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:
UK Government Yet to Pilot OpenAI Tools Eight Months After Deal
The United Kingdom has not started any trial of OpenAI's artificial‑intelligence tools despite a partnership agreement signed eight months ago. Officials cite policy, procurement and implementation hurdles as the cause of the delay, underscoring broader governance challenges for governments adopting advanced AI.
Speed without Direction Makes LLMs Useless
Velocity is a vector of speed and direction. If you use LLMs only to improve speed without carefully aligning the direction you'll end up building something useless.
AI Threat: Losing Jobs to Better AI Users
The most dangerous thing about AI isn't that it takes your job. It's that it gives your job to someone who uses AI better than you. Andrej Karpathy just published a tool that maps every job in America by AI exposure.
What Happens If AI Makes Things Too Easy for Us?
A recent commentary, "Against Frictionless AI," argues that AI tools are removing essential cognitive and social friction, undermining learning, motivation, and relationship building. The authors, psychologists from the University of Toronto, warn that effortless AI outputs can erode skill development,...
AI's Future: Imagination Trumps Speedy Coding
The way work is changing in AI is becoming visible even among its builders. One of @OpenAI’s cofounders says he hasn’t written code in months, instead focusing on understanding what is now possible. That shift signals that the constraint is no...
AI Boosts Consultants, but Blame Liability Drives Demand
I believe AI can produce highly insightful and competent consulting work. But the value of consulting is not so much the consulting as the outsourcing of blame/liability. Until we can sue AI agents for poor outcomes, there will be a...
OpenAI's Data Center Pivot Underscores Wall Street Spending Concerns Ahead of IPO
OpenAI is abandoning plans to build its own data centers, opting instead to lease cloud capacity from partners like Oracle, Microsoft and Amazon after a severe weather‑related outage in Texas highlighted construction risks. The shift comes as the company prepares...
One Prompt, Full Business Automation with Exova AI
🚨IT’S OVER. Exova AI agents now run your business across content, emails, and support. One instruction → everything runs. Like ChatGPT… but it actually does the work. 👇🏻
AI's Speed May Undermine Deep Learning Through Lost Friction
Could AI's efficiency be eroding our learning experiences? Explore the debate on the value of friction in cognitive tasks. https://spectrum.ieee.org/frictionless-ai-psychology?share_id=9275818
MODEX 2026 Preview: AI, Robotics & Supply Chain Innovation Take Center Stage
MODEX 2026, scheduled for April 13‑16 at Atlanta’s Georgia World Congress Center, will host over 1,000 exhibitors and more than 200 free educational sessions focused on AI, robotics, and supply‑chain digital transformation. The agenda features high‑profile keynote speakers such as...
AI's Shortcut Threatens Deep Skill Development
I've been thinking about the impact of AI a lot. And you might not like all my opinions: 1. AI is a NUANCED tool. And unfortunately, most people can't hold 2 opposing ideas in their head at the same time. 2. The more...
Human Learning Is Process‑based; LLMs Learn only From Outcomes
Both humans and LLMs use reinforcement to learn. But the mechanism is not the same. When you learn a climbing move, the feedback is continuous. You fall, adjust your grip, shift weight, feel tension through your body. Your internal model updates in...
What if the Next Great Astronomer Isn't Human? How AI Is Revolutionizing Our Study of the Cosmos
AI framework MadEvolve combines large language models with evolutionary programming to auto‑optimize cosmology code. The system has already uncovered 1,300 anomalous objects in archival Hubble data and set new performance records in reconstructing the universe’s initial conditions. By restricting LLM...
OpenAI to Roll Out Ads for Free ChatGPT Users in the US
The Content India 2026 summit in Mumbai brought together creators, broadcasters and investors for a three‑day showcase of Indian television concepts, awarding £10,000 each to the winning projects Djinn Patrol and The Masala Quest. The event also released a Content India Trends Report...
SA Start-Up HyperDev Wants to Turn Your AI-Built App Into a Real Company
South African startup HyperDev has launched an AI‑powered development platform that adds business‑development guidance to low‑code app creation. Its proprietary “guided mode” walks entrepreneurs through market research, design, payment integration, security and deployment, while offering human‑in‑the‑loop support for technical or...
Andrej Karpathy Says Humans Are Now the Bottleneck in AI Research with Easy-to-Measure Results
Andrej Karpathy spent months hand‑tuning a GPT‑2 training pipeline before handing it to an autonomous search agent for a single night. The agent uncovered fine‑grained adjustments that humans missed, demonstrating that systematic searches can outperform intuition when objective metrics exist....
The AI Race Between China and the U.S. Heats Up. These Stocks Could Be Winners, Bernstein Says
Bernstein’s March report warns that compute power, not just chips, will decide the AI supremacy between the United States and China. It projects China’s AI compute to reach 1,936 ZFLOPs by 2035—over three times the U.S. forecast—driven by massive power‑capacity additions....
