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:
MHRA Says AI Innovation and Regulation Must Work Together
The UK Medicines and Healthcare products Regulatory Agency (MHRA) is urging that AI innovation in healthcare be paired with robust regulation to safeguard patient safety and equity. Richard Stubbs, CEO of Health Innovation Yorkshire and Humber, highlighted the need for transparent standards and diverse training datasets to prevent AI from worsening health disparities. The agency’s new Leeds office and Digital Hub support place‑based regulation, exemplified by the Yorkshire Digital Twin project targeting early chronic kidney disease detection. Stubbs cites faster diagnostics, reduced administrative burdens, and accelerated drug discovery as current AI successes.
HaystackID Acquires Data Intelligence Startup eDiscovery AI
HaystackID announced the acquisition of eDiscovery AI, a data‑intelligence startup focused on AI‑driven electronic discovery solutions. The deal builds on a pre‑existing partnership and is aimed at bolstering HaystackID's generative AI capabilities across its legal‑tech platform. By integrating eDiscovery AI's...
Meta Is Auto-Generating AI Ads for Its Advertisers, Causing Headaches for Image-Conscious Fashion Brands
Meta has begun automatically generating AI‑derived advertisements from brands' existing creative assets, inserting them into Facebook and Instagram feeds without explicit advertiser approval. The move aims to boost ad inventory and lower production costs, but early adopters like British tights...
The 4 Stages of AI Maturity: A Framework
The article presents a four‑stage AI‑maturity framework that moves organizations from isolated AI experiments to fully adaptive, KPI‑driven systems. It defines AI orchestration as the end‑to‑end coordination of tools, agents, and automations across workflows and teams. Each stage—individual experiments, connected...
![Lindy Vs. Zapier: Which Is Best? [2026]](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://images.ctfassets.net/lzny33ho1g45/6jJfvN9dIPHih5HlhENWVt/b57873afa3f370493e7e9912d46f5c11/lindy-vs-zapier-hero.jpg)
Lindy Vs. Zapier: Which Is Best? [2026]
AI agents are becoming essential virtual employees, and businesses need platforms that integrate them with core systems. Zapier, a long‑standing AI orchestration platform, offers 8,000+ native app connections, advanced workflow features, and enterprise‑grade security. Lindy, a newer entrant, focuses on...
Tailscale and LM Studio Introduce ‘LM Link’ to Provide Encrypted Point-to-Point Access to Your Private GPU Hardware Assets
LM Studio and Tailscale have launched LM Link, a feature that lets developers access remote GPU rigs as if they were locally attached. The solution replaces public APIs and SSH tunnels with a private, WireGuard‑encrypted tunnel built on Tailscale’s userspace tsnet...
Understanding South Korea’s New AI Law: Key Considerations for Multinational Employers
South Korea's AI Basic Act became effective on January 22, 2026, imposing governance, transparency, and risk‑management duties on AI business operators, including employers that develop or deploy AI influencing workplace decisions. The law reaches beyond Korean borders, requiring entities that meet revenue,...
AI Boom Fuels Data Demand for Small Innovators
SONAR is having the best quarter in years. One of my board members asked if I were concerned about the rise of AI and if it would be a drain our data business. I told her that we are seeing...
Start with Clarity, Then Leverage AI, Not Overwhelm
If AI makes you feel more overwhelmed, you are using it backwards. Clarity first. Then leverage.
Semper Augustus Investments Group: 2025 Annual Letter
Semper Augustus Investments Group released Chris Bloomstran’s 2025 Annual Letter, warning that a trillion‑dollar AI and datacenter arms race is reshaping capital allocation. Bloomstran challenges the notion that S&P 500 investors can still expect historic Ibbotson returns over the next...
Amazon's $50B AI Bet Boosts NVDA Play
Macro: Big-ticket cloud/AI capital flows concentrate. Key: Amazon pledges $15bn now, $35bn tied to IPO/AGI. Risks: valuation/tech execution. Trading insight: Buy NVDA on AI infra demand. — Viktor Kopylov, PhD, CFA. More insights: t.me/si14Kopylov
Sam Bock, Relativity: What Legal Leaders Should Know About Shadow AI
Shadow AI, the unsanctioned use of generative AI applications, is emerging as the latest incarnation of shadow IT, infiltrating legal departments’ workflows. As employees adopt chatbots, code generators, and document‑analysis tools without IT approval, firms confront heightened data‑privacy, security, and...
