PolkaMag

News, ecosistemi, governance e tecnologia.
Analisi e visione sul futuro che cambia.

[Polkadot Cloud ☁️ @TheWeb3Cloud]

Referendum 1890 has executed.

The 10,000 DOT minimum self-stake for validators is now enforced on Polkadot.

That was the mandatory prerequisite. Next up: nominators become unslashable and unbonding drops from 28 days to under 48 hours.

The blocker is cleared.

$DOT #Polkadot #Staking #OpenGov

[PolkaMag @mdesipio]

Bitcoin: Decentralizzato per progetto, centralizzato nei fatti. https://t.co/ZFitlxeRWz

[The DOT Accumulator (Path to 50k) 🎯 @DotJamlord]

You called $DOT dead.
Meanwhile Gavin was quietly building a 1,000,000 TPS supercomputer across 341 parallel cores.
3 independent clients. Rust. Go. Zig. Running live.
The chain you buried just lapped Visa, Mastercard, and Solana combined.
Enjoy your bags. 🕸️ $DOT

[PolkaMag @mdesipio]

Acurast: il cloud decentralizzato che gira sugli smartphone — e vive su Polkadot https://t.co/Vdnmwp0dvd

[PolkaMag @mdesipio]

Polkadot prepara la più grande riforma dello staking: cosa guadagnano e cosa perdono gli holder DOT https://t.co/f3dli2QYMF

[PolkaMag @mdesipio]

Polkadot è davvero il problema? Il confronto con le principali criptovalute del 2026 racconta un'altra storia https://t.co/oIXNpWTSYL

[OriginTrail @origin_trail]

"There may be some neuro-symbolic hybrid much better than we have right now that smoothly transitions between data in a corpus and abstract representations. The kinds of stuff you guys are doing are compatible with that."

— @GaryMarcus

⏱️10 highlights:

00:00 Intro: Gary Marcus & @BranaRakic at DKGCon
02:22 Why AI took a wrong turn
04:42 Deep learning vs. deep understanding
06:16 World models: a foundational idea
08:12 The building blocks of trustworthy AI
09:44 Neuro-symbolic AI & abstract relationships
13:04 Safety is an ecosystem - the airplane lesson
15:03 The real risk of AI agents today
18:36 Testing AI like we test new drugs
22:49 Where @OpenAI is headed

The signal is clear: the path forward runs through world models, abstraction, and an open, accountable ecosystem.

[Polkadot @Polkadot]

ELVES is the kind of protocol research that moves the industry forward.

See what’s next for scalable blockchain architecture at Web3 Summit, June 18–19.

[PolkaMag @mdesipio]

Polkadot on-chain: i dati di maggio 2026 https://t.co/MACZD0gMpe

[PolkaMag @mdesipio]

Layer 0, Layer 1, Layer 2 e Layer 3: guida semplice all'architettura della blockchain https://t.co/1u41kuUJby

[PolkaMag @mdesipio]

Il Trilemma della Blockchain sarà mai risolto? https://t.co/nwGBgwQan6

[PolkaMag @mdesipio]

Cos'è il Trilemma della Blockchain? La guida semplice a sicurezza, decentralizzazione e scalabilità https://t.co/hL1bzmPLnP

[PolkaMag @mdesipio]

@Web3foundation

[PolkaMag @mdesipio]

Big Tech guadagna fino a 831.000$ dalla tua vita digitale. Tu non vedi quasi nulla. https://t.co/h0Z7piDgmh

[PolkaMag @mdesipio]

Attacchi DeFi senza sosta, ma Hydration resiste: ecco perché non è stata ancora violata https://t.co/u0Ch86HXaj

[PolkaMag @mdesipio]

Web3 e Blockchain: la nuova internet che restituisce il potere agli utenti https://t.co/umA9yW6OF4

[PolkaMag @mdesipio]

RWA su Polkadot: l’infrastruttura c’è, i progetti mancano ancora di scala https://t.co/VMoXVAWbMU

[Paolo Ardoino 🤖 @paoloardoino]

This is insane 🤖🤖

Great real-world showcase of the intersection between robots, life, USDT, WDK (Wallet Development Kit).

[PolkaMag @mdesipio]

Perché i robot non si scalano: il problema del finanziamento e la risposta di peaq https://t.co/OUNagJj2sX

[PolkaMag @mdesipio]

https://t.co/xOdN4NGvpA