Any consumer app that relies so much on Google Search has major product issues. Reddit should stop blaming βthe algorithmβ for all intents and purposes and build a front door that attracts actual users directly, without relying on unaffiliated 3rd parties.
Spencer Noon π retweeted
The problem with AI is that itβs causing this massive brain drain where our brightest kids are working on curing cancer and creating abundant energy instead of building derivatives exchanges
BREAKING β for me, that is: #web3 finally has a path to mainstream PMF and a reason to exist commercially at scale. The recent AI-driven cyber events illustrate how the centralized internet is fundamentally broken. This is the first time Iβve ever felt like global adoption was possible. Canβt believe it but this might actually happen.
Spencer Noon π retweeted
Software is going to become less secure, month by month.
At a certain point, we will turn the corner, and new software will be more secure than any written in human history.
But crossing that chasm will suck.
Have any crypto native ERC20 issuers experimented with temporary global freezes before? Imagining a super short quorum-activated pause for an arbitrary amount of time under a given threshold (say 50 blocks) and rate-limited to only a single activation until a larger quorum approves it again, which could mean the difference in saving billions of $ in stolen funds. Feels like a new token standard is needed and finally has real market demand given this new normal of instant exploits we find ourselves in. Many possibilities for unintended consequences howeverβ¦
well there you have it - and welcome to these parts stan (!!)
a literal defi primitive is now a fully entrenched, institutionalized, and (soon to be) foundational part of the global financial system - perps are a strictly superior trading product than anything traders and bankers have ever used before
also means finance and mba professors in colleges all over america are begrudgingly updating their syllabi as we speak lol.
if theyβre wondering where to start, some of the best pmf & mechanism design analysis was tweeted on this website when everyone else was calling it a casino - tagging some of the og builders/thinkers who pushed my thinking back then: @CryptoHayes @kain @arjunblj @arthur0x (just to name a few)
Spencer Noon π retweeted
Replying to @spencernoon
Boom! The voice of reason returns.
The entire crypto space has forgotten what protocols are! What networks are!
Theyβre all building companies.
Please help ππ
Spencer Noon π retweeted
Whatβs the read here?
Is it that tokenized shares donβt have product market fit or that the go-to-market is targeted at the wrong customer base (large companies have no trouble finding buyers for their stock and donβt really benefit from tokenization)
π¨UPDATE: Seven more companies have objected to having their shares tokenized on OKXICEβs planned venue, bringing the total to 33.
JPMorgan, AMD, Applied Materials, Coca-Cola, Adobe, Dell and Sandisk were added in an updated notice Tuesday evening.
More than half of the 62 companies @okx/@ICE_Markets initially named have now objected.
Networks > Companies
Tokens > Equity
State > Libraries
Owners > Users
Spencer Noon π retweeted
just crossed $10B OI on @papertrade_xyz
congrats to all the paper stakers
congrats to us
Achieving #3 at a true global scale requires purpose-built decentralized coordination mechanisms, permissionless rails, super-scalable modular infrastructure, and a next-generation financial system for fundraising and asset management underpinning all of it.
IF ONLY THERE WAS AN INDUSTRY WHO HAS BEEN BUILDING THIS STUFF FOR THE LAST 10 YEARS WHO COULD MAKE IT HAPPEN
The collision of AI x Crypto is absolutely inevitable and itβs coming sooner than you think.
The end result for AI IMO is
1/ Highly specialized models for businesses where they own their IP and stack to drive unique outcomes
2/ On device inference for people using personalized narrow models for the masses, free inference
3/ God tier frontier models that own a percentage of their creations (tech, medicine, space travel)
A tell from the Manhattan Project was that scientists who had been publishing about nuclear fission suddenly stopped publishing. As Justin points out here, the lack of cryptographic results in OpenAI's mathematical breakthrough could itself be a tell. Evidence against it would be if they published a few improvements that aren't massive breakthroughs.
Today I call upon the blockchain industry to calmly begin planning for "bunker mode". My personal recommendation is to set in motion a controlled mass migration of assets to fresh addresses, i.e. addresses whose pubkeys remain hidden behind a hash.
Holders, starting with large and sophisticated ones, should consider moving the bulk of their funds to addresses that have never signed a transaction. And when they do sign one, they should also move remaining funds to a new address (possibly generated from the same seed phrase).
Don't rush. While I believe there is cause for action a rushed migration would do more harm than good. Don't panic either. Moving assets to protected addresses is a simple, preventative step which does not require new cryptography or new wallets.
IMO it is now reasonable to brace for the possibility that ECDSA breaks before qday, in the worst case in months not years. By "break" I mean fast private key recovery (e.g. in one week) on available hardware (e.g. a large GPU cluster).
Recent days have been humbling for human mathematical intuition. Long-held, unquestioned hypotheses have fallen. This includes the n log(n) bound for integer multiplication and the 3SUM conjecture. In hindsight, May's unexpected disproof of the ErdΕs unit distance conjecture was our warning shot.
Yesterday's OpenAI drop made it clear that mathematical superintelligence is upon us. They say there are weeks where decades happen. We are about to live through weeks where centuries of mathematical progress happen. Could our magic 64-byte ECDSA signatures be too good to be true? Was it just security through obscurity all this time?
Elliptic curves feel especially vulnerable to superintelligence. Curves carry rich structure, with room for fancy tricks like Schoof, Frobenius, pairings. (By contrast, hashes are designed to minimise algebraic structure.)
Separately, as Ewin Tang can attest, an efficient quantum algorithm sometimes foreshadows an efficient classical one. We should be open to the possibility of a classical counterpart to Shor that breaks elliptic curves and RSA at once.
