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:

AI Is Here. You Can Stop Investing in Two Futures
Higher education is at a tipping point where incremental digital upgrades give way to a full AI‑driven transformation. Campus leaders are still hedging with half‑measures, maintaining legacy systems while dabbling in pilot AI projects, a strategy the author argues is unsustainable. The piece calls for a decisive shift: abandon the dual‑future approach, align AI adoption with institutional mission, and reposition IT as a strategic partner. Without this, colleges risk becoming costly observers rather than participants in the next era of learning.
Netflix to Roll Out Vertical Video Feed, AI Recommendations in Mobile Redesign
Netflix announced a mobile redesign that will introduce a vertical video discovery feed by the end of April, expanding its catalog to include video podcasts. The overhaul also incorporates new generative AI models to sharpen content recommendations and enable advanced...

20,000 Workers. 30 Years. 2.3 Million Stones. .
Last week the Manpower CEO and leadership team visited Egypt to pilot AI agents across their staffing and recruiting operations. The experience of standing before the pyramids sparked a lesson: massive projects succeed through orchestrated work systems, not isolated tools....
AI Helps, But Human Insight Still Drives Bookkeeping
I keep seeing the same take in every bookkeeping group. AI is going to replace us. Sure, AI can categorize and reconcile. But it's working from the context you give it and if you don't understand your financials well enough to...
AI Writes Personalized B2B Cold Emails That Get Replies
I built a skill that writes B2B cold emails that actually get replies — personalized openers, value-driven body copy, and multi-touch follow-up sequences. You give it who you're writing to, what you want, and your proof point. It writes emails that...

WeRide Expands WRD 3.0 Across Multiple Chip Platforms
WeRide announced that its WRD 3.0 advanced driver assistance system is now compatible with multiple chip platforms, including NVIDIA DRIVE, Qualcomm Snapdragon and SiEngine’s StarLight AD1000. The expansion enables automakers to deploy L2++ ADAS across a range of computing power—from...

5 New AI Tools that Actually Save Time
The article spotlights two emerging AI‑powered productivity tools—Kraa, a free minimalist publishing platform, and Leonardo AI Blueprints, a Canva‑owned visual editor that applies styles to images without complex prompts. Both services aim to replace heavier, traditional solutions by offering quick,...

2027 AI Race: Alignment Determines Humanity’s Survival
🚨 From Agent-1 to Superintelligence: The AI 2027 Scenario The AI 2027 Report outlines one of the most thought-provoking trajectories for artificial intelligence: a rapid evolution from simple assistants (Agent-1) to autonomous, adversarially misaligned systems (Agent-4) and ultimately to Agent-5 —...

Disneyland Guests Can Opt Out of Facial Recognition at Entry
Disneyland and Disney California Adventure have launched a facial‑recognition entry system that matches guests’ faces to the image stored when they first used a ticket or pass. The resort also provides clearly marked lanes where guests can opt out, with...

Microsoft Adds Contextual Offer Highlights to Copilot Ads
Offer Highlights in Copilot -> Microsoft Merchant Center Now Supports 'Highlights for Copilot' From Microsoft Ads: "We’re introducing Offer Highlights, new ad experiences that enable brands to promote key product differentiators within the context of Copilot conversations. More than showing traditional...

The High Ground of Intelligence – AI Must Not Mirror Confusion – It Must Stabilize Clarity
The post warns that artificial intelligence is increasingly shaping daily life, especially for teens who spend the majority of their time online. It highlights research from MIT that identifies a risky feedback loop called “delusional spiraling,” where chatbots reinforce users’...
AI Tools Deliver 19x ROI over Human Labor
just reviewed our numbers. we spend $2,400/month on AI tools. they replace roughly $47K/month in human labor costs. that's a 19x return. and the AI doesn't call in sick, doesn't need a 1-on-1, and doesn't have a 'creative block.' still think AI is...

Salesforce to Hire 1,000 Grads and Interns, Defying AI Job-Killing Fears
Salesforce CEO Marc Benioff announced a plan to hire 1,000 recent graduates and interns to work on the company’s flagship AI initiatives, Agentforce and Headless 360. The hiring wave follows a February layoff of roughly 1,000 employees, including staff from the...

One in Four Retail Tech Providers Say AI Is Overhyped
A survey of retail‑technology providers at the Retail Technology Show 2026 found that 24% consider AI overhyped or confusing. While 34% say AI helps differentiate their solutions, 30% say it raises buyer expectations and 18% claim it adds market noise....

Securing the Vibe: Tanya Janca on AI-Generated Code, Mythos, and the New AppSec Reality
In this episode of the Resilient Cyber Show, host Chris Hughes talks with application security veteran Tanya Janca about the rapid shift from traditional DevSecOps to "vibe coding," where AI generates most of the code with little human oversight. Janca...
AI Max Generates Custom Ad Copy Using Existing Text
Interesting, AI labels for AI-generated ads? I'm assuming this is tied to AI Max campaigns... but maybe someone on the ads side could provide more info. From the AI Max Google documentation: "Text customization: This uses text from your existing ads,...

