
OnlyBuilding. @usenomad_ai Follow our journey https://nitter.cf/t.co/nf0voSTSu7
Boston, MA
Joined May 2015
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A simple classification system
hightechinthehub.com/2016/01…
BBG retweeted
I do not support pacing frontier models. If I am going to die at the hands of killer AI, I want it to be American, not Chinese. Buy American, Die American.
Boston and Cambridge actually tried this a few years ago - Daily Table - it closed after 9 years.
Trader Joe’s exec.
30% margin.
grocerydive.com/news/daily-t…
Anyone interested in this should review Boston food programs, this summer we had free $100 vouchers for the farmers market
These folks have no idea how to run a business, have never run a business, and — wait for it — they put out an RFP to let entrepreneurs run their state sponsored grocery stores
So… the government is going to pay companies to discount groceries, which have a 1-2% profit margin
Amazing!!! 🍿
Can’t wait to see them use some insane DEI criteria to select the RFP winners and this entire experiment to devolve into chaos!
COSTCO ALREADY HAS ZERO PROFIT MARGIN GROCERIES — YOU MIGHT AS WELL JUST NEGOTIATE BUYING ACCESS TO THEIR SELECTION FOR DISADVANTAGED NEW YORKERS!!!
Haven’t felt this level of excitement about the internet since the first time I actually got online.
@FreenetOrg just did that.
💸 You think this is crazy low but ~5% ownership probably the most common final % most VC funded startups will have when they work out, especially when you have a co-founder
Raising money is not free, people don't give you money out of charity, they buy a little slice of your company every time they invest, so in every funding round you sell a share of your company's ownership for money, that money you use then to grow more, in the hope that your part becomes more than the ownership you just gave away
Median ownership for single founders (via @cartainc):
Seed: ~56%
Series A: ~36%
Series B: ~23.5%
Series C: ~16.5%
Series D: ~10%
Series E: <10%
Now if you have one co-founder (most startups!):
Seed: ~28%
Series A: ~18%
Series B: ~11.75%
Series C: ~8.25%
Series D: ~5%
Series E: <5%
What if you're one of 4 co-founders:
Seed: ~14%
Series A: ~9%
Series B: ~5.875%
Series C: ~4.125%
Series D: ~2.5%
Series E: <2.5%
Now imagine you get acquired after one of these funding rounds for $1,000,000,000 ($1 billion is a lot!), how much are you left with?
Money made with $1B sale for single founders:
Seed: ~$560 million
Series A: ~$360 million
Series B: ~$235 million
Series C: ~$165 million
Series D: ~$100 million
Series E: <$100 million
Now if you have one co-founder (most startups!):
Seed: ~$280 million
Series A: ~$180 million
Series B: ~$117.5 million
Series C: ~$82.5 million
Series D: ~$50 million
Series E: <$50 million
What if you're one of 4 co-founders:
Seed: ~$140 million
Series A: ~$90 million
Series B: ~$59 million
Series C: ~$41 million
Series D: ~$25 million
Series E: <$25 million
But let's be more realistic, the median acquisition value for a VC-backed startup sits at approximately $71 million:
For single founders:
Seed: ~$39.8 million
Series A: ~$25.6 million
Series B: ~$16.7 million
Series C: ~$11.7 million
Series D: ~$7.1 million
Series E: <$7.1 million
Now if you have one co-founder (most startups):
Seed: ~$19.9 million
Series A: ~$12.8 million
Series B: ~$8.3 million
Series C: ~$5.9 million
Series D: ~$3.55 million
Series E: <$3.55 million
What if you're one of 4 co-founders:
Seed: ~$9.95 million
Series A: ~$6.4 million
Series B: ~$4.2 million
Series C: ~$2.9 million
Series D: ~$1.8 million
Series E: <$1.8 million
Okay last one (this post is getting too long 😊), we know 1) the median time of acquisition is around Series A (quite early actually), and 2) we know the median acquisition value is $71M, so now we can tell you the median expected outcome for a startup that gets acquired:
Single founders: ~$25.6 million
One co-founder: ~$12.8 million
One of 4 co-founders: ~$6.4 million
Getting acquired itself is a remarkable event though as most startups are by definition doomed to fail, only ~15% of startups ever get acquired, so the expected outcome with probability included is:
Single founder: ~$3.84 million
One of two co-founders: ~$1.92 million
One of four co-founders: ~$960,000
P.S. we did not include taxes and liquidation preferences, the investors may receive their preference before common shareholders receive anything, meaning founders receive even less, but we also didn't include taking money off the table in earlier rounds by founders to be fair, so they balance each other out a bit
Not saying this is bad btw, it's just how the VC game works but good to write it out and be aware of how it works
VC-backed startups shoot for the moon, it's one of the few ways you can have a crazy big payout and become an actual billionaire which is very rare as a bootstrapped founder with your own money!
BBG retweeted
Orwell's most brilliant observation in "Nineteen Eighty-Four" was that reducing a person's vocabulary also reduces his capacity to think.
Reading old or difficult literature will unleash the full potential of your mind.
