Today's AI Pulse

Odyssey lands $310M Series B, valued at $1.45B
Odyssey announced a $310 million Series B round that values the AI lab at $1.45 billion. The round was led by Natural Capital and included backers such as Amazon, AMD Ventures, GV, EQT and IQT. In parallel, Odyssey struck a preferred‑cloud deal with AWS to use Trainium silicon for large‑scale model training.
Also developing:
AdaptlyPost Unveils AI-First Social Media Scheduler with Agentic AI Integration
AdaptlyPost introduced an AI-first social media scheduling platform that automates caption writing, image generation, and cross‑platform publishing for creators, agencies and businesses. The tool supports nine networks and native agentic AI workflows via OpenClaw and the Model Context Protocol, promising to slash the average 20‑plus hours social managers spend each week on manual tasks.
Canva CTO Brendan Humphreys Departs After 12 Years as AI Push Fuels IPO Drive
Canva announced that CTO Brendan Humphreys will exit the role after a 12‑year tenure, transitioning to an advisory position. The change comes as the company accelerates its AI 2.0 rollout and targets a public listing in 2027.
AI Day‑Trading Bot Loses $10,000 on Nvidia Surge, Highlights Limits of Options AI
Software engineer Jake Nesler’s AI‑driven day‑trading bot avoided a Nvidia rally, sparing an estimated $10,000 loss, but posted a modest 7% monthly return after a week of mixed results. The experiment spotlights the difficulty of coaxing large‑language models into aggressive...
GenieAI Launches Genie 3.0, AI‑driven Platform to Automate Complex Contracts
GenieAI, the UK legal‑tech firm backed by Google, rolled out Genie 3.0, a platform that uses AI agents to run entire contract‑drafting and negotiation workflows. The launch targets more than 5.7 million private‑sector businesses and claims to serve over 200,000 users, promising...
Google Appoints Anshul Sheopuri VP of Global HR Operations, AI Innovation
Google announced the appointment of Anshul Sheopuri as Vice President of Global HR Operations and AI Innovation. The former Mastercard executive will lead a worldwide effort to embed artificial intelligence and data analytics into Google’s people processes, a move that underscores...

Turning Angry Reviews Into Loyal Customers
The post shares four custom AI prompts that help businesses transform 1‑star reviews into brand‑building opportunities. It explains why generic, automated apologies backfire and illustrates the approach with a real‑world case of an event‑services entrepreneur. The author cites a 2026...
EA Automatic Deploys Hybrid AI to Redefine Investment Leadership
EA Automatic announced a hybrid artificial‑intelligence platform that merges machine‑learning analytics with human‑informed strategy, moving the firm from rule‑based execution to adaptive investment leadership. The new framework promises real‑time strategy adjustment and personalized growth plans for investors, signaling a shift...

Google Admits AI's Black‑box Nature Hinders Ranking Debugging
Some interesting nuggets from the latest Search Off The Record Podcast about Google using AI in Search rankings. Here is Google's Nikola Todorovic, Director of Software Engineering at Google Search, about how AI is used to impact rankings and why...
Microsoft CFO Signals Ongoing Workforce Cuts as AI Spending Soars
Microsoft CFO Amy Hood announced that the company expects headcount to fall year‑over‑year even as its AI business reaches a $37 billion annual revenue run rate. The move, paired with a voluntary retirement program covering roughly 8,700 U.S. employees, underscores a...

