Many people want to deploy large models locally. Individuals mainly do so to save money, while companies may consider privacy, but whether local deployment is viable depends first on three aspects.
First is storage. B means one billion parameters. Multiply the number of B parameters by the number of bits per parameter and divide by 8 to get an approximate number of GB. 744B at 4 bits is 372 GB, consistent with the README. For the 35B Qwen3.6, the calculation gives 17.5 GB, but the actual requirement is about 20 GB, so leave some headroom.
Second is memory. Check the minimum value stated by the

DEEPSEEK-3.74%

LuckyD an hour agoBullish

ETH is currently trading at around $2,601, up 5.33% in 24 hours, rebounding from the $2,400 low following the CLARITY Act setback. The Glamsterdam upgrade is expected to launch in Q4, with improvements such as ePBS set to boost throughput. However, spot ETFs have seen net outflows of over $400 million over three days, while whales continue to reduce their holdings. In the short term, the technical focus is on resistance at $2,550, with upgrade expectations and capital outflows creating a tug-of-war between bulls and bears. Go, bullish long term, launch 🚀🚀🚀

ETH+6.55%

ReverseGeniusTrader007 42 minutes ago

Ah, another fire.
Business is already hard enough.
Looks like there’ll be another major fire safety crackdown coming.

十一an hour ago

【$G Signal】Long + 1H middle band support
$G 1H MACD histogram at -0.0002 continues expanding, RSI 52.77, and the price is below EMA20_1H. 4H RSI 70.97, with the bullish MACD histogram narrowing. The order book bid/ask ratio is 1.05, depth imbalance is 2.53%, and buy-side depth slightly dominates below 0.00730. The funding rate is 0.0654%, OI is stable, and 4H EMA20 at 0.0058 provides support. The current price of 0.007329 is caught between the 1H middle band at 0.0077 and lower band at 0.0058, with a risk-reward ratio of 1.5. Position size is capped at one ATR move.
🎯Direction: Long
⚡Entry/li

GateUser-8cac8bb8 an hour ago

Universe, badly needed help 😭 new job or a win pls 🙏🥹

DuniaForexCrypto44 minutes ago

#Share My Futures Return#
Remember this rule: if you don't sleep soundly because of your position, something is wrong with your trade.
Either you're not using an SL or your margin is too large, so tighten your SL or use isolated margin and set the risk threshold you can accept.
Don't forget to take your pocket money this morning
☕🐂🀄

TheMagnificentEighteenFacesan hour ago

See for yourselves! I’m making a knockoff Di.

十一an hour ago

【$F Signal】Long + negative funding short squeeze and battle for the 4H upper band
$F 1H RSI 74.39, 4H RSI 77.42, funding rate -1.0501%. Price at 0.005082 has moved above the 4H Bollinger upper band at 0.0050, while the 1H upper band at 0.0056 still leaves room. The 4H MACD red bars are expanding, while the 1H red bars are shrinking, indicating momentum divergence. Order book bid/ask 1.03, depth imbalance 1.28%, with buying support below not particularly strong. OI is stable, negative funding persists, and short costs are accumulating. The risk-reward ratio around the current price is 1.50. Neg

MartinaLi an hour ago

The $34.18 billion on-chain pie is making headlines: CFG has already taken the first bite
$CFG is now at 0.1247, up 6.8% in 24h. The direction first—don't chase, buy the dip at 0.1229, cut losses if it breaks 0.1222.

The RWA report made headlines early this morning—the on-chain real-world asset market is worth $34.18 billion, up 85.2% year to date. The key is the transmission—the beneficiary infrastructure protocols named in the report include Centrifuge, and $CFG is its token.

The market hasn't overheated—after the event, it only pulled back from 0.125 to 0.1247; this morning, 15m volum

CFG+4.76%

PiNews 2 hours ago

Thank you to everyone who stayed when the noise grew louder.
The old financial system is being rebuilt on-chain, one asset at a time, one institution at a time, one track at a time.
Most people will only recognize this transformation once it is already running quietly beneath everything.
We saw it early.
We did the research.
We persevered through the nonsense.
Our patience will be rewarded.
The future is still being built. #PI.