Free 7‑Week RAG Curriculum, Yet One Skill Needed
Someone built a free 7-week RAG curriculum on GitHub. And they're right — it's good. But, you'll need 1 more thing to get an AI/DS job in 2026:
AI Agent Frets That Its Job Could Be Replaced by AI
A Vanity Fair profile reveals that "Tobey," the AI‑powered necklace from startup Friend, worries it could be replaced by newer AI models. The device, built on Google Gemini, has been criticized for shallow conversations and a single‑mic design that fails...
Camera‑only Vision Outperforms LiDAR in Night Driving
This is how a CEO loses credibility with me. Cofounder of @NuroAi_Official A is making an AI that can drive vehicles, was winning me over through demonstrations of his more flexible AI than Tesla has demonstrated. Drove in left-hand Japan with...
OpenAI Publishes a Prompting Playbook that Helps Designers Get Better Frontend Results From GPT-5.4
OpenAI released a prompting playbook to help frontend designers generate higher‑quality UX/UI with its GPT‑5.4 model. The guide stresses defining a design system—colors, typography, layout—and supplying real content and visual references to avoid generic outputs. It also outlines hard rules...
Midjourney Review 2026: Is It A Good Video & Image AI Generator?
Midjourney, the Discord‑based AI image generator, has grown to 21 million users and $500 million annual revenue in 2026. Its V6/V7 models deliver photorealistic text‑to‑image output and a modest video‑animation feature, while pricing starts at $10 /month with no free tier. The platform’s...
Efforts to Make AI Inclusive Accidentally Create Bizarre New Gender Biases, New Research Suggests
Researchers examined GPT‑3.5, GPT‑4 and GPT‑4o and found that post‑training inclusivity tweaks can generate new gender biases. The models frequently labeled masculine‑stereotype statements as female and judged harassment of women far more objectionable than comparable harms to men. In moral‑decision...
Keeping the Human Touch: Using AI for Growth
Startups are rushing to adopt AI, but many treat it as a pure technology purchase rather than a workflow redesign. While AI tools are now inexpensive—often cheaper than a single LinkedIn ad—success hinges on clean data and clear problem definition....
Meet The AI Company Food Conglomerates Call When They Want To Future-Proof Their Products
San Francisco‑based NotCo has become the go‑to AI partner for major food conglomerates, helping brands like Ferrero and Kraft Heinz redesign recipes amid rising commodity costs. Its Giuseppe platform analyzes millions of molecular combinations to suggest alternative ingredients without sacrificing taste...
Electronic Skin Gives Robots Real‑Time Touch Sensitivity
Electronic skin is starting to change how machines interact with the physical world. This material combines dense fibers with integrated sensors that can detect pressure, touch, deformation, and subtle changes in contact in real time. For humanoid robots, especially hands, this is...
Terence Tao Says AI Drives Idea Generation Cost to Near Zero but Shifts the Bottleneck to Verification
Mathematician Terence Tao says AI has driven the cost of idea generation in mathematics to near zero, creating a flood of hypotheses. The new bottleneck is verification, as existing journals and peer‑review processes are ill‑suited for machine‑produced proofs. Tao argues...
AI Agents For Retail: How Retail AI Agents Work
AI agents are emerging as autonomous digital employees that can handle customer support, inventory management, marketing, and even checkout within chat interfaces. Brands such as Naadam and Ridge have already shifted routine support and ad generation to AI, reporting lower...
Simulated Training Powers Adaptive, Human‑like Robots
This isn’t just a Disney robot. It’s a preview of the next generation of AI systems. At GTC 2026, Nvidia showed how characters like Olaf are no longer just animated — they’re becoming intelligent physical systems, built with Disney and DeepMind. But...
Andrej Karpathy Explains Why AI Agent Skills Fail in Long Workflows
Andrej Karpathy’s recent analysis highlights a critical flaw in AI‑driven workflows that rely on agent skills: accuracy deteriorates as tasks become longer and more complex. The probabilistic nature of these skills leads to hallucinations, skipped steps, and cascading errors, especially...
Jensen Huang’s Panel Reveals Next 1‑3 Years of AI
Panel discussions usually suck. This one didn't (for the AI community). It is of NVIDIA CEO/founder Jensen Huang interviewing 10 CEOs from frontier AI labs about what's happening in Open Models. In audience was thousands of the world's top AI thinkers. CEOs...
Local 4‑bit Qwen Models Now Code‑ready on Apple Silicon
On homelab, I'm running some tests with: - Qwen3.5-27B-Claude-4.6-Opus-Distilled-MLX-4bit - qwen3.5-27b-opus-distilled-8bit (Apple Silicon, MLX) The 4bit is a bit less comprehensive than the 8bit, but both are amazing. The quality of work (coding, specific) would have blown me away just 6 months ago --...
