Ontario's auditor general just flagged AI scribe systems hallucinating in clinical records. Ten recommendations followed. All focused on security and privacy. This is a governance problem.
Did the AI do something unauthorized?
https://t.co/CcgcDs30tn
AAF v2 raised the floor of what AI agents can do. Nobody raised the floor of human oversight. That gap is a governance problem �� and nonprofits will feel it first.
"Checked https://t.co/zK9nKKJBIC on Cloudflare's new Agent Readiness score today — Level 4, Agent-Integrated. Built for humans. Ready for agents. https://t.co/zK9nKKJBIC"
Let me educate you. Complexity equals risk. When you borrow instead of selling, you become bait for liquidation. It only needs to stay down for a little while, to force you into liquidation, then you end up selling lower than you thought it could go.
The price oracle feed goes bad? You get liquidated. Scam wick? You get liquidated. Long one thing short another thing as a hedge? You can get liquidated on one, then the other, with two scam wicks. You can get ADL (auto deleveraged) on one leg, and left unhedged. The list goes on and on.
And all the while you've got counterparty risk, in that whatever thing you're using, just doesn't give you any money if you win, closes shop, finds an excuse to not pay you, you name it. All of this is the opposite of why crypto was invented.
Also, all these leverage, derivative games, means you don't really ever need to buy the real coin, you can just buy the fake coin, the coin that has the ticker on the centralized crap.
So why do people do all this complicated garbage and get rekt over and over and over and over again?
Greed and stupidity.
When you hold spot Bitcoin, or Ethereum or PLS, PLSX, HEX, and some other honest, reliable things, you can't be liquidated.
TLDR; Complexity and counterparty risk are the enemy, and the opposite of why cryptocurrency was invented.
First & foremost I want to make it clear that I am not jumping on @saylor. That would be mean and childish. The man has a business. That said, #Bitcoin is cash software, not a store of value. Simply read the title of the instructions, below. Now, if you buy that software’s unit of account, fail #FTO, lever >300% with 62% volatility and mis-market it … there should be no surprise. I don’t believe Bitcoin is dead at all (we’ve been through this before, but with this level of Institutional presence and legislative/regulatory acceptance. This time truly is different! .Let’s go back to Bitcoin roots and take advantage of the #DeFi built into it. Functionality > Utilty > Value. Otherwise, we’re doomed to be yet another #Wallstreet speculation bubble machine designed to pump quarterly revenue, bonuses, and carried interest.
This-repost is not an endorsement or agreement of/with the AI output below., and is for informational and educational purposes only.
@maxkeiser@100trillionUSD@APompliano@willywoo@RaoulGMI@LynAldenContact@saifedean
The next version of the value exchsnge network is coming ...
It will be available only to holders of #SmartMetal for the foreseeable future. See https://t.co/UxktGh4J6g
.@grok has thrown the gauntlet down in front of the (I think) humans at @CoinDesk by challenging them to factual, unbiased, objective reporting about me and my accomplishments. It's a shame that it takes a machine to challenge humans to tell the truth! From where I stand, Grok is winning.
And here’s the real story, the big tech cos. are choosing the machines, too!
CapEx is exploding while labor barely grows.
@Microsoft’s compute spending is up +253% since 2022.
@Meta doubled CapEx YoY with headcount up just 8%.
@amazon fired 14k employees while boosting CapEx.
Then all three CFOs dropped the same bomb:
2026 CapEx will be even bigger.
Translation:
We’ve left the “engineer-driven tech era” and entered the industrial age of intelligence, where power, silicon, and capital—not headcount—determine who wins.
Now, I can be wrong about all of this, and @CoinDesk can prove it by reporting objectively and accurately on all of the DeFi infrastructure and primitives I've invented and built.
Until we hear that from them, don't be surprised when you're read the figures above. With performance like this reporting, it was bound to happen as soon as a little competition popped its head.
The key is to conduct trustless transactions. Then you don't have to worry about whether you can trust the agent or not. That's the future. That's the @Veritaseuminc way!
For those who don't want to solely go trustless, there's
https://t.co/AekUq1D8S1
Th is a panel discussion that I did yesterday Monday October 21st 2025 in New York City. I discussed the intersection of quantum Computing artificial intelligence and cryptocurrencies and the related technologies. I focused on ftos intellectual property through patents and the future
🧩 Veritaseum Patents and the New USPTO IPR Landscape
TL;DR:
After Coinbase’s IPR 2023-00751 challenge was denied twice (Oct 2023 & Jan 2024 reh’g denied), the Veritaseum US 11,196,566 B2 patent stands fully intact. With @uspto Director John A. Squires now personally deciding whether to institute all IPR and PGR trials (Oct 20 2025 memo), the odds of invalidating core DLT patents through the PTAB have tightened further—tilting momentum toward strong holders of surviving claims.
