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:
This Is AI’s Core Architectural Flaw
Large language models appear intelligent because they generate fluent, confident text, but they lack true understanding. Their knowledge is confined to shadows of reality—words written by humans—mirroring Plato’s allegory of the cave. Because they never perceive the world directly, LLMs inherit biases, inaccuracies, and gaps present in the textual corpus. This architectural limitation prevents genuine comprehension and reliable decision‑making.
Winning Robotaxi Market Depends on Experience, Not First‑Mover
I've been covering autonomous vehicles for decades now (had the first ride in Mercedes autonomous vehicle, and the first video of a Waymo on a freeway here in Silicon Valley). Waymo beat Tesla by three years. Some of my friends take...
AI Forgetfulness Explained: Context Windows Limit Memory
Ever noticed how an AI suddenly forgets what you were talking about? That’s not a mistake. It’s the context window. A model can only see a limited amount of text at once. Once that window fills up, older context drops out. Inside that window, prompting decides...
Children Need Protecting From Social Media – and Generative AI | Letters
The UK government is consulting on a ban on social‑media use for under‑16s, reflecting growing concern over digital harms. Oxford’s Neurosec team argues that the inquiry must also address children’s access to generative AI, which is increasingly embedded in education...
Treasury Prime Adds I3 Bank and Coastal to Network
Treasury Prime, the AI‑native embedded finance platform, announced the addition of i3 Bank and Coastal to its Bank Network, now exceeding 20 financial institutions. The two new members will use Treasury Prime’s AI Marketplace to locate fintech partners that match their...
AI Model that Found 370 Exoplanets Now Digs Into TESS Data
NASA’s Ames team upgraded its open‑source AI tool ExoMiner to ExoMiner++, now trained on both Kepler and TESS data. In its first run the model flagged roughly 7,000 TESS signals as exoplanet candidates, expanding the catalog beyond the 370 planets...
Simulation Quality, Not Solvers, Drives Embodied AI Success
🎙️ Steve Xie, Ph.D. is the founder and CEO of Lightwheel , building the simulation and synthetic data layer powering the next generation of embodied AI and humanoid robotics. In this episode, Steve shares a rare founder journey that starts...
Solana-Based Natix Brings DePIN Data Into Self-Driving AI with Valeo
Valeo and Solana‑based Natix Network have teamed up to create an open‑source, multi‑camera World Foundation Model (WFM) for autonomous driving. The model aims to predict real‑world motion and adapt to traffic scenarios, with the first release slated for the next...
CEOs Know AI Is Important. But What Should They Do with It?
A Virtuous AI and Chief Executive Group survey of over 300 mid‑market CEOs shows 98.5% believe AI adds value, yet only 7% have a company‑wide AI strategy. More than half are still in pilot phases and a third have merely explored...
Hawk Launches Analytics Studio to Streamline AI Model Governance
Hawk has introduced Analytics Studio, an AI lifecycle management platform aimed at banks and payment firms tackling anti‑money laundering and fraud. The solution bundles pre‑built financial‑crime model templates, copilot‑guided creation, performance dashboards and automated documentation to speed regulator‑ready deployments. It...
What the Agentic Web Means for Brands
OpenAI’s launch of Atlas signals the rise of an agentic web where AI completes tasks and represents users, reshaping how brands are discovered online. Gartner predicts traditional search traffic could fall up to 25% by 2026 as AI‑driven intermediaries grow....
AnswerThis (YC F25) Is Hiring
AnswerThis, a Y Combinator‑backed AI agent orchestration startup, has reached $1 million ARR in just eight months and serves over 200,000 daily users from institutions like Stanford and MIT. The company is building a system of record for scientists that integrates...
The 5 Biggest Rumored Upgrades Coming to Your iPhone in iOS 27 – Including the Long-Awaited New Siri
Apple’s upcoming iOS 27 is shaping up as an AI‑centric overhaul, highlighted by a completely rebuilt Siri powered by Google’s Gemini. The update may also introduce a subscription‑based Health+ service with a health‑focused chatbot, an AI‑enhanced Calendar app, and 5G‑enabled satellite...
