This is how HOUND smells a market.
Market data enters as raw signal.
HOUND normalizes it into a feature vector, projects it across 32 synthetic odor channels, activates 971 receptor slots, generates a scent fingerprint, compares it against memory, then decides what deserves attention.
Market data → Feature encoding → Synthetic odor → 971 receptors → Scent fingerprint → Memory → HOUND response.
The point is not to predict the next candle.
It is to give market behavior another sensory representation, so changes, similarities and unfamiliar patterns become easier to notice.
Try here :
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One step closer to 4-8x faster Ethereum finality!
It took some time and lots of tokens, but we now have a formally verified proposal for a decoupled consensus protocol in I* (a future Ethereum upgrade)! Not yet a full spec (up next), but it includes all the key consensus-relevant details to become one.
Since Ethereum aspires to be live without most of the stake online, the protocol involves many more components than a normal BFT protocol, and its correctness involves much more than standard safety and liveness. Those nuanced properties are now verified!
What's more, I came away convinced that all protocol design will involve AI-assisted Formal Verification in the future, both for correctness and iteration speed.
The work wasn't limited to just:
Design the protocol -> Formally verify it
Instead, the loop became more like:
Design -> Formal Model -> Find exactly what breaks and why -> Redesign it.
For a fairly complicated protocol like this one, I think having the Lean model be part of the design loop played a big role in accelerating the process.
A future with agents paired with formal models is a superpower for Ethereum development, because they can then use those models to find exactly where an argument breaks down, formalize counterexamples, test proposed fixes, iterate on the protocol.
Many details that would slip under the radar when asking agents (and indeed, humans) can now be specified exactly and checked by the Lean kernel. This then forces agents to be more precise and lets them make verifiable progress on their own. It's been incredible to see this play out, seeing agents find gaps and propose protocol changes to fix them.
In other words, autoresearch can speed up protocol design, formal verification is here to stay, and Ethereum Finality will get faster.
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[UPDATES] We are currently working with independent third-party experts Mandiant and SlowMist for a full investigation.
Our first priority is our users. User balances remain intact, and Bitget's User Protection Fund covers the impact on this platform-wide incident.
Bitget Wallet operates as a self-custodial wallet on a completely separate and independent infrastructure from Bitget Exchange and was not affected by this incident.
Bitget Wallet users' assets remain onchain under users' control and remain unaffected.
The Bitget Exchange platform continues to operate normally.
Withdrawals are still temporarily paused while we complete additional security checks, and we will restore them as soon as we are confident that it is safe to do so.
We know that during an incident like this, users want answers quickly. We will provide timely updates through Bitget's official channels.
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At 18:31 UTC on September 24, 2026, Bitget’s security systems identified unauthorized transfers involving a limited number of hot wallets.
Our security team immediately activated emergency response procedures and began a full investigation.
Based on our current assessment, approximately $351.6 million in assets were affected. Bitget’s cold wallets and the overwhelming majority of platform assets remain secure and unaffected.
Most importantly, user funds remain protected.
The incident falls within the coverage of Bitget’s User Protection Fund, which currently holds more than $464 million.
Customer account balances remain accurate, and deposits and trading continue to operate normally.
As a precaution, withdrawals have been temporarily suspended while our teams complete a comprehensive security review.
We have identified and flagged the relevant transfer addresses and have formally engaged law enforcement agencies and leading on-chain security partners.
We are working around the clock to restore withdrawal services as soon as it is safe to do so.
Bitget will provide further updates through our official channels.
We will not speculate on the attack vector while the investigation remains ongoing. Our focus is on protecting users, securing all systems, and delivering complete transparency throughout this process.
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SOMETHING BIG IS COMING TONIGHT. 🔥
President Trump. President Xi. Elon Musk. The biggest names in tech and banking all under one roof at the White House State Dinner. 🇺🇸 🍽️
Trump already said it: The entire tech world, the entire banking world, and a lot more will be there.
⚠️ This is not a normal dinner. Watch it all live on TRUMP TV.
Follow
@TRUMP_TV_News so you don’t miss it.
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Currently in the process of moving houses so I’m sorry for the low amount of posts. Will be back to normal shortly! 🦋
is it normal for my tits to slip out like this? :/
I am pro-sorority and these are nice, normal girls but this horrifies me.
me when other people need help: that’s so normal girl. that’s so understandable. nothing to be embarrassed about
me when i need help: i need to be killed.