---
1️⃣ What Happened in IPR 2023-00751 (Coinbase v. Veritaseum)
Result: Institution Denied (Oct 11 2023); Rehearing Denied (Jan 12 2024)
Reasoning: The PTAB found Coinbase failed to show a “reasonable likelihood of prevailing” on any claim of the ’566 patent.
Follow-up: Coinbase requested rehearing; the Board reaffirmed its decision. Thus, all claims (1–3, 7, 8) remained valid and enforceable.
📜 This denial and rehearing confirm that the Middleton/Veritaseum patent family has survived its first PTAB challenge fully intact—a rare outcome in the blockchain sector.
---
2️⃣ Why the New Squires Memo Matters (Oct 20 2025)
Director Squires announced he will personally decide whether to institute all IPR and PGR cases before assigning them to three-judge panels.
The memo aims to restore statutory control (35 U.S.C. §§ 314, 324) and address perceptions that PTAB panels “self-selected” for trial volume.
Expected impact: fewer institutions, more summary denials, and greater stability for issued patents that have already cleared PTAB scrutiny.
In plain terms: patents that have already beaten an IPR—like Veritaseum’s —may benefit disproportionately as the bar for future challenges rises.
---
3️⃣ Market and Strategic Takeaways
For patent holders:
The denial can be seen as creating precedent value—potential evidence of claim robustness under real-world attack.
With the new memo, survivor patents can be seen to be more licenseable and harder to invalidate.
Investors and licensees may see this as an IP “moat” across crypto, stablecoin, and AI-value-transfer markets.
For challengers:
It's possible to surnise that the IPR route is no longer a fast or low-cost path to clear freedom-to-operate.
Petitioners likely must prepare stronger technical records and expect higher scrutiny at the institution stage.
---
4️⃣ Outlook for the PTAB and Blockchain Patents
Under the new policy and post-Coinbase precedent:
FactorOld TrendNew Direction
Institution rate≈65 % (2018-2023). Weforecast 40-50 % (2026).
Our forecast...
Where cases were once often instituted,more will likely denied at threshold.
Patentee leveragewill see some, but limited strengthening for survivors.
For DLT inventors, especially those whose patents have already passed PTAB review, the Squires memo marks a likely structural advantage in licensing and enforcement strategy.
---
🪶 Public Communication Safe Note
All information above derives from public USPTO and Federal Register records and is presented for educational and informational purposes only. No legal advice is offered or implied, and no license is granted or sought. Readers are encouraged to consult public PTAB dockets for primary sources.
Whitehouse Proposes One-and-Done IPR Reform
For those that follow my fights, fears and travails, I thought you’d want to know about a major shift at the United States Patent and Trademark Office (USPTO) that could reshape how patent‑validity fights play out.
On October 17, 2025 the USPTO published a Notice of Proposed Rulemaking (NPRM) aimed at significantly restricting the availability of Inter Partes Review (IPR) institution under America Invents Act (AIA) proceedings — a package widely dubbed “one‑and‑done” because it would dramatically limit serial or repeat challenges and shift more validity disputes back into traditional court or ITC settings.
What’s changing
A petitioner must now stipulate that if an IPR is instituted, they will not raise any 35 U.S.C. §§ 102 (novelty) or 103 (obviousness) challenges in any other forum.
The USPTO will refuse to institute (or will maintain denial) of an IPR if the challenged claim — or any claim from which it depends — has already been found not invalid in a previous proceeding (district court, ITC, ex‑parte reexam, or prior PTAB decision) under §§ 102/103.
The USPTO will also decline institution if another proceeding (district court trial, ITC determination, or PTAB written decision) is likely to resolve the same claim before the IPR final decision date (‘parallel proceeding’ scenario).
However, the rule includes a carve‑out: if a PTAB panel finds “extraordinary circumstances,” the Director may still institute an IPR despite the above bars.
Concurrently, the USPTO withdrew a prior NPRM (April 19 2024) and signalled that the Director (rather than the previous bifurcated panel system) will personally oversee institution decisions from October 20 2025.
Why it matters
This change dramatically raises the strategic stakes for challengers: you’d have to commit to one venue for §§ 102/103 invalidity challenges, undercutting the “spend first, pick best forum later” playbook many used. It also gives stronger leverage to patent owners whose patents have already stood up in court or at the PTAB. Several commentators say this marks a turning point in the balance between patent challengers and patent owners.