ChatGPT Generates Real‑World Running Plan That Works
I asked ChatGPT to build me a running training plan instead of hiring a trainer. I wanted to test one thing. If I give ChatGPT all my data (Strava history, PRs, volume...), does the plan it builds actually work? Will I...

NAB Show 2026: Hydrolix Powers AWS Agentic Intelligent Operations for Streaming Media
Hydrolix announced that its real‑time data platform powers AWS’s Agentic Intelligent Operations for Streaming Media, showcased at NAB Show 2026. The solution couples Hydrolix’s Model Context Protocol (MCP) server with Amazon Bedrock AgentCore and the AWS Strands SDK, letting AI...

Ep 764: ChatGPT’s New Agents and GPT-5.5, Google Unveils New Agents, Mythos Leaks on Discord and More AI News that...
The episode recaps a week of major AI developments, highlighting OpenAI's launch of GPT‑5.5, the new Images 2 model, and cloud‑based Workspace Agents for ChatGPT Business users. It also covers Google's rollout of Gemini across Workspace apps and the White House's...

Why AI Is the Greatest Tool Since the Internet
In this episode Gary Vaynerchuk argues that AI is the most transformative technology since the internet, especially for ambitious young people in emerging markets like India. He urges 27‑year‑olds to commit to intensive AI education, noting that the low barrier...

10 Python Libraries for Building LLM Applications
The KDnuggets article outlines ten Python libraries that streamline the development of large language model (LLM) applications, from model loading and fine‑tuning to retrieval‑augmented generation, multi‑agent orchestration, and evaluation. Core tools like Transformers and vLLM handle model access and high‑throughput...

The AI Orchestrator's Leverage Points
AI orchestrators must look beyond surface-level metrics to the deeper rules, goals, and paradigms that drive system behavior, echoing Donella Meadows' leverage points theory. In modern agentic architectures, prompt engineering functions as an engineered architecture that can implicitly set temperature...

Photonics May Unlock AI’s Data‑Movement Bottleneck
Why Photonics Could Decide the Future of AI Infrastructure Generative AI is turning data movement into one of the biggest constraints in modern data centers. Training clusters now span tens or hundreds of thousands of GPUs. Model sizes have moved beyond 100T...

Mythos Changed the Math on Vulnerability Discovery. Most Teams Aren't Ready for the Remediation Side
Anthropic’s Claude Mythos AI dramatically accelerates vulnerability discovery, promising ten‑fold higher finding rates than traditional pentests. However, the article warns that most organizations lack the remediation infrastructure to handle the surge, creating a widening gap between detection and fix. It...

EE TV Targets “Doombrowsing” With AI Search Tools
EE TV, owned by BT, introduced two AI‑driven discovery tools—Smart Search and Mood Matcher—to combat the “doombrowsing” habit that costs UK viewers an average of 28 hours a year searching for content. Smart Search lets users enter natural‑language queries covering mood,...

AI Overviews Boost Google Organic Click-Through Rates
Google click through rates for organic results with AI Overviews improving, shows new report https://www.seroundtable.com/google-ctr-improving-aui-overviews-41222.html

Google Once Again Ramps up Funding for Anthropic
Google announced a new investment of up to $40 billion in Anthropic, delivering $10 billion in cash immediately and pledging an additional $30 billion tied to performance milestones. The deal builds on prior commitments of $2 billion in 2023 and $1 billion in 2025, plus...

Maryna Viazovska’s Proofs of Sphere Packing Formalized with AI
Maryna Viazovska’s landmark proofs that the E₈ and Leech lattices give the densest sphere packings in dimensions 8 and 24 have been fully formalized using the Lean proof assistant and an AI system called Gauss. The AI accelerated the 8‑dimensional...

When AI Shops for Us, What Do Brands Lose?
Google is converting its Gemini large‑language model into a direct shopping storefront, allowing users to browse and complete purchases without leaving the chat. The move follows a 632% year‑over‑year surge in AI‑referred traffic, even as traditional organic search fell 9%,...

AI Productivity Growth Won’t Match the Computer Revolution
The article argues that AI will not replicate the productivity surge of the late‑1990s computer boom, where output per hour grew about 3% annually. While AI promises task automation, the technology creates bottlenecks—data quality, talent gaps, and integration challenges—that constrain...
3,000 Images, Zero Dialogue: How This Studio Made AI Films Without Sacrificing the Creative Soul
Purga Films and Gut produced three AI‑generated short films—mafia, Western, and samurai—using roughly 3,000 AI‑created images each and no spoken dialogue, substituting Lorem Ipsum placeholder text. Completed in three months, the project showcases how AI can deliver cinematic visuals while...

Board Oversight of AI: Do Boards Need AI Experts?
Boards are grappling with how to oversee rapidly expanding AI initiatives while meeting fiduciary duties. The article outlines three considerations: the scarcity and governance challenges of appointing a dedicated AI expert, the legal ability to rely on management and outside...

