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:
How Google’s Virgo Fabric Signals Shift in AI Network Design
Google unveiled the Virgo fabric, a two‑layer data‑center network built to support AI hyper‑computer clusters of over 100,000 accelerators. By flattening the topology, Virgo reduces hop count, cuts tail latency, and maintains high bisection bandwidth for sustained east‑west traffic. The design isolates AI workloads from storage and north‑south traffic, using multiple switching planes and deep telemetry to reroute around failures. Analysts say the move signals a broader industry shift toward campus‑as‑a‑computer architectures where network performance is treated as a hardware reliability issue.
What Vietnam’s AI Law Teaches Us
Vietnam enacted its first standalone AI law on March 1, 2026, creating a risk‑based tiered framework that mirrors the EU AI Act but emphasizes national security and data sovereignty. The law bans "unacceptable" systems, subjects high‑risk applications in health, education and finance...
AI & The Harness Theory
Business Engineer introduced the BE Agent OS Harness, an AI operating system that unifies multiple AI tools into a single, team‑focused platform. The harness layers prompts, feedback loops, and model capabilities into reusable agents compatible with Claude Code, Gemini CLI,...
Pentagon Adds Google’s Latest Model to GenAI.mil as Usage Soars
The Pentagon has integrated Google Cloud’s Gemini 3.1 Pro model into its GenAI.mil platform, making the latest commercial AI capability available to defense users just eight weeks after the public launch. The enterprise‑wide service now supports up to 3 million users, with more...
New AI Framework Autonomously Optimizes Training Data, Architectures and Algorithms — Outperforming Human Baselines
Researchers at SII‑GAIR unveiled ASI‑EVOLVE, an agentic framework that automates the full AI‑for‑AI research loop—designing data pipelines, model architectures, and learning algorithms. In tests the system autonomously generated novel linear‑attention models and data‑curation rules that lifted a 3B‑parameter LLM’s MMLU...
China’s Manus Block Signals AI Software Now Under Scrutiny
China is blocking the Manus acquisition by Meta. A few things stand out: - China has historically been more opaque and less public in restricting foreign acquisitions of Chinese tech assets, while the US (CFIUS) has been more explicit and aggressive...
SymphonyAI Agents Cut Sanctions Workload by 90%
SymphonyAI’s Risk Intelligence (SRI) platform deployed AI‑driven agents for a major U.S. bank, cutting manual sanctions‑screening effort by 90% and slashing alert review time tenfold in a proof‑of‑concept. The agents reduced false positives by 99% and achieved over 98% agreement...
Eclipse Raises $1.3B to Reshore Manufacturing, Strengthen Supply Chains
Eclipse Capital announced a $1.3 billion raise across two funds—$720 million for Fund VI and $591 million for Early Growth Fund III—aimed at backing startups that apply physical AI, robotics, and advanced manufacturing technologies. The capital boost lifts Eclipse’s assets under management to $10 billion, reinforcing...
7 Prompts to Map Your Customers Lifecyle
The post introduces seven customizable prompts that help businesses map a customer’s lifecycle and deploy Make AI Agents to automate personalized follow‑ups, aiming to curb churn. It walks through a salon case study where generic reminders failed, showing how AI‑driven...
This Anti-AI Platform Wants to Help Artists Prove They Made Their Music First
Authentify, a bootstrapped platform, offers independent musicians a $12 per‑song proof‑of‑creation service that timestamps and cryptographically hashes recordings. By requiring government ID and DigiCert timestamps, it creates legally defensible evidence of authorship before a track is released. The tool addresses...
How to Optimize Your Career Site for the AI Ecosystem
Candidates now rely on large language models like ChatGPT, Claude, and Gemini to locate jobs, forcing employers to rethink SEO for career sites. James Ellis advises companies to treat their career domain as a distinct entity, provide auditable claims, and...
Universities Face “Rollercoaster” Decade as AI Tests Their Value
University leaders at the Universitas 21 summit warned that AI is reshaping higher education, intensifying questions about the value of a degree. They highlighted AI’s potential to displace up to a third of the workforce and urged institutions to produce...
How AI Job Scams Are Destroying People’s Hopes | Letters
AI is increasingly used both to automate legitimate hiring and to fuel sophisticated job‑scams, leaving applicants and employers alike vulnerable. Scammers generate fake postings and personalized outreach using AI, often impersonating real companies or well‑known figures. At the same time,...
OpenClaw's Failures Expose Hidden Complexities of AI Agents
OpenClaw is interesting because it breaks in the right places. That sounds like criticism. I mean it as the reason to study it. The AI agent demos with OpenClaw are impressive, but the failures are more useful. They show the real work hiding...
State Management Is the Missing Layer in Supply Chain AI
Supply chain AI initiatives are stalling because they lack robust state management. While large language models and agentic tools can generate answers, they cannot retain context about orders, shipments, decisions, and constraints over time. Without persistent memory, identity, and governance,...
Here's What We Know About OpenAI's Rumored Smartphone
Analyst Ming‑Chi Kuo reports that OpenAI is exploring a dedicated smartphone, collaborating with MediaTek, Qualcomm and Luxshare on hardware. The device would rely heavily on agentic AI, using a hybrid of on‑device and cloud models to replace conventional apps. OpenAI...
