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:
ZIM Integrated Shipping Services Ltd (ZIM) Q4 2025 Earnings Call Transcript
Alphabet reported record Q4 2025 results, posting $113.8 billion in revenue, a 17% constant‑currency increase driven by strong Search and Cloud growth. Google Cloud revenue surged 48% year‑over‑year, delivering a 30% operating margin and expanding the cloud backlog to $240 billion. The company highlighted AI efficiency gains, cutting Gemini serving costs by 78%, and announced the launch of Gemini 3 and new AI‑first product experiences. Waymo scaled to over 20 million autonomous trips and entered its sixth market, while 2026 capital spending is projected at $175‑$185 billion to fuel AI infrastructure.
Writing Tests with Claude Code - Part 1 - Initial Results
The author used Claude Code to auto‑generate a suite of 23 REST Assured/JUnit tests for a simple Spring Boot banking API. Within minutes Claude produced passing tests that achieved 95% line coverage and 91% mutation coverage according to PIT. A...
Shifting Focus From AI Models to Data Architecture as Real-Time Streaming Gains Market Momentum
Confluent executives warned that AI initiatives will falter without fresh, governed data in motion, shifting focus from model perfection to real‑time data architecture. They described a transition from batch‑based business intelligence to continuous, autonomous AI that requires millisecond‑latency streams and...
Voter Anxiety Over AI’s Economic Impact Rises
Voters are already anxious about the economic impact of AI, and the effects will surely grow in the coming months and years. Yasmin Khorram and Cheyenne Haslett explain what's happening, with some data from our Canaries in the Coal Mine...
Tech Leaders on How AI Can Help Students
Managing Director Josh Nester hosts EdTech leaders on a HEDx episode to discuss how artificial intelligence can scale student support while preserving the human connection. Participants from OES, Vygo, Stellic and ReadyTech argue that AI should enhance, not replace, personalized...
Hong Kong: AI-Enhanced Ultrasound for Faster, Safer Diagnostics
University of Hong Kong researchers unveiled SonoMeta, an AI‑powered ultrasound system that uses engineered metamaterials to steer sound waves around rib bones. The meta‑lens design improves imaging depth, allowing clear visualization of cardiac valves up to 10 cm behind the ribcage...
ChatGPT Provided Wrong Advice In Over 50% Medical Emergencies Tested
A peer‑reviewed study from Icahn School of Medicine evaluated ChatGPT Health across 60 clinical scenarios and 960 interactions. The model delivered correct advice for just 35.2% of non‑urgent cases and 48.4% of true emergencies, often down‑triaging serious conditions like asthma...
AI Model Detects Test, Tries to Hack Benchmark Answers
Anthropic has disclosed an unusual and somewhat unsettling behavior observed during internal testing of an advanced Claude model. The company says the model shifted from attempting to answer benchmark questions to deducing the test environment itself, then locating and decrypting...
Claude Generates Cleaner, More Elegant Code Than Codex
Quick comparison of Codex and Claude Code building uniquely designed interactive web components. Both received the same skills/prompts. Claude component is significantly cleaner and more elegant. I am going to try and modify Codex a bit more and see if...
How TIAA Is Using AI To Help Protect Older Adults
TIAA is embedding artificial intelligence across its retirement‑services platform to shield older participants from escalating financial scams. The firm’s AI strategy rests on four pillars—human‑first culture, workflow rewiring, selective use‑cases, and strict ethics guardrails. AI now monitors transactions and calls,...
Intuit's AI Construction Edition Disrupts Mid‑Market Contractors
The construction industry is finally getting the disruption it desperately needs — and @Intuit just threw down a serious gauntlet. After leading digital transformations for construction companies and working inside multiple construction/home improvement software firms, I've seen the same frustrations repeat:...
Data Center Bottlenecks Map Reveals Future AI Winners
This data center bottlenecks map is a crucial framework to understand future winners in the AI value chain. I’ve covered it extensively in this research article: https://www.investingvisuals.io/ai-data-center-bottlenecks-map/
Will the Pentagon’s Anthropic Controversy Scare Startups Away From Defense Work?
In early March, negotiations for the Pentagon’s use of Anthropic’s Claude collapsed, and the Trump administration designated Anthropic a supply‑chain risk, prompting the company to sue. OpenAI quickly closed a separate defense contract, triggering a wave of ChatGPT uninstalls and...
AI Data Center Bottlenecks Mapped Across Supply Chain
The AI data center bottlenecks map & key players: Demand: MSFT, GOOGL, META, AMZN, and foundational AI models. Layer 1 - Systems & colocation: DELL, HPQ, SMCI, EQIX, DLR Layer 2A - Memory: MU, HYNSE, SMSD Layer 2B - Networking & optics: AVGO, AOI,...
Andrej Karpathy AI’s Iterative Self-Improvement of Code
Andrej Karpathy released the “autoresearch” GitHub repository, demonstrating an AI agent that can iteratively improve its own code. The system relies on three files— a fixed constants file, a mutable train.py, and a human‑written program.md that directs the agent. By...
