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The true test of any organizational paradigm or collective consensus building effort is this:
Does it make the whole more intelligent than the one, or less?
Do people get better when interacting with the system? Or worse?
It's really that simple, and that hard.
DAOm Impressive!
From autocracy to direct democracy in one astonishing leap without spilling blood!!
Sırbistan'da öğrenciler doğrudan demokrasi yöntemini seçim siyasetine taşıdılar.
Liderlere dayalı, yukarıdan aşağıya bir örgütlenme yerine, herkesin söz alabildiği öğrenci genel kurulları (plenum) oluşturdular. Kararlar tartışılarak, mümkün olduğunca uzlaşmayla alındı.
Bu yöntemi üniversitelerin dışına da taşıdılar. Mahallelerde, kentlerde ve köylerde yurttaş meclisleri (zborovi) kuruldu. İnsanlar kendi sorunlarını tartışmak, çözüm önermek ve birlikte karar almak için toplandı.
250 kişilik milletvekili aday listesini de şöyle oluşturdular:
1- Önce 250 adaylık kontenjanı, öğrenci sayılarına göre altı üniversite kenti arasında paylaştırdılar. Belgrad'ın listeye hâkim olmaması için diğer kentlerin de üst sıralarda temsil edilmesini sağladılar. Ardından her kentin kontenjanını fakülteler arasında dağıttılar.
2- Ülke genelinde 80'den fazla fakültede öğrenci genel kurulları toplandı. Öğrenciler kendileri aday olmadı ama her biri aday önerebildi ve neden o kişiyi önerdiğini açıkladı. İsimler tartışıldı, önce uzlaşma arandı, gerektiğinde oylama yapıldı.
3- Mevcut siyasi kadrolara kapıyı kapattılar. İktidar partilerinin mevcut ve eski üyelerini, iktidar adına görev yapmış siyasetçileri ve bürokratları, muhalefet partilerinin üst düzey yöneticilerini aday göstermediler. Böylece hem iktidardan hem de yerleşik muhalefetten bağımsız bir liste oluşturdular.
4- Fakülteler birbirlerinin adaylarını da denetledi. Önerilen bütün isimler ortak bir listede toplandı ve tüm fakültelerin incelemesine açıldı. İtirazlar öğrenci kurullarında tartışıldı. Adayın elenmesi için kurulların yarısından fazlasının veto etmesi gerekiyordu. Tek bir fakültenin itirazı yeterli değildi.
5- Elenen veya çekilen adayların yerine yedekler getirildi. Böylece profesörlerin, doktorların, bilim insanlarının, işçilerin, sanatçıların ve aktivistlerin yer aldığı 250 kişilik liste ortaya çıktı.
Today I stumbled upon the humbling fact that 25.8% of the world's population are still moderately to severely food insecure.
This just breaks my heart.
If you have enough on your plate today, a moment of gratitude is a very sane response to this total failure of allocation.
Raphael Spannocchi retweeted
The deployment framework for the Mina Decentralized Treasury is now published.
It sets out how MINA holders will propose and vote on ecosystem funding, the three-phase rollout, and the safeguards in place as @AragonProject takes on stewardship.
Read it here: forums.minaprotocol.com/t/mi…
LLMs are useful tools in the hands of skilled professionals, but for others, they're often just a Dunning-Kruger accelerator.
😂 this!!
I'll be the first to admit I'm mediocre at exploit development, but I am in contact with enough extremely talented exploit developers to say this for certain:
Anyone claiming they were "easily" able to generate a working php2shell exploit with AI is either:
a) a world-class exploit developer with an extreme case of imposter syndrome.
b) currently looking at some very confident-sounding but wrong LLM output.
I'm rather certain it's the latter based on the number of AI-hallucinated exploits I've seen posted on GitHub. Threat actors are also blasting my honeypot network with "php2shell" exploits that not only don't work, but aren't even within 10,000 miles of anything to do with how the exploit actually works.
I've seen the same technique from the attached image in multiple alleged "php2shell exploits", including one on GitHub with over 100 stars. Problem is, it's not php2shell, nor is it even a vulnerability at all. It's a technique known as "session poisoning", which can be leveraged to exploit local file inclusion (LFI) vulnerabilities in PHP apps (not PHP itself).
The only thing it has in common with CVE-2026-109618/CVE-2026-109619 is they both use the "PHP_SESSION_UPLOAD_PROGRESS" feature. And mitigation advice for both issues reference setting "session.upload_progress.enabled" to "Off".