Utah Expands AI Prescription Pilots as Early Data Shows No Safety Issues
Utah’s Office of Artificial Intelligence Policy is expanding its AI sandbox, adding a behavioral‑health prescription‑refill pilot with Legion Health while early results from the Doctronic primary‑care refill pilot show no safety incidents. The Doctronic program remains in Phase I and must...
AI‑driven Sunrise Alarm: Low Lux, Exponential Ramp Works
My AI use case of the day - dawn simulation 🌅 I won't lie, I struggle to get out of bed in the mornings. Someone in a forum I follow mentioned sunrise alarm lamps (like Lumie or Hatch) that gradually brighten before...
Pharma Meets AI Conference 2026: AI in Pharma Begins Delivering Measurable ROI
At the Pharma Meets AI conference in Barcelona, industry leaders highlighted that artificial intelligence is finally moving beyond pilot projects to deliver quantifiable returns in pharmaceutical commercial and field‑medical operations. Exeevo showcased its Ask‑Nova platform, which embeds AI into routine...
Who Owns the Future? AI, IP and Litigation Strategy.
At Loeb & Loeb’s AI Summit in Los Angeles, a cross‑industry roundtable examined how artificial intelligence reshapes intellectual‑property risk and litigation. Participants highlighted the need for robust internal governance and contract clauses covering data ownership, output rights, and liability. They...
Red Teams Leverage LLM-Generated Exploits to Strengthen Security
LLMs can chain obscure bugs into full exploits; the interesting part is how red teams are using that same capability to harden real systems. https://spectrum.ieee.org/anthropic-claude-mythos-preview-code?share_id=9389166
Alteryx Releases AI Insights Agent on Google Cloud Marketplace, Brings Trust to Datasets
Alteryx has launched the AI Insights Agent on Google Cloud Marketplace, embedding governed analytics into Gemini Enterprise. The agent runs predefined Alteryx One workflows directly on BigQuery, delivering AI‑generated answers that respect business logic, auditability and compliance. By keeping data...
AI-Powered Adaptive Intelligence Platform for Drones & Autonomous Systems
Gambit, an AI‑driven orchestration platform, joins Unmanned Systems Technology’s supplier ecosystem as a Silver supplier. The platform unifies heterogeneous drones, ground and marine robots into coordinated mission‑ready teams via a platform‑agnostic intelligence layer. Its adaptive intelligence enables real‑time learning, decision‑making,...
Many Consumers Say ‘No Thanks’ to Agent-Based Payments
Riskified’s Q1 Agentic Commerce Pulse surveyed 2,000 U.S. and U.K. shoppers and found a clear trust gap: while 61.5% use AI tools for product discovery, 55% are uncomfortable with AI agents completing purchases. Comfort rose to 70% in the report’s...
Lolly Warns Businesses that AI Governance Is No Longer Optional
Lolly, a UK hospitality‑software scale‑up, warns that the EU AI Act will become enforceable for high‑risk AI systems in August 2026, making robust governance mandatory. The company has already secured ISO/IEC 42001 certification, the first for a UK hospitality tech firm, proving...
Introducing Expense Agent in Dynamics 365 Business Central
Microsoft announced Expense Agent, an AI‑powered expense management tool for Dynamics 365 Business Central. The agent automatically extracts data from receipts, categorizes spend, and builds expense reports, allowing employees to review and submit with minimal effort. It is designed for...
AI Deployment May Actually Increase Healthcare Costs
A new Peterson Health Technology Institute report finds that while AI eases administrative tasks for hospitals, it often drives up costs. The technology accelerates the volume of billing, prior‑authorization and claim‑processing transactions without addressing deep‑seated inefficiencies. More complete documentation and...
Structured Data Drives Accurate, Low‑Risk AI Results
#AI is only as good as the structure behind your data. Same model. Two setups. Completely different results. Structured + metadata → higher accuracy, lower risk. Unstructured → messy, inconsistent outputs. That’s the bottleneck most teams ignore. Check out the...
Despite the Hype, AI Is Not Replacing the Customer Service Workforce
AI is reshaping, not replacing, the customer‑service workforce. Gartner’s survey of 300+ leaders shows 74% have deployed at least one AI use case, yet only 20% have trimmed headcount. Agents save roughly 5.5 hours per week, but most of that time...
Study Finds A Third of New Websites Are AI-Generated
Researchers analyzing Internet Archive data found that roughly 35% of websites launched between August 2022 and May 2025 were AI‑generated or AI‑assisted, up from virtually none before ChatGPT’s debut. Using the Pangram v3 detection tool, the team examined semantic diversity,...
Technology Does Not Belong to the Technologists
Sam Altman released a set of OpenAI principles asserting that artificial intelligence will dwarf the impact of steam engines, electricity, and even modern computing. The author of the article rebuts this claim as hubristic, pointing to history’s unpredictable consequences when...