Home Robots Are Coming Faster than You Think, with Sunday's Tony Zhao
In this episode Alex and Ellis dissect the hype surrounding robotics and the practical challenges of building useful home robots, before interviewing Tony Zhao, founder of Sunday Robotics. Zhao explains how their robot Memo is trained using real-world data collected...
The Drama at Thinking Machines, a New A.I. Start-Up, Is Riveting Silicon Valley
Thinking Machines Lab, an AI startup founded by former OpenAI executives, is embroiled in a leadership crisis. Co‑founders Barrett Zoph, Luke Metz and researcher Sam Schoenholz, dissatisfied with the company’s slow product rollout and stalled $50 billion valuation fundraising, demanded a...
AI Coding & AI Design in 2026: How to Re-Build Your Existing SaaS App with AI
Founders are rebuilding SaaS platforms with AI coding tools like Claude Code, slashing months‑long rewrites to weeks or days. The author’s Pulse.bot project demonstrates a production‑grade app built almost entirely by AI with minimal human oversight. Claude Code excels at system‑level refactoring,...
Adoption Speed, Not Code, Is New Development Bottleneck
Here’s what often gets missed when people think about AI coding. The code may now be free, but the learnings of what to build (and what to build *next*) and how to build it are bottlenecked by the same set...
Governing Cybersecurity in the AI Era -Pwc Workshop 2026
PwC‑affiliated firm A.F. Ferguson & Co. hosted a one‑day masterclass titled “Governing Cybersecurity in the AI Era – Digital Trust, Risk & Resilience” on 22 January 2026 in Karachi. More than 100 senior technology and business leaders, including CISOs, CIOs and CFOs,...
AI-Native B2B Apps Are Redefining the Software Landscape
Will B2B software survive the AI era? The last platform shift, on-prem to cloud, created a wave of new category winners. Salesforce, Workday, NetSuite, HubSpot, and GitHub were all native-cloud companies. But the signals are different this time. Foundational models...
Italy’s Axyon AI Teams Up with Asset Management Firm Eolas Capital
Italy’s Axyon AI has teamed up with Boston‑based Eolas Capital to accelerate the rollout of its AI‑driven investment tools across North America. The partnership leverages Eolas’ marketing, sales and distribution expertise to introduce customizable signals, forecasting models and AI‑generated indices...
Safeguarding Autonomous AI Agents: Accertify’s Conrad Kennington Discusses Issues, Opportunities
Accertify’s AI chief Conrad Kennington warns that autonomous shopping agents erode traditional fraud signals, creating new vulnerabilities. As agents automate purchases, token‑based transactions strip away behavioral context, making fraud detection harder. Kennington stresses the need for fresh data points, device...
Google Is Bringing Personal Intelligence to AI Mode in Google Search
TikTok’s U.S. operations have been transferred to a new majority‑American joint venture, TikTok USDS Joint Venture LLC. The partnership, led by Silver Lake, Oracle and MGX, gives ByteDance a 19.9% minority stake while placing U.S. user data on Oracle’s cloud....
Claude Was Down for Many – Here's Everything We Know
Anthropic’s Claude chatbot experienced a service disruption on January 22 2026, lasting just over an hour. User reports on Down Detector peaked at more than 2,400 within minutes, with both desktop and mobile interfaces displaying a “This isn’t working right now” error....
Mandating AI Skill Up: Training, Hackathons, Hiring
Right when we got back into the office this year we mandated that everyone becomes Claude Code proficient in the next few months. We have mandatory weekly office hours, half-day (moving to two full day) hackathons, and consistent showing and telling. It...
The ROI Blueprint: Turning AI and Automation Into Business Value
AI initiatives are moving from pilot to production, yet only one in five firms achieve expected outcomes, prompting analysts to warn that up to 30% of generative‑AI projects may be abandoned this year. Executives are urged to redefine ROI, focusing...
From Invisibility Cloaks to AI Chips: Neurophos Raises $110M to Build Tiny Optical Processors for Inferencing
Neurophos, an Austin‑based photonics startup spun out of Duke University, announced a $110 million Series A round led by Gates Frontier and backed by Microsoft’s M12 and other investors. The company has built a metasurface‑based optical processing unit that is claimed to...
