Here’s a roundup of interesting startup links I came across today:
No, local models will not win
Local models are never going to be as powerful. I think this point should be obvious: all of the current frontier models (closed and open-weights) are far too big to run on anything but a full GPU cluster in a datacenter. Of course, smaller models are getting more intelligent over time. In a year you might be able to run something about as strong as GPT-5.6-Sol on your laptop. But by then, you’ll think of GPT-5.6-Sol as too weak to be useful.
Compute Is Revenue. Revenue Is Collateral. – by Prakash
Nvidia’s release says explicitly that the partnerships remain subject to final agreements. It gives no committed amounts by institution, no interest rates, no maturities, no collateral rules, no advance rates and no complete description of Nvidia’s own exposure. The announcement is therefore best read as a proposed market architecture: a plan to make racks of accelerators legible to institutions that normally buy infrastructure debt, asset-backed securities and insurance-grade credit.
Launching America Next 250: Tomorrow Beings With Us
“My generation was handed a particular assignment. We were among the first to move in real numbers into these schools, these companies, these rooms, and we were taught resilience and grit as the tools to gain a piece of what was being offered. It took most of a lifetime to see that the assignment itself was off. We were pursuing gain as objects in the American experiment — certain we had to petition or conform to receive them. But we are not objects. In fact, we are the subjects of this story.”
National Knife Day 2026: Knife Maker Showcase – Portland Knife Center of Excellence
In 2024, in an unprecedented show of collaboration and community building, five competing Portland-based knife brands (Benchmade, CRKT, Gerber, Leatherman, and STEELPORT Knife Co.) – who are also five of the most notable American knife brands in the world – united to form the Portland Knife Center of Excellence (PKCoE). One of PKCoE’s objectives is to bring global awareness to Portland as a destination to connect and celebrate the passionate Knife Community while building pride in American craft, education, and innovation. The Portland Knife Center of Excellence continues to strengthen and now has seven local knife brands as members.
Stealing Reasoning Traces from Proprietary LLM APIs
The paper’s authors found that every model under the same family used the same encryption key, which meant you could feed those blocks back into the weakest model family members and jailbreak them into outputting the unencrypted raw reasoning blocks!
(2016) Market like you’re Action Jackson: Customer.io Actions
What’s Customer.io Actions? It’s an expansion beyond Customer.io’s typical email communications. To enable targeted communications to customers via any publicly available API. Twilio? Yep. Trello? Well yeah. Slack? Duh.
My agent setup
The goal of all this agent experimentation is to scale multiple products and the nonprofit with fewer staff and volunteers than would otherwise be needed. In short, I’m creating a staff of agents. I’m about a month into this charade, so it’s still early days.
YC Domains — How startup domains changed
In YC’s first years, almost every startup lived on a .com. Two decades later, fewer than half do.
Shoulders of Giants. Your success is not your fault | by Scott Galloway | Aug, 2026 | Medium
Americans love a self-made success story. The operative word, however, is … story. In his book Born on Third Base, Chuck Collins analyzed the economic backgrounds of the people on the Forbes 400 list. He concluded that, while media accounts labeled 70% of the wealthiest Americans “self-made,” in reality only about one-third came from a poor, working-class, or middle-class family with no significant family capital. Two-thirds of the people on the list stood on the shoulders of a giant named generational wealth.
OBI Annual Startup Spotlight Expo
Join us for an engaging evening at OBI’s Annual Startup Spotlight Expo, where innovation meets connection. This signature event highlights the groundbreaking work of OBI’s resident startups across biotech, health, and life sciences, offering a firsthand look at the ideas and technologies shaping the future of the industry.
AGI Will Set Off an Industrial Explosion – AI Frontiers
If AI reaches the point where it can do the cognitive work humans do, robots will proliferate. Standard data on US industry implies a fully automated economy could double its output roughly every year
Sector Snapshot: Fitness Startup Funding Is Rebounding, But Investors Want AI And Data, Not Treadmills
Venture investors, luckily, seem to be more upbeat than they have been in years about the future of fitness and wellness. Startup investment in those categories totaled more than $3.6 billion in the first half of this year, putting 2026 on pace to come in about a third higher than 2025, though notably last year marked the lowest sum for wellness-related startup funding in at least six years.
The Lead Investor Problem – by Martyn Eeles – HealthVC
This is the lead investor problem. It happens when many investors are interested in the company, but no one is willing to take ownership of the round. Everyone wants to watch. Everyone wants to be kept updated. Everyone wants to know who else is involved. Everyone wants comfort from the market. But nobody wants to set the terms, anchor the round, take the first real risk, and become the investor others can organise around.
Preventing churn in set-and-forget products
No need for panic; your engagement frameworks still work, but you need to point them at a different actor.
Robotics startups raise $23B, humanoid funding hits $8.6B | Value Add Pulse
Robotics startups have raised more than $23 billion in 2026, nearly matching all of 2025, with humanoid-specific funding alone reaching $8.6 billion — 1.8 times last year’s full-year total with five months still to go.
Put AI to Work: A Hands-On Workshop, Wed, Aug 19, 2026, 3:00 PM | Meetup
Ryan Ramirez will show you how tools like Claude Cowork and Claude Code actually work, where they are reliably useful, and how to give them the context and instructions required to produce professional-quality output.
Porkbun vs GoDaddy: Setting the Record Straight – Porkbun.com
GoDaddy recently published a Porkbun vs GoDaddy comparison article on their own website. GoDaddy manages more than 82 million domain names while here at Porkbun we manage about four million. By their own published numbers, they are over twenty times our size.
Firsthand: Six Years at Vanta, My Reinvention is the Only Constant
I realized the opportunity to help build what could become the next Apple was more compelling to me than making Apple’s marketing 0.1% better.
TiE Oregon names new president – Portland Business Journal
“To serve as president of TiE Oregon, I am especially grateful for the opportunity to lead and giving back to an organization that believes entrepreneurship is one of the most powerful drivers of economic growth, innovation and job creation,” Lukas said in a written statement.
