner @caseymross = A must read. $UNH is making a $3 billion bet on AI. What does it mean for patients? https://t.co/irkyZi8Wj6

AI’s 15‑Year Evolution Explored in New Book
Just finished this riveting, fact-based, storytelling book on how AI rose in the past 15+ years to where it is today, by @scmallaby, featuring @demishassabis and @GoogleDeepMind. Join Sebastian and me for a Ground Truths live podcast tomorrow 12N PT https://t.co/YllXW9J82k...
Chinese AI Firms Battle over Anthropic’s OpenClaw Exit
Chinese AI rivals clash over Anthropic’s OpenClaw exit amid global token crunch https://t.co/LXNOANMdV8 via @scmpnews