The AI Safety Movement Needs Normies
The AI safety community’s recent focus on existential risk has left it isolated from the broader public, a gap highlighted by a March protest outside Anthropic and a Molotov‑cocktail attack on Sam Altman’s San Francisco home in April. While activists demand...
Energy Capacity Becomes AI Industry’s New Status Symbol
AI companies are starting to compete on energy capacity. Claims about access to massive amounts of power are becoming a way to signal scale and strength, even when the numbers are hard to verify. The shift is revealing. In AI, computing and...
University of Southampton and UCB to Develop Digital Antibodies with AI
The University of Southampton and biopharma firm UCB have launched the Digital Antibody Research Collaboration (DARC), a three‑year AI‑driven platform for in‑silico therapeutic antibody design. DARC aims to compress the typical ten‑to‑twelve‑year development timeline by automating molecule modeling, testing and...
DeepSeek V4 Arrives With Near State-of-the-Art Intelligence At 1/6th the Cost
DeepSeek, the Chinese AI startup spun out of High‑Flyer Capital, launched DeepSeek‑V4, a 1.6‑trillion‑parameter Mixture‑of‑Experts model, under an MIT open‑source license. The model matches or exceeds leading closed‑source systems on several benchmarks while costing roughly one‑sixth of GPT‑5.5 and Claude...
I Tried Copilot’s New Tools for Word, Excel, and Powerpoint, and I’m Not Sure I Will Again
Microsoft has made its AI‑driven Copilot agentic features generally available across Word, Excel, and PowerPoint for all paid Microsoft 365 subscribers. The tools now draft whole documents, build spreadsheets and charts, and generate slide decks based on natural‑language prompts, moving beyond...
Meet Your Agentic Contact Center
Microsoft unveiled Dynamics 365 Contact Center, a unified AI platform that combines three purpose‑built agents—Customer Assist, Quality Assurance, and Service Operations—into a single Copilot‑driven control plane. The Customer Assist Agent now supports real‑time voice AI with low‑latency, multi‑language handling, while...
Fama Technologies Granted U.S. Patent on Foundational AI-Powered Social Media Screening Technology
Fama Technologies announced that the USPTO has allowed all 22 claims in its patent covering the foundational AI‑powered social‑media screening system, with a priority date of November 30, 2015. The patent confirms Fama as the original inventor of the technology that extracts...
GenAI Citations, Explained
Generative AI tools such as ChatGPT, Claude, Gemini and others now attach source links—called citations—to their answers. The article reveals that Google powers citations for ChatGPT, Gemini, AI Mode and Grok, while Brave supplies citations for Claude and Perplexity, making high...
Will Gravity Pull Down the AI Bubble?
Dean Baker argues that the current surge in AI‑related equities mirrors the late‑1990s dot‑com frenzy, with sky‑high valuations, fierce global competition, and uncertain profit paths. He points to a widening gap between market hype and underlying fundamentals, noting that rising...
Make Your Site Visible to AI with Structured Data
AI agents don't "read" your homepage. They scan your code. If they can't pull clean, structured info in seconds, you're invisible. 5 things you need to help AI find you: 1. Schema markup 2. Clear copy, no fluff, just say what you mean 3....
Future AI Social Apps Highlight Human Creativity, Collaboration
i suspect any ai-native social consumer apps that ultimately get traction will feature a novel way of showing (even flexing) the human time/art/ingenuity behind each creation, and will be super collaborative. definitively not a stream of prompt-based generated stuff
AI Detectors Mislabel Human-Like Writing; AI Not yet AGI
While this may work on some AI detectors, the method misunderstands the key differences between AI and human writing and will falsely tag some good writing that LLMs emulate. “Generative AI is extremely impressive but not on a path to AGI”...
AI‑driven Growth Outpaces Bond Market Optimism
Thrilled to have @BasilHalperin join the podcast. Three big points discussed: (1) AI could supercharge growth, but bond markets aren’t buying the hype as evidence by real interest rates; (2) inflation targeting not an optimal response to AI supercharged growth......
AI Advances Compress Years of Effort Into Days
what's happening w/AI right now and the model advances is truly extraordinary. Pretty sure I did ~1 year's worth of work c. 2017 just yesterday.
Coding Agents Overhyped and Fail to Follow Prompts
This is totally wrong. Blaming the user is missing the point that (a) coding agents have been overhyped and (b) can’t reliably obey the rules given to them in system prompts and other guardrails.
American AI Firms Already Losing; Chip Hype Misguided
American AI firms have already lost, it's simply foolish to believe the hype about chips and scale.
AI Drafts Emails, but I Still Must Filter Them
When Dunky Bot drafts my emails, it often writes the things that I want to say, but I have to filter and change it because I can't say it.
AI Translation Is Possible, but Not Always Advisable
Just because you *can* use AI to translate and scale your website into many different languages does not mean you *should.*
Scaling AI Often Means Scaling Chaos, Not Value
Everyone thinks they’re scaling AI. Most are just scaling chaos. What I’m seeing, including in conversations with @collibra, is a dangerous illusion → faster experimentation → more pilots → zero control The gap between AI ambition and actual business value is widening. Here’s what’s really going on… #CollibraPartner