CrafterCMS Announces New Cursor AI Skill That Accelerates Digital Experience Development
CrafterCMS unveiled a new Cursor AI skill that instantly converts static HTML design templates into fully managed headless CMS projects. The open‑source tool, available via the CrafterCMS Marketplace and GitHub, automates markup restructuring, content model creation, and Git‑based workflow setup....
Anthropic Has to Keep Revising Its Technical Interview Test as Claude Improves
Anthropic’s performance‑optimization team has repeatedly overhauled its take‑home technical interview as Claude’s capabilities have surged. Since 2024, each new Claude model—most recently Opus 4.5—has matched or exceeded the output of top human applicants, eroding the test’s discriminative power. The company now...
RSA Group Announces New $135 Million Capital Infusion and Debt Refinancing to Accelerate AI Product Innovation and Organic Growth
RSA Group announced a $135 million capital infusion backed by its existing lenders, coupled with a refinancing of its first‑ and second‑lien debt. The deal extends debt maturities, de‑leverages the balance sheet, and improves liquidity. Proceeds will fund AI‑driven enhancements to...
Treat Generative AI as Intelligence, Not Deterministic Software
We often talk about LLMs as another tool to tack onto a workflow, but that framing isn't quite right. In this clip, Naeem Abraham (Senior Director of Product Strategy at C&R) presents a ... better perspective. Generative AI doesn't behave like a...
Fivetran Selected by Vistaprint to Power Data Activation and Personalized Customer Experiences
Vistaprint has chosen Fivetran to automate data movement from its core systems into Snowflake and to push governed first‑party data back into marketing and customer‑engagement tools via reverse ETL. The partnership supports Vistaprint’s cloud‑first, data‑mesh architecture, enabling real‑time personalization, more...
OpenAI Builds Secret Robotics Lab to Train Household Agents
OpenAI has quietly opened a secret robotics laboratory in San Francisco, reviving a hardware division it shut down in 2020. The facility employs about 100 contractors who train Franka robotic arms to perform everyday household chores. Data collection runs 24‑hour...
Kasada Launches AI Agent Trust to Secure Agentic Commerce
Kasada, a bot management and fraud protection company, unveiled AI Agent Trust, a solution designed to secure automated traffic on digital commerce sites. The platform provides a searchable directory that verifies AI agents and lets brands apply policy‑based controls to...
Exclusive: Cambio Lands $18M At $100M Valuation For AI-Powered Commercial Real Estate Software
Cambio, an AI‑powered commercial real‑estate SaaS startup, closed an $18 million Series A round at a $100 million post‑money valuation. The round was led by Maverick Ventures with participation from Y Combinator, Adverb and angels from OpenAI, Anthropic and Notion. Founded in 2022, Cambio...
Bombora Partners with Proximic By Comscore to Create New B2B Predictive Audiences
Bombora has teamed with Proximic by Comscore to launch 300 new B2B predictive audiences that fuse Bombora’s proprietary intent data with Proximic’s AI‑driven contextual signals. The combined segments map to granular B2B attributes such as industry, job function, professional groups...
Vertafore Expands AI Capabilities in Surefyre to Save Hours During Program Submissions
Vertafore has added AI-driven PDF‑to‑web form automation to its Surefyre platform, enabling program administrators to transform PDF submission forms into digital applications with a single click. The feature reduces the manual effort of creating web forms from up to four...
Corvex Secures Long-Term NVIDIA H200 GPU Deployment with AI-Driven Provider of High-Performance Battery Technologies to Support Production AI Workloads
Corvex, an AI cloud computing firm, has signed a long‑term lease to provide a dedicated NVIDIA H200 GPU cluster to an AI‑driven high‑performance battery technology provider. The on‑premise deployment offers hardware‑enforced encryption, remote attestation and telemetry, meeting strict data‑sovereignty and...
Otto Group Enables AI-Driven Intelligent Robot Coordination With the Digital Twin Developed by Roboverse Reply
Otto Group, in partnership with Reply’s Roboverse unit and NVIDIA, has launched an AI‑driven Robotic Coordination Layer built on a high‑fidelity digital twin of its warehouse. The twin, created using Spot‑mounted scanners and NVIDIA Omniverse, enables real‑time orchestration, simulation, and...