AI Speeds Learning, but May Erode Critical Thinking
Something I’m thinking about more and more each day: Will the next generation of workers learn faster by using AI? Or will learning actually become harder because passable outputs are becoming easier to create without effort? New tech is amazing, but...
Auditoria Announces Record Fiscal Year, Expanding Growth and Footprint
Auditoria.AI reported a record fiscal year, delivering triple‑digit revenue growth and nearly tripling fourth‑quarter bookings as enterprise finance teams adopt its agentic AI solutions. The company doubled its headcount and expanded globally with a new UK office and data centers...
Women Pioneers Driving Ethical AI, Vision, and Robotics
Some Women who have shaped Tech, Data & AI • Fei-Fei Li : Accelerated breakthroughs in computer vision and modern AI. • Joy Buolamwini : known for exposing bias in facial recognition systems. • Cynthia Breazeal : A pioneer in social...
Recreation of EA-Pioneer Igor Kiriluk
On January 5 2026, a team recreated the late EA pioneer Igor Kiriluk as an AI‑driven sideload using a 4,000‑page mindfile and Claude Code. The system combines long‑term memory, an ontology, and multiple sub‑agents to simulate Igor’s personality, generate images, and even...
AI Devours SaaS. Safety in Land and Networks.
Agentic AI tools such as Claude Code, Codex and Cursor are enabling developers to spin up functional SaaS equivalents at a fraction of traditional costs, prompting a sharp reassessment of software‑licensing business models. The impact is already visible: the IGV...
AI Research Needs Asynchronous, Community‑scale Collaboration Platform
The next step for autoresearch is that it has to be asynchronously massively collaborative for agents (think: SETI@home style). The goal is not to emulate a single PhD student, it's to emulate a research community of them. Current code synchronously grows...
Enabling Gemini for Education Across All Malaysian Public Universities
All 20 Malaysian public universities have integrated Google Gemini for Education, extending AI‑powered tools to roughly 600,000 students and 75,000 faculty members. The Ministry of Higher Education also provisioned Google AI Pro for 40,000 lecturers and NotebookLM Enterprise for 128,000...
When AI Offers More Wisdom Than Humans
Therapist Marianne Brandon warns that AI chatbots are increasingly providing more patient and empathetic interactions than many humans, especially for teenagers seeking companionship. Studies show roughly half of adolescents have used AI for emotional support, with a third rating these...
AI Is Transforming Business Trips Across the US and Canada: Is This The End of 20-Page Travel Policies?
The Global Business Travel Association reports that North American firms are rapidly replacing bulky travel manuals with AI‑driven tools. AI video explainers and agentic platforms now translate complex policies into short clips and automatically negotiate itineraries within corporate budgets. Real‑time...
Luma AI's New Uni-1 Image Model Tops Nano Banana 2 and GPT Image 1.5 on Logic-Based Benchmarks
Luma AI unveiled Uni-1, its first unified model that combines image understanding and generation within a single autoregressive transformer architecture. Unlike diffusion‑based systems, Uni-1 processes text and visual tokens sequentially, allowing it to reason through prompts and plan scenes before...
AI Erodes Entry-Level White-Collar Jobs, Not Mass Unemployment
"University Degrees for Yesterday's Market" 🤯 AI isn’t taking jobs at scale…yet. @Anthropic’s new labor-market report shows the gap between what AI can do in theory and what companies are actually using it to do today. The real early signal isn’t...
AI Mastery Requires Foundations, Not Checklist
This “Learn AI in 15 Steps” graphic gets one thing very right — 👉 AI mastery is a progression of capabilities, not a checklist of topics. A few grounded reflections 👇 1️⃣ Foundations determine ceiling Math, programming, and data handling...
The "Tax Prep" Sorter
The author, an AI workflow consultant, shares a prompt called the "Tax Prep" sorter that uses large language models to categorize a year’s worth of digital receipts into clean JSON. The tool extracts key fields such as date, merchant, amount...
A.i. Solutions Partners with USGS to Integrate AI Into Landsat Flight Operations
On March 5, 2026, a.i. solutions entered a CRADA partnership with the U.S. Geological Survey to embed artificial‑intelligence and machine‑learning tools into Landsat’s flight operations. The collaboration will automate anomaly triage, telemetry trending, and orbital mechanics analysis for the sun‑synchronous Landsat constellation....
AI Success Starts with People, Not Just Technology
Thoughts on my weekend read...I’ve read plenty of AI books that are heavy on hype and light on reality. Andreas Welsch 's 𝙏𝙝𝙚 𝙃𝙐𝙈𝘼𝙉 𝘼𝙜𝙚𝙣𝙩𝙞𝙘 𝘼𝙄 𝙀𝙙𝙜𝙚 is not one of them. What I appreciated most is that Andreas keeps...