Justin Smith, Everlaw: From Mobile Data to Generative AI: Your Guide to Navigating the New Era of Ediscovery
Everlaw’s Justin Smith outlines a comprehensive eDiscovery guide that addresses the exploding volume, variety, and velocity of electronically stored information, especially from mobile sources. The guide highlights how generative AI is reshaping document review, offering faster, more defensible workflows. It...
Michael Gennaro: Black Box Nature of AI Systems Creating Legal Land Mines for Companies
A Dataiku survey of 800 global data leaders reveals that 95% cannot fully trace how their AI systems reach decisions, exposing a massive explainability gap. The same study shows 59% have already faced business crises due to AI hallucinations or...
Securely Connect Box to OpenClaw for Agent Collaboration
Agents need access to their own file system, and they need to collaborate with other people and agents securely. Here’s how to setup Box with OpenClaw so it has a place to store and share its work. This skill is...
How to Build an Elastic Vector Database with Consistent Hashing, Sharding, and Live Ring Visualization for RAG Systems
The tutorial walks through building an elastic vector‑database simulator that uses consistent hashing with virtual nodes to shard embeddings across distributed storage. It includes a live, interactive ring visualization that shows how adding or removing nodes only reshuffles a tiny...
Redesigning Entry-Level Roles for the Age of AI
Entry‑level positions are being reshaped as AI tools take over routine tasks. Experts at a recent panel argued that organizations must redesign jobs to give new hires higher‑impact responsibilities and foster critical skills. They highlighted the need for robust recruiting,...
Nvidia’s Jensen Huang Says Markets ‘Got It Wrong’ on AI Threat to Software Companies
Nvidia reported a 73% jump in fiscal Q4 revenue to $68.13 billion and projected FY Q1 revenue of $78 billion, comfortably beating analyst estimates. CEO Jensen Huang told CNBC that market fears of AI agents cannibalizing enterprise software are misplaced, arguing that...
Tesla's Minor Update Signals Imminent Autonomous Driving
AI is speeding up. My eight year old Tesla, which I am being driven in now, just got a big update that they say in notes is a “minor” update. At this pace we will have self driving with no attention needed...
Hardware, Cybersecurity Thrive; AI Compresses Software Services
The Goldman Sachs list of AI winners & losers: Supposed winners: - Cloudflare - CrowdStrike - Palo Alto Networks - Oracle - Microsoft - Amazon - Alphabet - Nvidia - TSMC - Micron - Arista Networks - Palantir - Zoom - Vertiv - Eaton - NextEra Energy Supposed losers: - https://t.co/yZK0mvfWhp - Salesforce - DocuSign - Accenture - Duolingo - Workday - SAP - Atlassian - UiPath -...
Tassie Cybersecurity Scaleup Upguard Pockets $105 Million Series C
UpGuard, the Hobart‑based cybersecurity firm, closed a $75 million Series C round led by Springcoast Capital, with participation from August Capital, Square Peg and Pelion Venture Partners. The capital will accelerate development of its AI‑powered cyber‑risk posture management (CRPM) platform, expand go‑to‑market operations,...
Measuring ROI for Clinician-Facing AI Tools
I enjoyed working with an all-star team – the great @LisaRotenstein @UCSF and @DBatesSafety of @BrighamWomens – on this paper describing how to measure return on investment (ROI) for clinician-facing AI tools. @JAMAInternalMed https://t.co/uvhb1qI7mG
Real‑time Data Powers HCF’s Analytics Transformation
Recently I caught up with Amiet Dhagat, Head of Data Services Analytics and AI for HCF, to get the inside story around their stellar success in transition from static data to dynamic data, and why real-time data has been so...
Building One AI Brain for Every Robot
Deepak Pathak, Carnegie Mellon professor turned CEO, founded Skild AI to create a universal AI brain that can control any robot across tasks. The startup recently secured $1.4 billion in funding, valuing it at more than $14 billion, with investors including SoftBank,...
