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This week made one thing clear: AI is infrastructure now — political, economic, and military. The U.S. is fusing hundreds of millions of biometric records into a single search engine, while Anthropic’s Claude is reportedly in hot water at the Pentagon over how far its military use should go.
At the same time, analysts warn AI agents could gut jobs and valuations, even as funding surges and enterprises double down.
Video pick: How to Value your Startup (and keep your Equity)
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Eight bullets of updates
🕵️♂️ US plans to merge fingerprint and face data into a single biometric search engine for 400M+ records as privacy reviews scaled back.
🧑💼 Citrini Research warns AI agents could double unemployment and slash a third off market value by 2028.
🧠 China ramps up brain-computer interface trials as investors and policy fuel rapid commercialization.
🤖 Walmart will train 16M employees on AI rather than cutting jobs, calling layoffs "unfortunate."
💸 Last week, European startups clinched 80+ funding deals totaling €707M in fresh capital.
🤝 Four global consultancies are set to help boost OpenAI's enterprise AI agent adoption, reaching millions of potential business users this year.
🚗 Uber takes full control of its robotaxi and delivery robot ops, promising end-to-end service for the AV future.
🕶️ Apple eyes March launch for AI-powered wearables that sense your environment, including smart glasses and upgraded AirPods.
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Google just put AI wrappers on notice

Photo by Available Psychologists on Unsplash
A Google startup lead says the era of “LLM + simple UI + Stripe button” startups is ending: companies that just wrap GPT or Gemini in a basic interface, or act as middlemen routing users to the “best model,” will struggle as model providers add those features themselves.
As OpenAI, Google, and others ship native tools and multi-model access, margins shrink, switching gets easier, and power shifts back to the platforms—similar to how AWS squeezed resellers. The startups that will survive are those with proprietary data, deep workflow integration, strong vertical focus, or real technical infrastructure; simply aggregating and marking up APIs is unlikely to be defensible, and consolidation is expected as investors favor businesses with real moats.
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How to Value your Startup (and keep your Equity)
You have a startup idea.
It has billion-dollar potential.
But how much is it actually worth right now?
In this episode, Caya breaks down how early-stage startup valuations really work; and why most founders think about them the wrong way. We explain pre-money vs post-money, how dilution actually happens (bricks vs pie charts), why most pre-seed rounds translate to 15–20% equity, and how raising more money can paradoxically make your company “worth” more.
We also walk through real 2025–2026 funding benchmarks, typical seed round math, stock option pools, and what happens to founder ownership over time. By the time most startups reach seed, founders typically own around 56% combined, and that’s normal.
This isn’t about chasing unicorn valuations.
It’s about not losing control and understanding the math before you negotiate.
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Meet America’s Newest $1B Unicorn
A US startup just hit a $1 billion private valuation, joining billion-dollar private companies like SpaceX, OpenAI, and ByteDance. Unlike those other unicorns, you can invest.
Over 40,000 people already have. So have industry giants like General Motors and POSCO.
Why all the interest? EnergyX’s patented tech can recover up to 3X more lithium than traditional methods. That's a big deal, as demand for lithium is expected to 5X current production levels by 2040. Today, they’re moving toward commercial production, tapping into 100,000+ acres of lithium deposits in Chile, a potential $1.1B annual revenue opportunity at projected market prices.
Right now, you can invest at this pivotal growth stage for $11/share. But only through February 26. Become an early-stage EnergyX shareholder before the deadline.
This is a paid advertisement for EnergyX Regulation A offering. Please read the offering circular at invest.energyx.com. Under Regulation A, a company may change its share price by up to 20% without requalifying the offering with the Securities and Exchange Commission.
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🐢 Skip unicorn FOMO: 70% of failed startups blame premature scaling —build systems and add zeros slowly.
🏗️ Wrong infra caps growth—use 5-step build-vs-outsource framework to catch it early before it bites and scale smarter.
📝 Your product won’t speak for itself — publish consistently to stand out in a web where up to 50% is AI slop.
🛠️ Think like an engineer: apply 80/20, deconstruct systems, and ship to learn for smarter scale—faster.
Financial Modeling Bootcamp for Startup Founders
Leveraging over 12 years of hands-on startup experience, our CEO, Caya, created a practical financial modeling bootcamp for startup founders.
The course helps founders develop clear, investor-ready projections, better understand their fundraising needs, and track the core KPIs used to guide day-to-day and strategic decisions.
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Claude gets a Pentagon summons

Photo by Christopher Skor on Unsplash
Defense Secretary Pete Hegseth has called Anthropic CEO Dario Amodei to the Pentagon over limits Anthropic placed on how the military can use its Claude AI model. The Pentagon wants broad rights to use AI for lawful military purposes, including weapons and surveillance, but Anthropic pushed back. Now Hegseth is threatening to label the company a “supply chain risk” — a designation usually reserved for foreign adversaries — which could jeopardize a reported $200M Defense Department deal and force contractors to remove Claude from their systems. Claude was reportedly used in a January raid that captured Venezuela’s Nicolás Maduro, highlighting how high the stakes are.
If that designation goes through, AI companies seeking DoD contracts may need fully on-prem, air-gapped, and tightly controlled systems to avoid sudden bans. Competitors would likely rush in with government-compliant offerings, while procurement teams factor political risk into their vendor decisions.
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Startup Events and Deadlines
How to Find your Startup Valuation l Feb 26 l Webinar
Startup Funding Rounds in the AI Era l March 5 l Webinar
Web Agents Hackaton l February 28 - March 1 l San Francisco
AI Tech & Startup Night — San Francisco l Feb 25 l San Francisco
How to Pitch an AI Company to Investors l March 12 l Webinar