People are shoving loose details of the vulnerability into LLMs, the LLMs are keying in on the "PHP_SESSION_UPLOAD_PROGRESS" string, then generating session poisoning code that has nothing to do with the actual CVE. And because the people doing this have absolutely no idea what they're doing, they're confident enough to post their "proof of concept exploit" to GitHub and share it on social media.
So if you see people talking about "session poisoning + LFI" it's likely their LLM hallucinated an exploit based on a 2018 blog by Orange Tsai talking about a local file inclusion attack vector.
What's even worse is that "security researchers" are then using LLMs to triage these exploitation attempts, falling victim to the same hallucinations, then confirming there is ongoing mass-exploitation (there currently isn't).
The actual real exploit is very difficult to exploit, and so far I've not seen anyone successfully get it working on more than a handful of PHP version with highly-specific configurations.
LLMs are useful tools in the hands of skilled professionals, but for others, they're often just a Dunning-Kruger accelerator.
Inspirational move by a truly aligned foundation.
Token holders: this is what you deserve!
Who was that guy that predicted a big cyber incident happening soon with a follow on crackdown on open source AI like two
weeks ago or so?
And many of the exploits come out of OAI, and somehow arrived before the fixes...
idk.. maybe I am getting paranoid.
Likely.
For those thinking about running DeepInfer out of your garage...
Smallest cost-effective config according to their docs is ~2 full racks of B200...
So 270kW of power draw, without cooling, and $6M....
Need big garage.
Raphael Spannocchi retweeted
“Banks could engage in pro consumer behavior to stay competitive”
Banks could slow stablecoin growth by paying savers more, BIS paper finds
coindesk.com/business/2026/1…
Congratulations @stablecoinapp on being in the @reserveprotocol pilot seat now.
Exciting times ahead with a real distribution wedge and @Uglycash gaining 33% user in a single month as a result. $RSR.
Higher
Tested @omarchy on a ZBook Fury G7 I have and ... desktop linux is far away from consumer ready
tons of friction, config files, boot issues, dhcp issues, etc
sad. it's delightful otherwise
On agentic shopping - since @patrickc had a good thread on this yesterday -
asked grok which mic the bright blue mic in this pic of Alex Wang was.
it said: it's a professional dialogue mic with a wind screen. two rounds of asking, no improvement.
since I was a sound engineer about a decade ago I had a hunch it might be a Schoeps CMIT. Very desirable digital shotgun mic.
Which it is. Very recognizable because of its unique color. And around 6k
We're nowhere close to agentic shopping.
Plato's allegory of the cave is as poignant today as ever
Plato argued that humans see but the shadows of eternal forms, like cavemen watching shadows of the reality dancing in front of the cave's entrance.
That sentiment is echoed in many traditions from Buddhism to Christendom.
Now there's another layer where people who stare into a screen all day believe that programmatic utterances rsembling humans are in fact "conscious"
This is delusional
Raphael Spannocchi retweeted
Doomerism approach is never a helpful framing, even if it starts with "calmly" and with best intentions.
What we need is risk assessment, practical timelines, and actionable plan.
AI is starting to overturn some of the long-held assumptions on mathematical complexity. At the same time risk of more intelligence applied to these problems yielding new surprising results is growing. But so far, we haven't seen practical security timelines for elliptic cruves materially changing. It's important for crypto space to keep vigilance and flexibility, but speculating about specific "months" timeline creates an unnecessary panic.
Going "bunker mode" is not practical nor a safe approach given how complex it is in operations. We can have better approaches here, for example by recording recovery PQC keys in parallel on application level.
Better approach is making sure that blockchains and tooling around them is designed with cryptographic agility in mind, allowing to evolve cryptography and let users easily update without sacrificing user experience.
NEAR account model was design with this in mind from the start - ability to manage and rotate keys, add and remove supported cryptography.
NEAR already supports post-quantum ML-DSA and we are planning to add hash-based cryptography too over time.
User can just rotate keys on your accounts without needing to move anything or have a complex operations.
Industry should accelerate post-quantum readiness, not because we have updated timelines, but because upgrading cryptography should be a routine operation, not a crisis response.
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 Erdős 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.
Hey @starl3xx. Love Sweeter.
Couple remarks: For you is actually a live feed for me there though, meaning a new post gets displayed every half second drowing lower posts.
It randomly beeps whe I type, dunno why?
And window has not enough padding up top.