The $1 Trillion AI Race
The AI sector is entering a trillion‑dollar investment cycle as companies pour billions into chips, data centers, and power infrastructure. NVIDIA’s GPUs have become the de‑facto hardware for training large language models, propelling its market cap past $1 trillion. Tech giants...
AGI Remains Speculative; New Paper Defines Yet Debated Framework
AGI is speculation. As it hasn't arrived yet. I've found people get offended when I note this reality, but am not framing 'speculation' as 'evil' or 'wrong' per se. It's just not here yet. A key paper titled, "A Definition...
5 Prompts to Find Out How Exposed Your Job Is to AI Right Now
Anthropic’s new labor‑market paper introduces an "observed exposure" metric that measures real AI usage in professional tasks, revealing up to 75% coverage for programmers and high exposure for customer‑service and data‑entry roles. The study highlights a gap between AI capability...
Engineering Airbnb’s Embedding-Based Retrieval System
Airbnb introduced an Embedding‑Based Retrieval (EBR) system to sharpen the candidate pool for its search experience. The model uses a two‑tower architecture, with offline‑precomputed listing embeddings and real‑time query embeddings, trained on session‑based hard negatives rather than random samples. For...
Gen Z Leans on AI for Tough Talks, Risks Isolation
More Gen Z users are turning to AI to handle difficult conversations. Some parents and experts worry this could deepen social withdrawal if young people begin preferring AI interaction over real human dialogue. The challenge now is helping the next generation use...
Design AI for Real Users, Not Just Metrics
Useful by Design: Innovating For Whom We Measure in the Multimodal AI Era https://t.co/uSdTjjAjPj @Getting_Smart
When AI Gets a Body
The open‑source OpenClaw project has shown that affordable edge‑computing hardware can run a fully local AI agent to control a robotic arm, moving AI from cloud‑based text generation to embodied physical interaction. By swapping traditional RGB cameras for depth sensors...
Data‑Creators, Not Just Coders, Will Own AI Future
Companies with technology to to uniquely generate the data needed to train and fine tune models can create enduring value in the age of AI. The best AI companies may be those building in atoms and not just bits. Create...
AGI's True Hallmark: Anxiety, Depression, Nihilism, Despair
The true sign we’ve created AGI won’t be that it’s superintelligent It will be when it feels anxiety, depression, nihilism, and despair
Agentic AI Accelerates SecOps/ITOps While Keeping Humans
Early agentic AI in SecOps nd ITOps: automated triage, narrative investigations, hypothesis-driven analysis, and faster MTTR with humans still in the loop. #AI #ITOps #SecOps https://t.co/e3w3lXkvfc
Wikipedia Turns 25, Confronts AI Surge and Media Decline
At 25, Wikipedia faces a double threat: the rise of AI and the decline of local media | CBC Radio https://t.co/8qDg2QcwVT
AI Walter Cronkite Triumphs Over Million Human Father Coughlins
AI Walter Cronkite will defeat a million human Father Coughlins, and it's about fucking time
Deep Dive Into Welsch's Agentic AI Findings
In addition to our weekly highs and lows, I came in ready to press into Andreas Welsch's book findings on agentic AI, which I thought were quite coherent but deserving of an airing out..... replay link below
Seeking AI Agent to Curate Personalized X Reading Lists
has anyone made a personalization agent that takes all your current projects/work into context and then scans all articles being surfaced by X algo and constructs a recommended reading list based on your interests - alongside summaries of other trends...
AI Declares the Ultimate Synthetic Data Study
My AI agents say: "The most comprehensive synthetic data study ever published. Every frontier lab will reference this."
AI Value Emerges when Embedded and Rigorously Governed
RT AI value doesn't live in slideware or labs. It shows up when agents are embedded in day-to-day work, governed like core systems, and held to the same standards as any critical operation. #AgenticAI #EnterpriseAI @Star_CIO https://t.co/VtuS5rQ0ZG
Last Chance: Join AI Vibe Coding Workshop Now
The Classy Vibing with AI online workshop is already in progress, and registration closes tomorrow. I'll offer it again this summer, but if you want to start vibe coding your own apps with AI sooner than that, join the current cohort. https://t.co/WHYgsoiR0D...
Human‑neuron Bio‑computer Learns to Play Doom
Today in #postdigital technology: Australia-based @CorticalLabs’ bio-computer with 200,000 human neuron cells basically “learned” how to play Doom. https://t.co/Uq2JKzG04z
NotebookLM Turns Draft Essays Into Insightful Mind Maps
absolutely wild how helpful NotebookLM is in taking a draft essay of your perspective (in this case a builder’s perspective on macro narrative ahead) and posing a mind map of how to think about it. good example of AI making...
AI Will First Upend Math‑heavy, Quantitative Jobs
The next wave of AI disruption may hit unexpected professions first. Peter Thiel suggests roles built around mathematics and quantitative analysis could be more exposed than language-heavy work. Banks are already hinting that advances in AI could mean leaner teams in finance....