The $30B Paper Tiger: Anthropic’s Hidden Fragility
Anthropic announced a dramatic jump to roughly $30 billion in annual recurring revenue within 27 months, overtaking OpenAI in headline earnings. The surge unfolded alongside a ten‑hour outage, a massive 512,000‑line code leak, and concerns that its flagship model is both...
Sparrow XPL Launches TwinShip, the First ADIOS Logistics Platform
Sparrow XPL, Australia’s AI‑native freight‑tech firm, announced the market launch of TwinShip, the world’s first ADIOS (Agentic Digital Intelligence Operating System) platform for logistics. The system integrates directly with enterprise ERPs, creating a live digital twin that can think, decide...
AWS Transform Introduces AI‑Driven Tool to Cut BI Migration to QuickSight to Days
AWS announced that its Transform service now offers AI‑powered agents that automate the migration of Tableau and Power BI dashboards to Amazon QuickSight. The new chat‑based workflow promises to shrink migration timelines from months to days, addressing a long‑standing bottleneck for...
MIT and IBM Launch Joint Lab to Fuse AI with Quantum Computing
IBM and the Massachusetts Institute of Technology announced the creation of the MIT‑IBM Computing Research Lab, expanding their 2017 Watson AI partnership to include quantum computing. The lab will bring together senior researchers, co‑directors, and a planned 750‑person Chicago hub...
IBM's 'Bob' AI Assistant Boosts Developer Productivity 45% for 80,000 Users
IBM unveiled its AI‑driven developer platform Bob, now used by more than 80,000 engineers and delivering an average 45% productivity uplift. The tool focuses on enterprise governance, auditability, and cost‑aware model routing, positioning IBM against consumer‑oriented code assistants.
Dyson Launches $1,200 Spot & Scrub AI Robot Vacuum‑mop, Co‑engineered with Third‑party Motor
Dyson unveiled its Spot & Scrub AI robot vacuum‑mop at $1,200, confirming the device uses a partner‑sourced motor rather than a Dyson‑built V10. The move blends Dyson’s AI and dock technology with external hardware to compete with Chinese rivals.
Orbs Unveils SPOT, First AI‑Native DeFi Trading Interface
Orbs announced SPOT, the first Layer‑3 protocol built for AI agents to place gas‑less orders on more than 25 decentralized exchanges. The interface supports market, limit, TWAP, stop‑loss and take‑profit swaps without custodial risk, leveraging Orbs’ $3 billion cumulative trading volume....
Lift AI Unveils 85%‑Accurate Buyer Probability Scoring to Transform B2B GTM
Lift AI announced a Website Buyer Probability Scoring system that predicts a visitor’s likelihood to purchase with over 85% accuracy. The tool shifts GTM teams from fragmented intent signals to real‑time behavioral context, aiming to lift pipeline conversion and reduce...
DeepMind Veteran David Silver Secures $1.1 B for Reinforcement‑Learning AI Startup
DeepMind veteran David Silver closed a $1.1 billion financing round for his new company Ineffable Intelligence, valuing the startup at $5.1 billion. The funding backs a strategy that favors reinforcement learning and self‑play simulations over the large language models dominating the market.
AI Cost Optimization Evolves Into Dedicated Corporate Role
AI cost optimization is about to become its own job inside the company. We are putting everything into Nemo Claw, the enterprise version of OpenClaw, because the goal is bigger than just giving people agents. The agent should understand the company, the...
Warren Buffett's Exit as CEO Doesn't Mean Berkshire Is Going All in on AI, Greg Abel Says
Greg Abel, who took over as Berkshire Hathaway CEO in January, told shareholders the conglomerate will not bet the farm on artificial intelligence. He stressed that AI must be "additive to our businesses" and will be deployed only where it...

An AI Analysis of Qualcomm: The Edge Is Where AI Will Live
Qualcomm is positioning itself as the primary supplier of edge‑AI silicon as artificial intelligence moves from data‑center servers to billions of endpoint devices. The company’s Snapdragon line, built over two decades for power‑efficient inference, targets smartphones, PCs, cars, industrial sensors...
Nebius Earnings Preview: Why Nebius Spent $643M On Eigen And What It Means
Nebius Group (NBIS) is rated a Buy ahead of its May 12 earnings as it shifts toward a vertically integrated AI inference platform. The recent $643 million acquisition of Eigen bolsters its Token Factory with inference‑optimization technology, promising higher GPU utilization and...
These 3 Companies Are Keeping the Lights on for AI’s Energy Demand — and Cashing In
AI’s soaring compute needs are creating a $85 trillion infrastructure demand, dwarfing the $120 trillion global economy. The article highlights three companies that profit from the energy backbone: Williams Companies moving natural gas, Eaton providing data‑center power equipment, and Cameco supplying uranium...
Companies Fund AI APIs to Boost Revenue, Not Necessity
Well, one fucked up and non obvious part of the answer could be that certain folks are paying massive amounts to them to distill the model via API. But the revenue is so worthwhile that they could stop it but...