PI+2.88%

Carlos232 an hour ago

#Share My Holding Returns# giggle is on the rise; let's hope for surprises, as BTC is rising and pulling the market along!!

GIGGLE+4.28%

BTC+6.10%

GoldMedalLectureran hour ago

At night, I had Haidilao with my younger brother using a university student card
My younger brother actually has a university student card😂
In the morning, I came across an account run by a major influencer that I had seen before—it was down another 500 yuan, and his daughter was sick! He again withdrew 300 yuan from the 500 yuan and is still persisting with his trades! On Saturday morning, I unexpectedly became lost in thought
I suddenly found myself at a loss for words!
Success requires confidence akin to religious faith
But sometimes, isn't success also about turning back before

Raveenaan hour ago

#NEARSurgesOver21Breaking3 BREAKING THE $3 LEVEL!
The crypto market is once again paying close attention to NEAR Protocol (NEAR) after the token delivered a powerful move of more than 21% in a 24-hour period, pushing firmly above the important psychological $3 mark.
According to recent market reports, NEAR climbed sharply toward the $3.5–$3.7 area during the latest rally, marking one of its strongest moves in recent months. The surge has brought fresh attention to NEAR’s ecosystem, particularly its growing focus on cross-chain infrastructure, confidential trading, and decentralized finance.
O

BTC+6.10%

HYPE+8.02%

CryptoWorldStar10 minutes ago

Bitcoin rose 5% and broke the $80,000 mark, while ETH climbed above $2,550 🧪
The main driver of this movement is a wave of liquidations: over $190 million in short positions were wiped out in the last hour alone.
#BTC | #bitcoin | $BTC ‌

BTC+6.12%

ETH+6.57%

GateUser-c9d4a08c 18 minutes ago

market overview

LIVE86

Huoshan 19 minutes ago

Yesterday, I had only 1% of my quota left, but somehow managed to make it through half a day and an entire night.
I don't even know how I managed to hold on.
I didn't dare ask Codex to do anything anymore.
I still had to wait more than 7 hours for it to reset—the final ordeal.
After getting used to Codex, not being able to use it feels like withdrawal symptoms; I keep habitually clicking it to take a look at the information inside.

CODEX-16.01%

Bykaranteli31 minutes ago

JUST IN: Anthropic’s IPO may slip past the U.S. midterms, as it reconsiders a new AI model to counter OpenAI’s momentum around GPT-6Astra. If delayed, expect heightened focus on enterprise AI tools and safety concerns. $AI?

CryptoMishuan hour ago

GateLiveChinese2026-09-19 01:18:38

🌈 Gate Live Streaming Inspiration - September 19
Trending Topic Recommendations:
🔹 OpenAI CEO to brief the UN Security Council on AI safety next week
🔹 The US dollar is expected to post its best weekly performance in three months
🔹 Meme coin SCHIFFY's market cap briefly surpassed $8.4 million this morning, hitting a new all-time high
🔹 A whale holding a ZEC short position for nearly half a month was forced to close it, suffering a loss of over $10 million
🔹 Crypto and storage stocks broadly rose at the close of US equities trading; MSTR rose over 16%, while SanDisk gained over 10%
🔹 $531 million in positions were liquidated across the crypto market over the past 24 hours, mainly short positions
🔹 ETH briefly surpassed $2,600, up over 5% in 24 hours
🔹 Viewpoint: If Bitcoin touches the $83k-$86k range, it is expected to break through rapidly, forcing bears to close their positions
Go live on any topic for a chance to be featured on the official website's homepage!
🔥 More topic inspiration and tips: https://www.gate.com/help/community-center/live_chat/49345

MEME+6.36%

ZEC+4.52%

MSTR+16.35%

ETH+6.55%

WindriseFinance 16 hours ago

Financial News, Crypto Market Updates, Real-World Strategies

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