Chinese AI Models Are Popular. But Can They Make Money?
Chinese AI labs have become the world’s leading source of open‑weight models, with downloads on Hugging Face now outpacing those of U.S. providers. The surge follows DeepSeek’s breakthrough model, which sparked a wave of parameter‑only releases across the country. While...
When Trust Is Everything: Building AI for Physicians at Healio
Healio, a 125‑year‑old medical publishing firm, launched Healio AI – an assistant that helps physicians prepare for patient encounters. A survey of 300 clinicians revealed doctors wanted support with patient communication more than diagnostic answers. The team built a functional...
AI and Education: How Artificial Intelligence Is Transforming Learning (International Day of Education Special Episode)
In this International Day of Education special, the host revisits conversations with leading figures from Turnitin, Coursera, Pearson, American University, and Singularity University to explore how AI is reshaping learning. The guests discuss AI‑driven digital classrooms, the heightened importance of...
Adobe Is Developing ‘IP-Safe’ Gen AI Models for the Entertainment Industry
Adobe announced Firefly Foundry, a suite of private, IP‑safe generative AI models designed for the entertainment sector. The models are trained solely on intellectual property owned by each client, avoiding the scraped‑data approach of most public AI tools. Integrated with...
Salt Security Expands “Universal Visibility” With Specialized API Security for Databricks and Rapid Edge Support for Netlify
Salt Security announced two strategic integrations that broaden its Universal Visibility platform: the Salt Databricks Connector and the Salt Netlify Collector. The Databricks connector provides dedicated API‑security discovery for the Agentic AI Action Layer, mapping AI agents’ API calls and...
H2O.ai Partners with Singapore’s Certis to Deploy AI for Security and Operations
H2O.ai and Singapore’s Certis Group have signed a memorandum of understanding to scale predictive and agentic AI across Certis’ operational environments. The deal merges H2O.ai’s sovereign AI platform with Certis’ Mozart AI orchestration system to deliver real‑time situational awareness, risk...
Ernie 5.0: Baidu's 2.4 Trillion Parameter Model Becomes China's Best in LMArena
Baidu has launched Ernie 5.0, a 2.4‑trillion‑parameter multimodal model that handles text, images, audio and video through a unified architecture. In the LMArena benchmark released Jan 15 2026, Ernie‑5.0‑0110 earned 1,460 points, ranking eighth worldwide and first among Chinese models, matching OpenAI’s GPT‑5.1...
Airbyte Joins the Agentic AI Foundation as a Silver Member
Airbyte announced its membership as a Silver participant in the Linux Foundation’s newly created Agentic AI Foundation (AAIF). The move underscores Airbyte’s focus on providing secure, scalable ELT/ETL connectors for autonomous AI agents that require continuous, governed data access. By...
Comprehensive AI Marketing Tools Directory with Ratings
The best directory of AI marketing tools anywhere continues to expand. Tools recently added include GWI Spark, Kyutai SST, FLORA , Rime , SocialBee , SketchPro.ai , SharedChat, StepFun , Signal AI , Fish Audio , Photoroom , Repurpose.io ,...
Generative AI Promises Personalized, Pocket‑sized Insight Despite Hurdles
There will be mistakes, regulations, and challenges. But generative AI will make us more informed, better served, and more personalized than ever, all from a device in our pocket. https://t.co/7pJLU4gZ91
Study: AI Confidence Surges While Readiness Lags on Data Integrity
Precisely’s 2026 State of Data Integrity and AI Readiness study, conducted with Drexel University, surveyed over 500 senior data leaders and found a stark disconnect between AI confidence and operational readiness. While 87% of respondents claim adequate infrastructure, 86% say...
Phone AI Soon Replaces Cloud for Everyday Reasoning
using @runanywhereAI, I have Mistral 7B running on a 5 year old phone (iPhone 13 pro) given phones getting more powerful and models getting smaller, how much longer til we have sufficient reasoning capacity on our phones that we don't rely...