
awnyrvan
2.2K posts

awnyrvan
@awnyrvan
connecting the dots in blockchain space



Introducing 𝑨𝒕𝒕𝒆𝒏𝒕𝒊𝒐𝒏 𝑹𝒆𝒔𝒊𝒅𝒖𝒂𝒍𝒔: Rethinking depth-wise aggregation. Residual connections have long relied on fixed, uniform accumulation. Inspired by the duality of time and depth, we introduce Attention Residuals, replacing standard depth-wise recurrence with learned, input-dependent attention over preceding layers. 🔹 Enables networks to selectively retrieve past representations, naturally mitigating dilution and hidden-state growth. 🔹 Introduces Block AttnRes, partitioning layers into compressed blocks to make cross-layer attention practical at scale. 🔹 Serves as an efficient drop-in replacement, demonstrating a 1.25x compute advantage with negligible (<2%) inference latency overhead. 🔹 Validated on the Kimi Linear architecture (48B total, 3B activated parameters), delivering consistent downstream performance gains. 🔗Full report: github.com/MoonshotAI/Att…






“0% fees” doesn’t always mean cheap trading. If you’re trading oil, execution costs matter. $50k WTI market order as of today: • gTrade → $36 • Lighter → $50 • Ostium → $252 Low fees. Tight spreads. Lowest execution costs. Up to 150x leverage for the degens among us.

BREAKING: President Trump says “I think the war is very complete, pretty much.” Oil prices officially turn negative on the day, erasing a gain of +30%, in one of the largest daily reversals ever recorded.

@RyanSAdams @AcrossProtocol @hal2001 One beautiful case is $GNS though. Most traders lose money over time. That’s why GTrade was designed to act as the counterparty to all trades. When traders lose → platform earns When traders win → platform pays Three layers of protection ensure we can always cover wins. 🧵👇


I dislike this Across proposal so much: converting $ACX tokens to equity. Huge failure of crypto, especially if it becomes a new trend. It feels like a betrayal of the crypto spirit: investment access for everyone, anywhere, globally. US investors under 5M ACX need accredited investor status to participate in the equity exchange. ACX stops being freely tradable on DEXs. If they ever IPO, that liquidity goes to TradFi instead. It should be the reverse: tokenize equity. That would be progress for the industry. Yet the reasons for conversion are telling: - They believe the token is undervalued - They can't do effective BD as a DAO without a legal entity The founder said: "having a token generally hurts more than it helps." I hope other DAOs won't follow them. Especially Polymarket if they skip token altogether.



Burn baby, burn. Recent 4% airdrop supply seems to have been well absorbed by the market. Meanwhile, @Avantisfi is still generating around $15M in annualized fees and $AVNT is holding up fairly well in the circumstances. Now add the fact that systematic buybacks are LIVE, with 30% protocol revenue directly going toward buying back and burning $AVNT At around $48M market cap, this looks like one of the more interesting R/R setups among Perp DEX and Base tokens right now.

Big news from @avantisfi today, I’ve been DCAing $avnt for a few weeks now think this one is a good long term hold

“0% fees” doesn’t always mean cheap trading. If you’re trading oil, execution costs matter. $50k WTI market order as of today: • gTrade → $36 • Lighter → $50 • Ostium → $252 Low fees. Tight spreads. Lowest execution costs. Up to 150x leverage for the degens among us.


SHORTED OIL AGAIN HERE @ $92.50 $5,000,000 POSITION VALUE $135,000 IN MARGIN 40X LEVERAGE







