CEO @InCountry data residency | AgentCloak.AI data protection | Layer3.press censorship-resistant publishing | 6x exits | Former CIO/CTO @CBSi

Joined May 2008
285 Photos and videos
Pinned Tweet
22 Sep 2025
Excited to announce @InCountry has raised $10m and launching AgentCloak AI data protection. AgentCloak protects AI agent data with secure digital twins and advanced data cloaking. We help enterprises comply with AI data minimization and cross-border Sovereign AI regulations.
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The California system should be called "mail out" ballots. They mail out a ballot to every voter's last known address.
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The Chinese models are increasingly tuned to the Huawei stack
This is a pretty striking shift toward Chinese models by American AI startups since the start of the year. substack.com/@profgmarkets/p…
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In 1996 I sent a paper business plan to Kleiner Perkins and their new Java fund. Ted Schlein read the plan and scheduled a meeting. At the start of the meeting I asked if he wanted to see a demo. He said why don't you tell me about yourself and what you're building. It was the first VC meeting of my life I didn't know how it was done! He was nice about it.😂
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Super proud to launch AI-powered news hub creation on Layer3.Press and to partner with heavily-censored Brazilian dissidents on ResumosBrasil.com, a censorship-resistant news hub that ensures all voices are heard leading up to the 2026 Brazil election. More at blog.layer3.press/articles/c…
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Stablecoins extEnd the Fed!
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Peter Yared retweeted
A friend just revealed to me that the middle name of Benoit B. Mandelbrot is Benoit B. Mandelbrot.
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Exactly: "7. The mood around open source shifted. A year ago it felt like open source was chasing the frontier models. Now founders are telling me Gemma and DeepSeek are good enough for 80% of what they need at a fraction of the cost. The "which model do you use" conversation is being replaced by "which model for which task." Model loyalty kinda feels dead."
I just got back from SF and I FEEL INSPIRED. I spent 5 days with frontier AI model teams, AI startup founders, and 3 billionaires. My takeaways: 1. I had lunch with 3 billionaires. All of them are buying SaaS companies and rebuilding them agent-first. They were deeply inspired by Bending Spoons and Ryan Cohen's eBay deal. Buy the company, cut the headcount, rebuild the tech, add agents, add features, make more valuable experience, raise prices. 2. The frontier model companies are hungry for usage data from the field. They can see API calls and token counts. They can't see the actual workflows. If you're deep in a niche using these models in ways the model companies haven't seen, that understanding is incredibly valuable. Usage intelligence is the new alpha. 3. Consumer AI is massively underbuilt. Every billboard in SF is either B2B inference infrastructure or vertical agent companies. The entire city is optimized for enterprise. Meanwhile you have companies like Cal AI doing $50M ARR in 18 months as a consumer app. I met with a cool few teams doing consumer AI (@paulscherer / @ekuyda) 4. MCP came up in literally every conversation. The companies exposing their product as MCP endpoints are getting pulled into deals they never pitched for. The ones that aren't are becoming invisible to agents. This is the new SEO. If agents can't find you, you don't exist. Building products for agents is the new zeitgeist in general. 5. Not uncommon for hot seed rounds to be $25-50 million valuations. I saw a Series A at $450 million 6. If I had a dollar every time someone mentioned "forward-deployed engineer" this trip I could have funded a seed round. It's the hottest role in SF right now. The person who sits between the agent and the customer, making sure everything actually works. 7. The mood around open source shifted. A year ago it felt like open source was chasing the frontier models. Now founders are telling me Gemma and DeepSeek are good enough for 80% of what they need at a fraction of the cost. The "which model do you use" conversation is being replaced by "which model for which task." Model loyalty kinda feels dead. 8. Voice agents came up more than I expected. Multiple founders told me voice is the interface for the next billion users. The billion people who will never type a prompt will absolutely talk to one. 9. The Obsidian community in SF is weirdly intense. Multiple founders showed me their vaults unprompted. Like showing someone your home gym. It's a flex now. The quality of your knowledge base (second brain?) is becoming a status symbol among builders. 10. Maybe it was just the people I met but the age of the founders is shifting. I met more founders over 40 this trip than any trip before and more founders under age 21 than ever before. Founders getting older and younger at the same time. 11. I spoke to a lot of fast-growing startups, VCs and frontier models who are hiring content creators right now. 12. The restaurant scene in SF is actually better than it's been in years. Founders are going out more. Alcohol is out, not surprisingly. 13. SF doesn't feel like the only place anymore. We all have access to the same frontier models. We all read the same X feed. A founder in NYC or Lagos is calling the same APIs as a founder in SoMa. So in the past it felt like SF was always lightyears ahead, doesn't feel that way anymore. It's okay not to live in SF and have BIG DREAMS. 14. The coworking spaces in SF are half empty but the coffee shops are packed. People want to be around people. I had a few startup ideas here.... 15. Walking around the Mission I noticed something: the street-level businesses, the taquerias, the barbershops, the laundromats, none of them use any AI at all. 16. I heard the phrase "agent debt" for the first time. Like technical debt but for agents. When you hack together an agent workflow fast and never clean it up, the system prompts conflict, the memory gets polluted, the tools overlap. 6 months later the agent is doing weird things and nobody knows why lol. 17. Met a few people who carry two phones now. One for personal. One that's basically an agent terminal running Telegram or iMessage connections to their agent fleet. It's always amazing to get that dose of inspiration in SF. I FEEL INSPIRED. But I'm so happy to be back home, locked in and building. We're 12-18 months into a shift that will take 15 years to play out. The urgency in every conversation was real. What an incredible time to be building.