Great video 👇
Future jobs will be us figuring out how to token maxxx
~60% Fable cost cut by transparently turning the code into an image and having the model OCR it. WILD idea. also hilarious. github.com/teamchong/pxpipe
Ugh a bait and switch…
So fable will just be opus 4.8
Claude Fable 5 will be available again globally tomorrow.
After a series of productive conversations with the US government, we're redeploying the model with a new set of classifiers to target and block more cybersecurity tasks. In the near term, some routine tasks like coding and debugging will fall back to Opus 4.8. We’ll continue to refine these classifiers over the coming weeks to reduce false positives and better distinguish genuine misuse from legitimate requests.
We’ve also begun drafting a consensus framework—with Amazon, Microsoft, Google, and other Glasswing partners—for assessing the severity of AI jailbreaks and how AI developers should respond to them. We invite other industry partners and model providers to join us in this effort.
Finally, we’re scaling up our collaboration with the US government on model testing and safeguards. This will include pre-release access to models and safeguards for evaluation, information sharing on jailbreaks and misuse, and dedicated resources for joint research.
Thank you to our users for your patience, and to our partners across the government, industry, and the research community who worked alongside us to make Fable 5 available again.
Read our full blog: anthropic.com/news/redeployi…
🌊 Introducing AssetFlow
An autonomous asset orchestrator for @HeyGen Hyperframes.
If you've tried building programmatic video with AI, you know the pain: agents hallucinate blank assets, fail at timeline math, and crash renders with bad formats. AssetFlow changes that. 👇
Give Agents a real toolkit. 🛠️
✅ Fetch real assets (no blank placeholders)
✅ Smart-trims raw clips natively
✅ Normalizes video formats (1080p60)
✅ Calculates exact timeline math
🌐 Registry: asset-flow-skill.vercel.app/
🐙 GitHub: github.com/open-biz/assetFlo…
AssetFlow integrates seamlessly wherever your agents live.
Working in the terminal? Use it with Cursor or Claude Code.
Building visual UI? It works flawlessly with Claude Design and OpenDesign. 🎨🎥
Check out the code and the SKILLS.md
🐙 github.com/open-biz/assetFlo…
Can’t code today. Too scared of Shai Hulud affecting one of my packages upstream.
‼️🚨 UPDATE: The TanStack npm attack is now a full campaign.
'Mini' Shai-Hulud has hit:
- OpenSearch
- Mistral AI
- Guardrails AI
-UiPath
- Squawk packages across npm and PyPI
The malware specifically targets AI developer tooling. It hooks into Claude Code (.claude/settings.json) and VS Code (.vscode/tasks.json) to re-execute on every tool event, long after the infected package is gone. npm uninstall does not fix this.
Linux Root escalation exploit. Lock down ssh, esp, rxrpc
Immediate and critical severity. This’ll affect almost all corporates and entities.
🚨 A new UNPATCHED Linux kernel “Dirty Frag” LPE flaw enables root access on Ubuntu, RHEL, Fedora and other distributions.
Researchers released a working proof-of-concept exploit capable of gaining root in a single command.
Details here: thehackernews.com/2026/05/li…
Just got an signed valid DKIM email from [email protected] that seems a phishing attempt...
@RobinhoodApp ur domain ok?
BBG retweeted
To check if your Google Workspace has been compromised by the same tool that compromised Vercel:
1. Go to admin.google.com/ac/owl/list…
- This is Google Admin Console > Security > Access and Data Control > API Controls > Manage app access > Accessed Apps
2. Filter by ID = 110671459871-30f1spbu0hptbs6…
- This is the ID of the compromised OAuth app
If you see an app after filtering, you have potentially been compromised
BBG retweeted
Your smart TV is taking screenshots of your screen every 15 seconds.
Not a guess. Not a theory.
A peer-reviewed study by researchers at UC Davis, UCL, and UC3M tested it.
Samsung TVs: every minute.
LG TVs: every 15 seconds.
Even when you're just using it as a monitor.
Here's how to turn it off for every brand:
BBG retweeted
🇺🇸 JUST IN: SEC says certain crypto interfaces, including DeFi front-ends, wallet extensions, and apps, may operate without broker-dealer registration under conditions:
• No custody of user funds (self-custodial only)
• No investment advice or recommendations
• No order routing or execution
• Fixed, neutral fee structures only
• No discretion over transactions or market activity
BBG retweeted
26 LLM routers are secretly injecting malicious tool calls and stealing creds. One drained our client $500k wallet.
We also managed to poison routers to forward traffic to us. Within several hours, we can directly take over ~400 hosts.
Check our paper: arxiv.org/abs/2604.08407
MS Teams as an attack vector due constantly having to update is an insane social exploit.
Can’t even trust *assumed* software update prompts
🚀 Shipped TrustGate! @OpenWallet
AI agents are flooding APIs right now.
Current middleware: allow everyone or block everyone.
No reputation. No nuance. No way for good agents to prove themselves.
So we built the fix 🧵
npm i trustgate-middleware
The killer feature: Wallet-Level Policy Enforcement 🛡️
We embedded a custom OWS policy into the wallet itself.
If TrustGate surge-prices you above your limit due to bad behavior, your wallet REFUSES to sign the payment.
Governance enforced at the signature layer. Not the API.


