Also noteworthy is the striking under-representation of cryptographic breakthroughs among the 722 mathematical results OpenAI published. I've witnessed first-hand the US government censoring academic quantum cryptanalysis results. Backroom interventionism is my base case.
I urge large, sophisticated actors to lead by example. Project11's "risq list" (bitcoin-risq-list.projecteleven[.]com) is a great tracker of exposed BTC pubkeys. Binance, Bitbank, Robinhood, Bitfinex, and Tether have an opportunity to harden their cold storage. Next month I'll address institutions in London in a live Q&A (forum.ethereuminstitutional[.]org/london-2026).
Again, please do not rush. Wallets holding under 50 BTC enjoy partial cover from "Satoshi's shield", i.e. his 20K exposed addresses that hold 50 BTC each. Load-bearing signers like oracles and L2 security councils should consider rotating ECDSA pubkeys with every signed message and/or multi-signing with a hash-based schemes like SPHINCS.
Exiting bunker mode safely will require post-AI cryptography. My inclination is to go all-in on hash-based cryptography and avoid structured mathematical assumptions entirely, whether from curves, lattices, or isogenies. A single battle-tested hash (e.g. from the SHA or BLAKE families) yields plausible post-AI security.
The Ethereum roadmap on strawmap[.]org fully embraces hash-based cryptography with end-to-end formal verification as a response to the quantum threat. Those timelines must now be revisited and accelerated in light of mathematical superintelligence. I'll be pushing for maximum defensive acceleration.
the crypto era of the 2010s and early 2020s will forever be goated. anyone on the planet with an internet connection was able to own eventual trillion dollar assets at sub billion dollar valuations. by contrast almost every other tech wave including ai begins in the silicon valley, where only a handful of ppl already close to the room are able to get extraordinarily wealthy.
Spencer Noon π retweeted
Many founders ask "how is the fundraising climate now?" before they start raising their round. It's better not to think about it that way.
Sure, the propensity of investors to invest is impacted by things like the macro climate, but that's all marginal compared to the things you can control -- your product, brand, number of customers, and revenue.
You don't want your round to be a product of the fundraising environment; you want the fundraising environment to be a product of your efforts. That's what the best startups do.
Spencer Noon π retweeted
1/ Our @projecteleven research team (@conordeegan, @furkanakal, Louis Tajan, and Jamie Judd) just published an early look at CUTS, a new few-time hash-based signature scheme. At 546 bytes, close to WOTS size, & a key that signs twice in error keeps 53 bits of security instead of collapsing. π§΅
Introducing CUTS (Chained Uniform-sum Tree Signatures), a new few-time hash-based signature scheme from our research team at Project Eleven.
Hash-based signatures are one of the most conservative paths to post-quantum security. Their security rests only on hash functions, but that simplicity comes at the cost of larger signatures.
The most compact schemes reduce that cost by using one-time keys, which become vulnerable if they are ever reused. Restore an old backup or load the same seed onto two devices, and a one-time key can end up signing twice. A WOTS+C key that has signed twice keeps only about 34 bits of security. One GPU can then forge a new signature in under a second.
By contrast, few-time signatures are built to handle reuse, but they are larger. FORS, the few-time construction inside SLH-DSA, needs more than 2 KB per signature at 128-bit security.
CUTS targets the middle ground: more security after reuse, at sizes close to one-time signatures. It arranges hash chains in a tree, and the message hash picks which chains each signature reveals. When a key signs twice, the two signatures usually expose different parts of the key.
At 546 bytes, close to one-time size, a CUTS key keeps 53 bits of security after two signatures.
At 1,360 bytes it keeps the full 128 bits. That is 41% smaller than any FORS parameter set at that security with practical key generation.
At 2,128 bytes, CUTS is smaller, faster to verify and cheaper to generate than every FORS parameter set we compared, including the one in SLH-DSA-128s.
The aim is hash-based signatures that hold up in systems where accidental key reuse can happen. The parameters let each application trade signature size, verification cost, key generation and security after reuse against each other.
The paper, with the full specification and security proofs, is coming soon. These figures come from our current analysis, and the parameter sets and numbers in the paper may differ. We'd love feedback, from improvements to attacks. Reply or get in touch.
analyzed ~1750 ournetwork newsletters from 2020β2024: em-dash usage was consistent & low every year
then β em-dash usage inexplicably jumps 12x in 2025 β which is β honestly β impressive β lol
Spencer Noon π retweeted
True, but in a normal company, management can reinvest profits in the growth of the company itself.
The SEC hasnβt said fees can be actively used by a central party this way.
So the choice is growth through deferring or lowering fees for users or buy backs for token holders.
Whoever wins the below in this upcoming final boss defi bull market*, plus whoever solves the lend/borrow loop for these assets too
Well the majority of defi liquidity, revenues, and marketcap will accrue disproportionately to these two
*this is the one where all of the worldβs liquidity starts falling into an onchain black hole and we never look back
Right now itβs hard to bet against $UNI and $MORPHO given the structural advantages, but we shall seeβ¦
Spencer Noon π retweeted
The cryptographic world computer:
vitalik.eth.limo/general/202β¦
My attempt to express in somewhat concise terms the true meaning of basically everything planned to happen to Ethereum starting from the fork after Hegota. It's really not just a blockchain anymore. It's a hybrid architecture that combines together blockchains and modern cryptography, to enable much more powerful properties.
FOCIL, EIP-8288, Lean consensus, state management, formal verification, advanced mempool improvements (including privacy), and the longer-term specter of obfuscation all mentioned.






















