Here’s a roundup of interesting startup links I came across today:
From Building $18 Million Startup as a BYU Student to a GP in a VC: Adam Shaw’s Founders & Funders Bet – TechBuzz News
That instinct — find the margin, build the relationship, bet on yourself — has carried Shaw from Woodland, Washington, a small town an hour’s drive from Portland, through a medical-supply company he scaled as a college student from zero to $18 million during the pandemic, a management-consulting stint that helped restructure procurement for a group of major REITs, and now into the role of co-founder and partner at Founders & Funders, the Utah-born venture and events company he now runs alongside Jeff Erickson.
How the AI Investment Craze Is Keeping the Global Economy Afloat – WSJ
ING estimates the AI frenzy accounts for around a third of the U.S. economy’s recent growth, as the data-center build-out sucks in semiconductors, electronics, cables, metals and machinery from around the world.
State of the Map 2026 – OpenStreetMap conference – Po Ve Sham – Muki Haklay’s personal blog
Overall, it’s interesting to see the evolution and response to the changing internet and commercial environment over a period of 20 years, and how the increase in data coverage and quantity is opening up applications. For a project that is managed in a chaotic do-ochracy way, with all the problems and challenges that this creates, it is very impressive. It is slowly (very very slowly) maturing into an organisation with some staff (well 1.something now), and a turnover of the foundation of about €1m. In comparison, the European Citizen Science Association (ECSA), which is doing far less than OSM and started in 2013, is already on €1.5m with about 20 members of staff. It might be that the AI age will force such changes.
(2012) Just what the doctor ordered: Electronic healthcare startup Kryptiq gets snapped up by Surescripts
When Surescripts pumped a strategic investment into Hillsboro-based healthcare startup Kryptiq, it seemed as if the writing was already on the wall—if the companies worked well together.
Data centers emerge as new flashpoint between Kotek, Drazan in Oregon governor’s race • Oregon Capital Chronicle
But a new fissure between the candidates is emerging over data centers, and the growing public backlash over the server farms in Oregon and nationwide. A late July poll by the Portland-based firm DHM Research found that 71% of Oregonians have a negative view of data centers, which have found a comfortable market in Oregon with the state’s lack of sales tax, generous property tax breaks for industrial development and relatively low electricity rates.
The Rise and Fall of Agent Civilizations
Two reports have come out about this incident, one from OpenAI itself, and another one from METR and Redwood Research. The METR/Redwood investigation’s scope was limited to how the second civilization of AIs pwned Hugging Face (but it didn’t look at how the third civilization pwned OpenAI itself, which seems like an even more concerning incident). These two reports are 38 and 91 pages long respectively, and it’s kinda hard to parse the storyline.
Weekly Review: Who Holds the Keys – by Sam Keen
Happy Monday, and thank you for making Altered Craft’s weekly AI review for developers part of your routine. One question threads this edition: who holds the keys to your stack? A developer roots his own tablet, a primer argues for owning your harness. Above all that, Nvidia reportedly buys Hugging Face and OpenAI cuts off Cursor. Control you build, and control that shifts over your head.
Product-Market Fit Has Always Been a Treadmill, But it Just Got WAY Faster
But the reality is that PMF has always been a treadmill. You’ve always had to consistently earn it. It isn’t an off switch, and nobody actually building a company would describe it as static. It just feels like it’s a treadmill now because you can really feel its movement. It was always moving, but just at a much slower pace.
One year as a solopreneur
In hindsight, betting on myself was the best decision I’ve ever made. Today I’m sharing a candid look at how it’s going – with real numbers – and my advice for anyone interested in stepping off the corporate treadmill.
What I learned about founder-market fit
Experience is obviously an advantage, and the data backs it up. Founders with three or more years of experience in the industry they’re entering are roughly twice as likely to build a top 0.1% company. Among those fastest-growing ventures, the mean founder age is 45, and founders in their early twenties have the worst odds of any age group. I started SessionStack at 22 with about two years as a software engineer, so I was on the wrong end of both.
Full breakdown: OpenClaw 2.0 vs. Grok Bot and ChatGPT Work
Peter Steinberger’s OpenClaw released version 2.0 on August 30th with many of the capabilities that define Grok Bot and ChatGPT Work: persistent agents, shared sessions, computer access, recurring jobs and handoffs. The more consequential difference is what OpenClaw still refuses to bundle.
The Big One is Coming
I want to be careful here because “AI is going to cause a huge cyberattack” is exactly the kind of clickbait I’d normally roll my eyes at. I read incident reports for a living, and I have a low tolerance for hype. So understand that I’m not writing this from a place of doom. I’m writing it because I read one specific document last week and my jaw was on the floor by page ten.
a16z creates a $1.1B ‘Machine Age’ fund to ‘accelerate the physical buildout of AI’ | TechCrunch
The fund will focus on hardware, bucking the firm’s typical focus on the scaling power of software. In a post on the venture capital firm’s website, a16z says the fund will focus on investing in the infrastructure that powers AI — a swath that includes everything from computer chips and memory to data centers and robots.
Introducing the 2026 Intelligent Applications 40
These shifts are what Madrona’s 6th annual Intelligent Applications 40 list, released today, captures. We see it as the year of “Harnessing the Value of AI,” and this theme runs through the 5th annual IA40 Summit, where a number of this year’s winners will take the stage. Nearly every category and cohort includes at least one company applying AI agents to a specific job to be done: IT service management with Serval, customer service with Sierra, marketing operations with Gradial, lead generation/sales with Clay, legal work with Legora, healthcare with OpenEvidence.
Defense embedded systems maker Sightline Intelligence doubles HQ – Portland Business Journal
Sightline, which has its roots in unmanned aerial vehicle maker Insitu, makes software to analyze video and sensor data collected by drones. The processing, which uses artificial intelligence, is done as the information is collected for real-time awareness. Its customers are in military and law enforcement.
The AI Industry Gets Paid to Waste Your Money
In a paper we co-authored with researchers at Villanova and Portland State, “Leveraging wSSAS Towards Text Categorization Using LLMs,” we found that irrelevant information in the input damages performance because it “forces the model to attend to inconsequential patterns.” We filtered the raw data into signal-dense summaries before the model saw them, cutting 20 to 25 percent of the input as noise, and measured sharper results on the smaller input, with one accuracy index more than doubling. Less input, better output. My co-founder Nitin Mayande wrote a plain-English walkthrough of why models get confused by noisy text and how the filtering works, if you want the approach without the math.
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