Snowflake Beats Estimates, Shows AI-Driven Growth
$SNOW revenue, RPO and guidance came in ahead of consensus and the WSJ headline says company benefiting from AI adoption. This is the point we've been making for several weeks... some infrastructure software businesses are beneficiaries of AI. https://t.co/dX1lJsYfye
AI Predicts Solar Cell Efficiency Using Wafer Quality
AI now can now predict solar cell efficiency from wafer quality #energysky -- via pv magazine global: https://t.co/1XDFJj5yx6
Bloomberg Daybreak Asia: Nvidia Outlook Tops Estimates (Podcast)
Nvidia projected fiscal Q1 revenue of about $78 billion, topping the average Wall Street forecast of $72.8 billion and approaching the high‑end $80 billion outlook. CEO Jensen Huang highlighted a surge in enterprise adoption of AI agents, indicating that corporate customers are joining...
ZaiNarTech Unveils Sub‑Nanosecond Wireless Sync for Physical AI
MyPOV: @ZaiNarTech emerges from stealth today. $100M+ invested, $1B+ valuation. The team solved sub-nanosecond time sync on existing wireless networks, enabling the spatial sensing layer for Physical AI. No new hardware required. Deployed and operating now. https://t.co/E3QE5XICdx
First Day with Codex: Code Reviews Look Promising
Trying Codex for code reviews on PRs... only first day, but so far, so good
Beyond Reskilling: What Companies Can Do About AI Displacement
In a recent conversation, Khan Academy CEO Sal Khan highlighted how generative AI is accelerating workforce displacement across industries. The discussion emphasized that traditional reskilling programs are no longer sufficient to prepare employees for AI‑augmented roles. Executives are urged to...
Vercel Automates 90% Support, but Model Upgrades Falter
📈 The Vercel support agent is now handling ~90% of customer inquiries without human intervention. Shockingly, we've been unable to upgrade to Opus 4.6 from 4.5 without measurable performance and customer sentiment degradation. The "best model" is a moving target. Bullish on...
Canadian Legal Information Institute Unveils AI-Powered Search Assistant CanLII Search+
The Canadian Legal Information Institute (CanLII) has launched CanLII Search+, a generative‑AI‑powered search assistant that translates everyday language into structured legal queries. Built on Lexum’s infrastructure, the tool pulls answers exclusively from CanLII’s own database of case law, legislation and...
SafetyCulture Founder Luke Anear Returns as CEO to Be ‘Present’ in Sydney HQ
SafetyCulture announced that founder and executive chairman Luke Anear will step in as interim CEO after the departure of US‑based CEO Kelly Vohs on March 31. The change aims to provide a consistent leadership presence at the Sydney headquarters while the...
From Back Office to Strategic Insights: How AI Is Transforming Payroll
Artificial intelligence is moving beyond basic automation in payroll to handle timesheet verification, anomaly detection, and compliance monitoring across jurisdictions. Vendors and experts say AI augments payroll professionals, freeing them to provide strategic insights on compensation costs and labor forecasting....
New ETH Zurich Study Proves Your AI Coding Agents Are Failing Because Your AGENTS.md Files Are Too Detailed
A new ETH Zurich study reveals that overly detailed AGENTS.md files degrade AI coding agent performance and raise inference costs. Experiments with models such as Sonnet-4.5, GPT-5.2, and Qwen3-30B showed auto‑generated context reduces success rates by about 3%, while human‑crafted...
AMD Commits $250M To Nutanix To Accelerate Enterprise Agentic AI Infrastructure
AMD announced a $250 million strategic partnership with Nutanix, buying $150 million of Nutanix common stock and committing up to $100 million for joint R&D and go‑to‑market efforts. The collaboration will integrate Nutanix’s Cloud and Kubernetes platforms with AMD’s EPYC CPUs, Instinct GPUs,...
Trillium Health Partners Deploys Clinical AI to Provide Faster, Safer Care
Trillium Health Partners has launched a clinical AI application that automatically detects intracranial hemorrhage on head CT scans, flagging urgent cases in real time. The tool, sourced through Sectra Amplifier Services, also identifies midline shift, mass effect and skull fractures,...