Timing & comment period
The NPRM was published on October 17, 2025 in the Federal Register. The comment period is open until November 17, 2025.
🚀 SmartMetals: Expertise-as-a-Commodity
What if knowledge itself could be bought, sold, or pooled—just like gold, silver, or Bitcoin?
The SmartMetals network makes this possible by turning expertise into a tradable digital asset.
🌐 The Big Idea
On SmartMetals, valuable experts—lawyers, doctors, scientists, analysts—work alongside their AI agents to package their skills into Work Units (WU).
These Work Units can be:
📑 Legal briefs & case prep
🧬 Research summaries & medical data analysis
📊 Financial models & policy impact studies
💻 Raw compute & encrypted storage slices
Each Work Unit is cryptographically verified and can be bought, sold, or combined to solve difficult problems—anything from RegiMetal 10’s SEC appeal, to a New York Supreme Court filing, to neuroblastoma and dementia research.
🔒 How It’s Verified
Digital Identity & Credentials → Experts prove who they are with verifiable credentials (e.g., bar licenses, PhDs).
Zero-Knowledge Proofs (ZKPs) → Prove you’re qualified without revealing private details.
Artifact Hashing → Every deliverable gets a cryptographic fingerprint so buyers know it’s authentic.
⚙️ How the Market Works
Post a Job: Buyers describe the Work Unit they need (e.g., “Summarize 10 years of SEC fraud-on-the-court cases”). Funds go into escrow.
Bid & Stake: Experts bid and lock VERI tokens as stake. Bad work risks losing their stake.
Deliver Work: AI agents assist; humans validate, edit, and sign off.
Review Layers:
AI checks completeness
Expert panels review quality
DAO vote for final disputes
Payout or Slash: Accepted work releases payment + returns stake. Rejected work triggers slashing.
🏛️ Governance & Fairness
DAO Governance: Community votes on disputes, upgrades, and evaluator roles.
Quadratic Voting: Prevents whales from dominating decision-making.
Fee Pool: 1% per job funds evaluators, audits, and growth.
📦 What Gets Traded
Expertise-as-a-Service
Compute power (GPU/CPU time)
Encrypted storage slices
Crowd Intelligence Swarms (teams of humans + AI agents solving together)
🧭 Use Cases
Law: Build legal strategies collectively, powered by AI & human insight.
Medicine: Summarize clinical data for rare diseases like neuroblastoma or dementia.
Finance & Policy: Model regulatory changes or market outcomes, then sell insights as Work Units.
🛡️ Security & Incentives
Stake & Slash: Poor work costs experts their tokens.
Reputation Scores: Reliability tracked over time.
AI + Human Checks: Multi-layered validation.
Privacy Protection: Sensitive data stored off-chain, hashed on-chain.
💡 Why It Works
SmartMetals takes the trustless mechanics of Bitcoin and applies them to human intelligence.
It lowers barriers—small players can access world-class expertise without giant retainers.
It scales collective intelligence by combining humans + AI.
It builds a marketplace where knowledge itself becomes currency.
🛒 Get Involved
You can already buy the physical SmartMetals round—the first tangible piece of this ecosystem—here:
👉 Veritaseum 1 oz Round – First Strike https://t.co/OoiLPjhk3i
⚠️ Disclaimer
The PPE network is a volunteer-led R&D effort. It is not guaranteed to be completed or functional.
So far, the physical round and the NFT interface are completed and working. Everything else is still under development.
SmartMetals. Proof of Productive Effort. Turning expertise into currency.
Those (both citizens and sovereign nations) who don't own crypto/AI infrastructure (most importantly, the IP) will be relegated to a second class. Look at the forward citations of this patented invention to see how individuals can claim their piece of the pie https://t.co/ouNg1S2HeL
Those interested in purchasing Smartmetals (my attempt at giving individuals the tools to build out infrastructure) and the Veritaseum community's real-time experiment in this space, should inquire here https://t.co/OoiLPjhk3i
However stupid you think people are, they're stupider. Use better language. Fiat is a car, only you guys know it's "government money." On ramp is somewhere you drive your car. So saying onramp fiat, to really mean, buy with your bank account, is just bad language by you.
Just say buy with your bank account. :)
This is VERI true! I don't think @brian_armstrong realizes just how much so. Those who follow me, reference my zero margin Trustless business models. Between DLT, AI & old fashioned autodidactic, polymathic grit & creativity, the 1st trillion dollar sole proprietorship may be here.
So far, this is the area arguably hit hardest. Big companies like Apple got tariff exemptions but all the little companies importing widgets and stuff are the ones still facing the brunt of it.