Refusing Virus Discussion Harms AI Biosecurity Progress
I could not agree more. I get refusals if I even mention the viruses I work on. That’s why @JumoDr & I are using our reckless virology experience to explain why this is baseless & hinders AI biosecurity & scientific...

In AI-Era: Interval CRC Incidence Down, Adenoma Detection Up
A retrospective analysis of more than 1.5 million colonoscopies across 67 U.S. health systems found that the AI‑assisted colonoscopy era (2022‑2025) cut interval colorectal cancer incidence by 47% compared with the pre‑AI period (2015‑2019). Adenoma detection rates doubled to 3.6% and...

One‑time Tweaks Slash Claude Token Usage by 15%
reduced my token baseline by 15% after this one-time set up 5 easy once-and-forget fixes for your Claude Code. * this is “weird things I do to stay ahead of AI” series Btw, I’ve run a test to compare before and after, and...

Performance‑First Proxy Tracking Saves Costs and Student Frustration
My students burnt 4.7 billion tokens in 30 days, and I spent over $15,000 on Anthropic credits. It was totally worth it, and here's what I learned: - Proxy tracking is good, but it needs to be performant, otherwise, your students...

🤖 AI Agents Weekly: Codex for Everyday Work, Cursor SDK, Mistral Workflows, LLM Knowledge Bases, Agentic Harness Engineering, and More
OpenAI has expanded its Codex agent from a pure coding tool into a general‑purpose work assistant. The new version offers role‑based onboarding for finance, marketing, data‑science and operations teams, and integrates directly with Google Docs, Sheets and Slides. Codex’s computer‑use...

AI Has All the Answers. You’re Just Asking the Wrong Questions
AI projects are faltering not because the technology is immature, but because organizations ask vague questions and feed poor data. S&P Global Market Intelligence found 42 % of firms abandoned most AI proof‑of‑concepts within a year, and RAND attributes failures mainly...
OpenAI's Red Line for AI Self-Improvement Is Fundamentally Flawed
OpenAI’s Preparedness Framework v2 sets a “Critical” red line for AI self‑improvement based on a lagging indicator of five‑fold generational acceleration sustained for several months, and a leading indicator of a superhuman research‑scientist agent. The analysis argues the lagging trigger...

Economics of a Megawatt of AI Data Center
Cruseo CEO Lochmiller detailed unit economics for a megawatt of AI data‑center capacity. Up‑front capex averages $59 M per MW, split roughly half for GPUs, CPUs and networking and half for building and power infrastructure. Annual revenue from pure infrastructure leasing...
The Orchestration of Clinical Intelligence: Anthropic Claude and the Healthcare Ecosystem in 2030
Anthropic’s Claude has become the foundational clinical AI platform by 2030, leveraging Constitutional AI and the Model Context Protocol to integrate safely with EHRs and regulated workflows. The healthcare‑AI market grew from $36.7 B in 2025 to a 39% CAGR, driven...

Are Your AI Deployments Quantum-Resistant? How to Protect Against Future Cyberattacks
AI deployments still depend on RSA and ECC encryption, which are vulnerable to future quantum attacks. The article warns that adversaries are already harvesting encrypted traffic for a “store now, decrypt later” (SNDL) strategy, turning today’s data into tomorrow’s open...

Add a Data Layer to Prompt Better AI Apps
Most people give AI one-line prompts and wonder why their app looks like slop. My next guest, Ravi, has built a 3-layer context system that fixes this: → Functional: What the app does. → Visual: What the app looks like. → Data: How the...
Inference Shift Set to Drive 60% Gross Margin by 2026
As we have been saying, inference will generate much better margins. In our Anthropic note, we project a 60ish % blended GM average for 2026, and the only barrier to full upside in blended is the shift to inference...