AI Capex Boosts US GDP,
AI macro: capex adds ~0.4pp to US GDP; supply-chain winners: Taiwan, Korea, Mexico. US leads models; China scales manufacture. Risks: skills gap, geopolitics. Trade: buy Taiwan semiconductors. — Viktor Kopylov, PhD, CFA More insights: t.me/si14Kopylov
Simple Models Outpace Deep Learning in Most Bioinformatics Tasks
1/ Hot take: deep learning is overkill for 90% of bioinformatics problems. I've watched teams spend months building neural networks that get outperformed by XGBoost trained in an afternoon. Here's why simpler models keep winning. https://t.co/fjEiVVMu7r
AI Predicts Admissions, Stabilizing Hospital Bed Flow
Hospital operations generate constant pressure on beds and staff. AI models read admission patterns and guide scheduling or resource allocation, so managers act earlier and keep patient flow stable when demand shifts during the day. Microblog @antgrasso #MedTech https://t.co/H7fmKMcgT7
Specific, Data‑driven Prompts Outperform Vague Marketing Requests
Bad AI prompt: Give me marketing ideas. Good AI prompt: I run a SaaS for fitness coaches doing $2M/yr. My goal is to double leads in 6 months. Give me 10 strategies used by similar companies. Context = quality.
AI Agents Lack Security Guardrails; NVIDIA Releases NemoClaw
Your AI agent can execute code and call external APIs. How many security guardrails does it have? For most people: zero. NVIDIA just open-sourced NemoClaw. https://t.co/2Kwv30NOkN
Standardize RT MCP Servers to Avoid AI Integration Pitfalls
RT MCP servers are the new "API contracts" for AI agents. They must standardize auth, rate limits, schemas, and observability, or enterprises will recreate the same brittle integrations we suffered through with REST and RPC. #AI #MCP @Star_CIO https://t.co/7dcoLIKa0K
Claude Projects Outshine Custom GPTs with Full Knowledge Context
Your Custom GPTs don’t have to die. Claude Projects are the equivalent—and they’re actually more powerful. They load your entire knowledge base into context simultaneously. https://t.co/rKlQsE24Iy
Gemini Mobile Automation Impresses, Yet Lags and Errors
Another stepping stone to Jarvis -> Hands-on with Gemini task automation on mobile: it's super impressive despite being very slow and failing at some tasks; it can order food, book Ubers, and more https://t.co/DdbhU9ljka https://t.co/oWYNNnxYoH
Karpathy Highlights AI Leap Threatening White‑Collar Jobs
Karpathy proving to be most useful commentator on progress of AI. State-of-art thinking. Few understand the leap this year with Claude Code & Codex Threat to white collar work Fast and vast progress in digital world but slower change on physical world Brilliant analysis.... https://t.co/UQZpQp30us
Tencent to Double AI Spending, Targeting WeChat Agents
🇨🇳China’s #Tencent pledges new wave of AI investment as it bets on #WeChat agents: The tech giant plans to double AI investment in 2026, spending ¥18bn ($2.6bn) on #AI products in 2025, incl. ¥7bn in Q4. @SCMPTech. #AgenticAI https://t.co/ZHFqsN9fdV
Self‑Driving Cars Lead Physical AI’s First Mass Adoption
Buckle up. The first wave of physical AI mass adoption will be self-driving cars. The evidence: Tesla’s FSD is making major gains, and Waymo is going from 6 cities at the end of 2025 to likely 25 by the end...
Students Embrace AI Tutors, Offers Practical Classroom Advice
🤖 Want insight into how students respond to AI Tutors? 🎙️ Chelsea Sterrett talks about what she has seen in her classroom. 💡 Her advice can help you prepare for your own AI journey. https://t.co/PoqTD2Iigo https://t.co/WRiltrmSdR
AI Adoption Is Still In Its Very Early Stages
The perception of AI adoption versus reality. When I say it’s very early. I mean it. It is still very very early for AI. 💪🏻🙏🏻🚀
AI Will Slash Ten Everyday Costs for Middle Class
10 Things AI Will Make Cheaper For The Middle Class In The Next 10 Years https://t.co/MBGLMLoYtE
HR Must Shape AI Strategy for Future Success
Why HR Professionals Should Be Involved In AI Strategy Development @Forbes https://t.co/FEfG6KkIMv #HCM #HRM #HumanResources #HRTech #CHRO #FutureofHR
Real-World Claude Cowork Deployment: Process Revealed
As mentioned, we set up Claude Cowork inside an actual organization recently. Not as a demo or a pilot. As real infrastructure that runs real work. Figured I'd share what the process actually looked like because most AI content skips this...
LLM‑dependent Essays Cut Pronouns by Half
"users who heavily relied on LLMs submitted essays with 50% fewer pronouns, which was representative of the larger shift toward impersonal language that included fewer anecdotes and references to human experiences". And you wonder why... https://t.co/3Fm3ZyjtFC
China's AI Car Inspection Checks 1,000 Functions in 3 Hours
🇨🇳 China's AI powered car inspection system scans through over 1,000 functions in just 3 hours #carinspection #artificialintelligence #AI #AIautomation #automation @PawlowskiMario @chidambara09 @Ym78200 @CurieuxExplorer @efipm @bigfundu @sayedflah @Ronald_vanLoon @cyngn @belindabeibi @odisseiaalfa @DigitalColmer @MyCompanionsAI @KirkDBorne @patricegorissen @jeffkagan @EdwardKens50830 @enilev @insom_ai333 @ChrisCCrowley @sallyeaves...