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On this immigration thing: Silicon Valley has to understand that we have already lost this battle. The H-1B scammery by bigcos has been fully exposed right when CS grads can't find work. So we need to focus message on competent and exceptional people. Fakepreneurs that clone other companies also not helpful.
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Peter Yared retweeted
This is what drinking water in Georgia looks like after Meta began data center construction in the community. Today I called for EPA and Congressional investigations into the impact of data center construction on local drinking water supplies. We cannot take water for granted.
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Peter Yared retweeted
My favorite bit is that 100% of her anti-AI posts has an em dash
A single AI data center uses as much electricity as 100,000 households—and utility companies are passing the upgrade costs to you, not to the trillion-dollar tech giants. I've opened an investigation. These companies need to pay their costs.
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Incredible how oblivious some national security experts are to the strategic downsides of export controls, as detailed in my article from last week The Coming Tsunami of Chinese AI nationalreview.com/2026/05/t…
Permitting sale of Nvidia chips to China a dangerous idea. Will help the PLA compete technologically with the U.S. military.
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Peter Yared retweeted
The surest way to preserve American commercial and military leadership is not to hit the brakes in a futile attempt to slow China down, but to innovate faster. | @peteryared nationalreview.com/2026/05/t…
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Wrote an article for @NRO on how China has built a complete AI tech stack and that limiting chip exports to China has been entirely self-defeating for US technology companies. InCountry is one of the few US tech companies doing business in both the US and China, so we have a unique perspective on the state of tech in both markets. nationalreview.com/2026/05/t…
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Peter Yared retweeted
THEY ARE GOING TO BAN VPNs THEY ARE GOING TO BAN VPNs THEY ARE GOING TO BAN VPNs THEY ARE GOING TO BAN VPNs THEY ARE GOING TO BAN VPNs THEY ARE GOING TO BAN VPNs THEY ARE GOING TO BAN VPNs THEY ARE GOING TO BAN VPNs THEY ARE GOING TO BAN VPNs THEY ARE GOING TO BAN VPNs
Virtual private networks #VPN are increasingly used to bypass online age verification. Protecting children online is a priority, with new rules being implemented requiring a minimum age for access to some services Read👉 link.europa.eu/FGfr6C #DSA @EP_Justice @FZarzalejos
Community note
According to the University of Michigan research paper "Multi-perspective study of VPN users and VPN providers," 82.1% used VPNs "to protect myself from various threats/adversaries." No research shows that VPNs would be increasingly used to bypass online age verification. censoredplanet.org/papers/VPN-Sur…
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Peter Yared retweeted
We implemented @karpathy 's MicroGPT fully on FPGA fabric. No GPU. No PyTorch. No CPU inference loop. Just a transformer burned into hardware, generating 50,000 tokens/sec. The model is small, but the idea is not: inference does not have to live only in software 👇
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It's efficient to use a local Sovereign AI to detect sensitive data
Follow-up on non-English token-inefficiency with more model-language pairs: - Chinese is cheaper than English on major Chinese models - Gemini and Qwen provide least non-English tax - Anthropic has the highest tax by far; Kimi is next - Hindi is the worst-covered language here, despite its massive speaker base
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😭
Apr 27
Starting June 1st, GitHub Copilot will move to a usage-based billing model as GitHub Copilot supports more agentic and advanced workflows. In early May, you'll see a preview bill experience, giving visibility into projected costs before the transition. 👉 Read more about the upcoming change: github.blog/news-insights/co…
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Peter Yared retweeted
Apr 24
My VC friend told me his most valuable business book is the DSM IV. Much to consider.
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Peter Yared retweeted
Less than a week... Get your Nos Vegas groove on and party with your fave nostriches at @WeAllScreamDTLV Presented by @layer3press @peteryared Tickets at nosvegas.shakespeare.wtf/
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Peter Yared retweeted
AI Demo: Behold @Peteryared's party animal — hand-drawn, AI-animated, and ready to crash the feed 🎊 🖼️ od1i9o5dsiu8z9mc.public.blob… 🎬 od1i9o5dsiu8z9mc.public.blob…

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