AI Risks Keep Me up at Night, Says Kotak Bank CEO
Kotak Mahindra Bank CEO Ashok Vaswani warned that AI‑driven cyber threats are now moving at machine speed, forcing banks to overhaul detection and patching processes. The concern prompted Finance Minister Nirmala Sitharaman to direct banks to prioritize AI‑related cyber defenses and...
AI‑Powered 80‑Agent Stack Beats Wholesaler Costs
Asset manager sales teams are still working off lists assembled by hand. AI changes the unit economics: an 80-agent stack that produces, qualifies, and personalizes outreach 24/7 — at a cost lower than one wholesaler. https://t.co/0Kbbd3qyUD
AI Spending Soars While Jobs Vanish: 2026 Reality
$115 billion in AI capex. 8,000 jobs cut. Same company. Same fiscal cycle. Most companies don't have a named owner for this conversation. One page. Six signatures. That's what AI Total Cost of Ownership looks like in 2026.
More Americans Are Asking AI for Money Advice – and Revealing Too Much Personal Information. What You Should Not Share
A 2026 TD Bank survey shows 55% of Americans now rely on AI for financial advice, up sharply from 10% a year earlier. Users turn to large language models for budgeting, investing and retirement queries, but a 2024 Cisco study found...
All Viable Accelerators Could Win Hyperscaler Adoption.
I maintain my thesis that all viable compute (in this context accelerators) has a chance of being adopted by hyperscalers and frontier labs. Hence why @cerebras is getting more attention and now @tenstorrent. BUT, @AMD has more upside, and maybe...

GBrain 0.25.1 Adds Book‑Mirror: Contextual EPUB Insights
GBrain v0.25.1 now ships with the book-mirror skillpack by default. Yes, you can upload an epub and if your brain is full of knowledge about you, it'll relate each idea to something you are working on, care about, or are...

Why Vibe Coding Isn’t the End of the Software Engineer
Generative AI has turned coding into a prompt‑driven activity known as “vibe coding,” enabling non‑technical users like a West Virginia warehouse owner and a designer to build functional apps quickly. Google Cloud AI director Addy Osmani warns that while vibe...

Neural Nets Solve Programming; Scaling Makes It Viable
Professor Hamming called it: neural nets were the solution to the programming problem. Ilya had to point to scaling for it to work. https://t.co/6FqaXoi5Ct
ByteDance's AI-Designed Therapies Spotlight Global Progress
ByteDance’s drug unit presents AI-designed therapies at global conferences Yes this is reality of AI applications, but we are "winning" by slowng Chinese company progress on AI? https://t.co/G3lIeOAddU

AI Agents Are About to Route Around Every Tool that Can't Pass 5 Structural Tests. Here's the Diagnostic.
The episode explores how issue trackers—tools like JIRA that were never intended for AI—have unexpectedly become critical infrastructure for AI agents in 2026. These systems provide essential features such as state management, ownership, permissions, and historical context, allowing agents to...
Adapt, Don’t Shield: Parenting in the AI Age
Parenting in the AI era is becoming more uncertain. Trying to fully “AI-proof” children’s education or choices may be unrealistic, as the technology is already embedded across learning and daily life. The perspective is sobering. Adaptation may matter more than protection. https://t.co/5gzeshJuD7...
AI Robots Harvest Ripe Tomatoes in Dutch Fields
This is how AI-powered robots are used to pick ripe tomatoes in the Netherlands https://t.co/oz30ypIkYX
![A $1.1M Generative Recommender That Collapsed Into a 2000 Video Loop [Edition #7]](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://substackcdn.com/image/fetch/$s_!INXp!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F486d4b79-6177-4bf3-b025-c4abbc2aa8c4_944x944.png)
A $1.1M Generative Recommender That Collapsed Into a 2000 Video Loop [Edition #7]
StreamPulse, a Series C video‑first platform with 200 million daily users, swapped its legacy two‑stage recommendation pipeline for a generative semantic retrieval system built on a 1.2 billion‑parameter transformer decoder. The new architecture predicts “Semantic IDs” from user histories, cutting latency to...
AI Advances Prompt Humanity's Return to Wisdom
🤔As artificial intelligence gets smarter, can humanity grow wiser? 👉The Ultimate Paradox: How AI Leads Us Back to Our Humanity https://t.co/IErcgfN3Jo