There’s a new model called Jev in the AI space these past few days, and I think it deserves a closer look.
The most counterintuitive thing about it isn’t how much higher its benchmark scores are, but that it doesn’t want to be an LLM that is simply “better at chatting.”
@typesafeai’s approach is:
Many software tasks don’t need the model to “generate a piece of text” at all.
A large number of AI workflows today actually look like this:
state → LLM → generate text / JSON → parse → validate → retry → the program decides what to do next
But what software really needs AI to answer is often just:
Is

Nasdaq Surges 1.69%—Has AI “Reignited”?
On September 17, U.S. technology stocks rebounded noticeably, with the Nasdaq up 1.69% and the S&P 500 up 1.14%. Semiconductor stocks performed particularly strongly. Arm rose more than 8%, AMD and SanDisk rose more than 6%, Micron gained more than 5%, and NVIDIA rose more than 2%.
This trend can easily create a familiar feeling: Is the AI bull market back?
But one thing the investment market loves to do is package “a one-day surge” as “the beginning of a new trend.”
In reality, determining whether the AI rally can go far requires looking beyond index ga

#JapanRealEstatePowerChipStocksRise Which side of Japan are you actually on? My honest answer to all three questions
The Japanese equity story has quietly stopped being about "is Japan cheap" and started being about which part of Japan you own. Today was a useful test of that, because we got a day where the headline index looked strong while the average stock did not, and that mismatch is where the real conversation is. So let me answer the three questions properly instead of hedging.
Question one: real estate, power, or semiconductors?
My order of conviction is semiconductors first, power sec

$ZEC Can ZEC, after surging past 1500, go back down? Will a trend reversal occur next?
When ZEC was around 1390 yesterday, Guan Ge had already shared his view in advance: once the resistance at 1400 was broken, there would still be room for the price to move higher.
The subsequent price action once again confirmed this. Today, ZEC surged to around 1537 at its peak, but failed to hold above 1500 and then fell all the way back to around 1460.
From a technical perspective, short-term capital outflows are evident. Profit-taking after the surge is normal, as is a pullback in price. #美国众院推动比特币储备立法

AI Stocks Are Recovering Across the Board—Is This a Rebound or a New Rally?
In this round of rebound in U.S. stocks, the AI sector has once again taken center stage. On September 17, the Dow Jones rose 0.61%, the S&P 500 rose 1.14%, the Nasdaq rose 1.69%, and the Philadelphia Semiconductor Index climbed 3.14%. Arm jumped more than 8%, AMD and SanDisk rose more than 6%, and Nvidia also gained more than 2%.
The question is: Has the AI rally restarted, or is this merely a technical rebound after a deep decline?
I don't think we can rush to a conclusion yet. After all, the Federal Reserve has just

In his youth, Buffett was still focused on horse racing bets.

$TAO - @bittensor is looking ready. Another higher high is loading…

Many people see the Greed Index at 56 and instinctively go long, overlooking one fact: when sentiment is warm, funding rates and long-short positioning have often already priced in the upside, making chasing longs at this point most likely to turn traders into the counterparty to a wick. $EUR This is a typical example—price at 1.1474 is running along the lower Bollinger Band at 1.14732, MA5 has crossed below MA20, RSI is only 39.1, and the MACD histogram is negative. All four indicators are signaling in unison to the downside, indicating that short-term funds are exiting rather than entering.

Why is $TAO /USDT suddenly looking like the easiest short setup of the week?

$TAO /USDT - SHORT

Trade Plan:
Entry: 243.9 – 245.7
SL: 255.9
TP1: 236.5
TP2: 230.9
TP3: 222.6

Why this setup?
Why now? The 1h price sits at 244.8 inside a tight entry zone between 243.9 and 245.7, while the daily trend is range-bound, which means this is a mean-reversion play rather than a breakout continuation. The 15m RSI at 47.08 shows just enough bearish lean to confirm short momentum without being overbought, and the 1h ATR of 3.559519 tells us volatility is compressed enough that a single spike can carry

$SAAR just crossed a $2M market cap 🔥
The community keeps growing, the team keeps building, and now $SAAR is listed on and Biconomy.
It’s been pushing higher for days, and I’m watching $10M as the first big target.
Still early. 👀
Available on Solana ⬇️
CA:
8H5yfL1GoDETLDaLYZzrgQuZs37eiKJjdfP21b6ypump

$BTC $SOL $UNI Sometimes a good market opportunity is still no match for a satisfying meal! Opportunities are always there—it all depends on whether you can seize them!

#HBAR - $0.078 🤝 #BTC $78K… COINCIDENCE?
Something interesting is happening between #HBAR & #BTC.
Right now:
👉#BTC ≈ $78K
👉#HBAR ≈ $0.078
And look where BOTH are fighting next:
🎯 BTC → $80K–$83K
🎯 HBAR → $0.080–$0.083
hedera-hashgraph:native is still printing lower highs in the short term, so I’m not calling the breakout yet.
But once hedera-hashgraph:native starts CLOSING above $0.080–$0.083, while $BTC reclaims $80K–$83K, things could get VERY interesting. 👀
For hedera-hashgraph:native:
👉 $0.0734 = Support
👉 $0.0783 = Current Battle
👉 $0.080–$0.083 = BREAKOUT ZONE 🔥
Is this mathem

The stock perpetuals market enters an expansion phase—why is Gate moving so fast?
If the crypto market in 2026 is compared to a trading skyscraper under continuous expansion, stock perpetuals may be the floor that has suddenly accelerated construction recently.
Gate is clearly increasing its focus on this sector.
The latest data shows that as of September 7, the number of stock-related perpetual contracts on Gate reached 385, ranking first in the industry by coverage. Meanwhile, the average daily trading volume of stock perpetual contracts was approximately $1.15 billion, and the average open

Fed rate hike incoming?
Major financial institutions are changing their tune and predicting a potential Fed rate hike. This would mark the first rate increase in three years, potentially shaking up both traditional bonds and the digital asset space. While the market may have anticipated this, the ripple effects are far from over.
Let's break down the key details:
1️⃣ Almost every major Wall Street bank now expects the Fed to raise rates, marking a significant pivot.2️⃣ Assets like $BTC might experience some turbulence as liquidity conditions tighten across global markets.3️⃣ The geopolitical a

3 USDT on Your First Trade, Up to 8,000 USDT in Rewards https://www.gate.com/campaigns/event/6343?ch=7622&ref=VLARBF1YAG&ref_type=132

plasma:native worth BUYING?
1.76 BILLION plasma:native tokens unlocking on 25 SEP that's $153M worth of tokens dropping on a $240M market cap.
current circulating supply is 2.78B — this unlock adds 63% more tokens in a single day.

#资产分析 https://www.gate.com/wallet/assetsAnalysis Let's charge!

#晒出我的合约收益 How do you guys think this spike should be handled?$ZEC