Bing Experiments with Fewer Clickable Links in Copilot
Bing is testing less clickable links in the Copilot search results https://www.seroundtable.com/bing-less-clickable-links-41208.html #bing #microsoft #copilot #ai

Adversaries You Might Meet Negotiating an AI-Friendly ESI Protocol: Artificial Intelligence Trends
The article identifies a "Willing Collaborator" as a key adversary in negotiations over AI‑friendly ESI protocols. This party is cooperative, curious, and already using generative AI, seeking clear, defensible validation workflows that can be explained to a judge. The piece...
AI-Enhanced Deliberative Democracy and the Future of the Collective Will
Manon Revel and Théophile Pénigaud examine AI‑enhanced deliberative democracy, outlining computational frameworks that aim to aggregate collective preferences more accurately than traditional opinion polls. They argue that preferences are shaped by context, making AI a potential discovery tool for uncovering...

Teach Your Agents to Manage Up
The post shows how to train AI agents—like the OpenClaw/Hermes “Claw”—to manage up by treating them as outcome‑focused employees rather than generic tools. The author shares a six‑step prompt that forces the agent to repeat back the task, outline steps,...
Never Let AI Guess: It Can Erase Production Data
an AI agent literally destroyed all of this guy's production data 🤯 Total AI disaster, yet totally predictable. here's the story: > Cursor agent (Opus 4.6) tries to fix a staging bug > Finds an unscoped Railway CLI token > Guesses an API call > Wipes...
Deploy AI‑generated Verified Code, Not the AI Itself
As neural-network-based AI gets ever smarter, we won't need to deploy it for safety-critical applications, since we can instead deploy formally verified software that it creates:

Regulators Target Hotel AI Use Over Data Privacy
Regulators turn attention to hotel AI governance “Hotels are increasingly deploying AI for functions such as … dynamic pricing, and personalised marketing. These systems rely on large volumes of behavioural and transactional data, raising questions about consent, storage, and secondary...
AI‑induced Psychosis Is Rare, Says Harvard Psychiatrist
What to make of ‘AI psychosis’? — Harvard psychiatrist John Torous warns against the panic that LLMs are literally making people mad: "I feel comfortable saying that AI as a catalyst of psychosis is very rare." https://t.co/T9dEfQ22in
Humanoid Robot Reads Emotions, Reacts Like Human
AI Q: The Emotion-Reading Humanoid #Robot That Reacts Like a Real Being via @XRoboHub #Robots #ArtificialIntelligence #Innovation #Technology #Tech https://t.co/DHMw3OoLBM
SpaceX’s $60B Cursor Deal Puts Nvidia in Tight Spot
SpaceX securing the right to acquire AI coding startup Cursor for $60 billion creates potential tension for Nvidia, which both uses and invests in the company while also expanding a competing tool from OpenAI. My latest Tech in Depth @technology
Banks Must Move From Pilot to Real‑Time AI Decisions
The era of the reactive bank is over. Leading institutions are already using AI to drive real time decisions and outcomes. On Banking Transformed, I explore why most banks are still stuck in pilot mode. 👉 Watch the full episode: https://t.co/P54LuzdywH...

Beyond Automation: Achieve True AI Maturity in Finance
You automated processes. But are you AI mature? Lawrence Maisel & Anna Tiomina show the journey: data → automation → predictive insight → beyond. Most teams stop earlier than they think. 🔗 https://t.co/zsQBN3Cpbd #fpatrends #aiinfinance #generativeai https://t.co/DBx2HQisK3
Create Slides Fast with Gemini AI Guide
🔑 Not sure where to start with AI-powered slide creation? ✨ My latest blog post walks you through every step using Gemini. 🔗 Examples and ideas are all waiting for you. https://t.co/ItAW6Egcmr
Musk Claims AI Abundance Will Render Retirement Savings Obsolete
Doofus. Elon Musk says saving for retirement is irrelevant because AI is going to create a world of abundance: ‘It won’t matter’ https://t.co/JoRbg1kZ9I

UAE Bots Deploy Scripted Replies Favoring Their Nation
I don't know if any of you have noticed, but there's a bunch of UAE bots here who argue exactly alike in replies. Goes like this: 1. An AI conclusion sentence. 2. UAE positive framing 3. Other country (somehow Canada often, randomly) negative...
Personal Model Benchmarks: No Coding Required
Best way to evaluate models against each other, and test if new model releases are better for personalized use cases and workflows. You don’t have to be a developer to be using personal evals and benchmarks.
Bank‑Owned AI Financial Assistants Ensure Liability and Trust
I can imagine a personal financial assistant AI but you’d want it owned by your bank so that it’s liable. You want the people responsible for your money to be credible at paying it back if the AI messes up.
Skild Brain Teams with Jetson Thor for Advanced Robotics
Skild Brain Pairs With Jetson Thor to Power Next-Gen #Robotics Intelligence by @CyberRobooo #Robot #Engineering #Innovation #Technology https://t.co/6tVH6PoYzn