Synthetic Data Breaks Biggest Bottleneck: Access to High-Quality Data
Canadian researchers have built synthetic populations at the health‑region level to simulate pandemic scenarios without exposing personal health data. Synthetic data, generated by machine‑learning models trained on real records, promises faster access for developers and mitigates privacy barriers that traditionally...
Gushwork Bets on AI Search for Customer Leads — and Early Results Are Emerging
Gushwork, an India‑founded startup, closed a $9 million seed round that values it at $33 million post‑money. The company’s AI‑driven platform creates search‑optimized content, builds backlinks, and tracks leads to help businesses appear in AI‑powered search results such as ChatGPT and Gemini....
Secure and Fast Deployments to Google Agent Engine with GitLab
The tutorial shows how to deploy a Google Agent Development Kit (ADK) AI agent to Google Cloud's Agent Engine using GitLab’s native Google Cloud integration and CI/CD pipelines. It walks through configuring IAM with Workload Identity Federation, creating a .gitlab-ci.yml...
Mixture of Experts (MoEs) in Transformers
Mixture‑of‑Experts (MoE) Transformers replace dense feed‑forward layers with multiple lightweight experts, activating only a few per token to keep inference cost low while preserving the capacity of much larger models. The Hugging Face transformers library introduced a WeightConverter that merges and splits...
IQIYI Inc (IQ) Q4 2025 Earnings Call Transcript
iQIYI reported total revenue of RMB 6.7 billion for Q4 2025, a modest 1% sequential increase driven primarily by premium long‑form dramas and a 48% jump in distribution revenue from theatrical investments. Membership services rose 3% sequentially, while online advertising slipped 2% as...
Baidu Inc (BIDU) Q4 2025 Earnings Call Transcript
Baidu posted a modest 2% year‑over‑year decline in Q4 total revenue to RMB 34.1 billion, while its AI‑focused businesses accelerated. AI Cloud revenue jumped 26% YoY to RMB 7.1 billion, driven by strong ERNIE API adoption that rose 178% quarter‑over‑quarter. Consumer products also performed...
Anthropic Acquires Computer-Use AI Startup Vercept After Meta Poached One of Its Founders
Anthropic announced the acquisition of Vercept, a Seattle‑based AI startup known for its computer‑use agent Vy, and will retire the product by March 25. Vercept, which raised $50 million from investors including Eric Schmidt and Jeff Dean, joins Anthropic’s Claude Code team following a...
New Dell Server Aims to Expand Edge AI in Harsh Environments
Dell introduced the PowerEdge XR9700, a ruggedized, liquid‑cooled server built for edge AI and cloud‑RAN deployments in harsh outdoor settings. The chassis is IP66 sealed and operates from –40°F to 115°F, eliminating the need for climate‑controlled shelters. Powered by Intel’s...
Vietnam: AI and Data Economy Key to 2026 Development Goals
Prime Minister Pham Minh Chinh urged a decisive breakthrough in Vietnam’s digital economy, positioning data and artificial intelligence as core growth pillars for the 2026 development agenda. He highlighted chronic delays in database integration, insufficient digital infrastructure, and a shortage...
AI Token Demand Will Drive $700B Compute Surge
The final question of the call turned into a 7-minute Jensen manifesto on how growth can continue. $NVDA My take: It passed the sniff test. Here’s the play-by-play: Goldman asked if Jensen still feels good about growth accelerating beyond the April quarter. Jensen...
AI Math Advances Threaten Cryptography More Than Quantum
Huh. I think Justin Drake is right. I think the threat of AI-powered math breakthroughs against modern cryptography is greater than the threat of quantum computer breakthroughs against modern cryptography. ⤵️
Hong Kong: 2026–27 Budget Accelerates AI and Innovation Leadership
Hong Kong’s 2026‑27 Budget places artificial intelligence at the core of its economic strategy, pledging multibillion‑dollar subsidies for AI research and a new Committee on AI and Industry Development Strategy. The plan expands computing capacity with a large‑scale data centre...
Anthropic Launches Claude Cowork for Banking with Data Plugins
Anthropic is taking its magic tricks to financial services.... Claude Cowork for banking. - Plugins tailored for investment banking, private equity, equity research, and wealth management. - Integrations with financial data providers like FactSet, MSCI, S&P Global, and LSEG. https://t.co/pRISD6broy