kimi

$KIMI K3 CRAMS 2.78T PARAMETERS INTO 8GB RAM — PURE CPU, NO GPU! ⚡

That 176KB C99 script making headlines? It streams Kimi K3's 1.56TB of weights off NVMe instead of holding them in memory. 🔍 Classic MoE sparse activation — only 16 of 896 experts per layer actually fire. 💡

It's a liquidity sweep in reverse: the system pulls weights on demand like a trader pulling orders off the book. 🦈 Cost? 32.7 seconds per token. That's a prototype, not production — the dev says so himself.

But for AI-crypto watchers, this is a compass. If inference can run on 8GB with disk streaming, compute costs stop being a bottleneck — and that's a narrative shift. 📊 Which AI infrastructure play rides that wave first? 👇

⚠️ Not financial advice. Always manage your risk. 🛡️

🏷️ #KIMI #AI #MoE #Innovation #CryptoAI

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🚨 $KIMI SHRINKS 2.78T PARAMETERS INTO 8GB RAM — WITHOUT A GPU! 💥

🔍 This open-source experiment challenges every assumption about inference scaling. A 176KB pure C99 project runs Kimi K3's 1.56TB weight set on just 8GB of memory by streaming expert weights from NVMe storage on demand. 💡

The magic is MoE sparse activation — only 16 of 896 experts are active per layer. So the developer trades flash storage bandwidth for RAM, treating disk like a slow extension of memory. 📊 The tradeoff is brutal: one token every 32.7 seconds. That's not production-ready, but it's a structural blueprint for ultra-low-cost inference infrastructure.

The bigger signal is direction. 📉 As hardware bottlenecks force creative engineering, efficiency becomes the next narrative. Are we building the plumbing for the next wave of decentralized AI? 💬

⚠️ Not financial advice. Always manage your risk. 🛡️

🏷️ #KIMI #AI #MoE #OpenSource #Crypto

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$KIMI IPO RUMOR SHAKES THE AI SECTOR — THEN OFFICIALS SAY NOT TRUE ⚡

Headline-grabbing IPO rumors are rarely clean. A $3B Hong Kong filing from the Darkside of the Moon would have been a landmark event for the AI narrative — but the project just stepped in to kill the story. 📊

That denial matters more than the rumor itself. In absence of confirmation, markets trade the residual expectation: whether the AI funding wave finds another public listing vehicle. 🔍 Smart money treats these headline flips as volatility traps — prices spike on hope, then retrace on official word. 🌊

The key is watching how AI-linked assets digest this contradiction. ⚡ Are you fading the rumor or waiting for the real filing? 👇

⚠️ Not financial advice. Always manage your risk. 🛡️

🏷️ #KIMI #AI #IPO #CryptoNews #MarketStructure

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🚨 $KIMI $3B HONG KONG IPO RUMOR HITS THE TAPE — FACT OR FICTION? 💥

The rumor mill just went into overdrive as Darkside of the Moon (Kimi) is reportedly prepping a Hong Kong IPO filing this month with a $3B raise on the table. But the project hit back fast, calling the report untrue. 🦈 That kind of headline whiplash creates serious two-way liquidity for anyone watching the AI narrative space.

Whether or not the filing ever lands, the reaction alone tells you the story: AI plays are commanding heavy flows, and every fresh headline moves the tape. 📊 This is a news-driven market, so the edge belongs to traders who respect uncertainty instead of chasing the loudest rumor. 💡

💬 When a high-profile denial hits a hot narrative, do you trade the volatility spike or wait for the official filing? 👇

⚠️ Not financial advice. Always manage your risk. 🛡️

🏷️ #KIMI #IPO #AI #MarketSentiment #CryptoNews

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$KIMI EYES $3B HONG KONG IPO — CRYPTO LIQUIDITY ON NOTICE 🦈 🌊

A $3 billion IPO is more than a milestone — it's a liquidity magnet. 🌊 When equity desks marshal that much dry powder, that capital has to come from somewhere, and speculative risk pools like crypto tend to feel the suction first.

💡 Smart money positions weeks ahead of filings like this. If Hong Kong's appetite for AI stories stays hot, expect rotation pressure on Asian crypto flows — watch stablecoin inflows and BTC dominance for the tell. 🔍

The listing is unconfirmed, but markets price anticipation long before the ink dries. 💬 Does a $3B equity draw drain crypto's bid, or does the AI halo lift every boat? 👇

⚠️ Not financial advice. Always manage your risk. 🛡️

🏷️ #KIMI #HongKongIPO #LiquidityFlow #AI #Crypto

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🚨 $KIMI RUMORED FOR $3B HONG KONG IPO — WILL SMART MONEY ROTATE INTO AI? 💥

📊 Moonshot AI — the team behind the Kimi assistant — is reportedly preparing its Hong Kong IPO filing as early as this month, with market chatter pointing to a $3B raise. 🔍 Until the company confirms, treat this as an intelligence event: institutional appetite assigning a valuation to frontier AI infrastructure.

💡 For the crypto tape, the follow-through signal is narrative spillover. When private-market heavyweights queue up for AI exposure, risk-on capital often rotates toward AI-linked digital assets ahead of official confirmation. ⏳ This is a catalyst watch, not a done deal.

💬 Could a confirmed filing pull fresh institutional flows into AI-narrative tokens before month-end? 👇

⚠️ Not financial advice. Always manage your risk. 🛡️

🏷️ #KIMI #IPO #AI #Crypto #InstitutionalFlow

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What moves people most about a community
is not how many nice things are said.

It is that you can feel
that someone is truly building it and caring for it.
That is the beginning of all long-term value.

The growth of Kimi Ai
comes from everyone who takes part in it.
Maybe it starts with voluntarily locking up tokens.
Maybe the seeds of success were already planted in a meeting room at 3 a.m.
#kimi ai

🧠 $KIMI DROPS 2.8T PARAMETER MODEL FOR FREE – A WATERSHED MOMENT FOR OPEN-SOURCE AI 🚀

Yang Zhilin turned down an Apple offer to build Moonshot AI. Now Kimi K3's full weights are public – 2.8 trillion parameters, free to download. That's 594GB of raw intelligence, running at $15 per million output tokens vs $50 from Anthropic. The gap in capability is closing faster than the beltway expected. 📉

Smart money is watching this convergence: an open-weight model this large and cheap shifts the competitive landscape in AI infrastructure. For crypto, the narrative around decentralized compute and tokenized inference networks just got a structural catalyst. The speed of this release, the strategic refusal of a Cook-adjacent role, and the immediate geopolitical pushback all point to a deliberate power play. 🌊

If Moonshot’s ascent from $0 to $300M ARR in three years signals anything, it’s that capital and talent will flow where the math works – regardless of export controls. 💬 How do you see this reshaping the valuation floor for decentralized AI protocols? 👇

⚠️ Not financial advice. Always manage your risk. 🛡️

🏷️ #KIMI #OpenSource #AI #Crypto #Moonshot

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🚨 $KIMI STORMING HUGGING FACE – 4K LIKES IN 30 MINUTES! 💥

📌 The open-source community just voted at unprecedented speed. Kimi K3 hit Trending #1 on Hugging Face within minutes, absorbing thousands of engagements faster than any prior model debut. ⚡ This velocity signals more than hype – it reflects genuine developer gravity pulling toward Chinese AI innovation.

🔍 When a release gains 4,000 likes in half an hour, the demand block is real. DeepSeek and Qwen have already carved the path – now K3 is accelerating the narrative. 📊 The question is whether this attention will spill into associated crypto verticals like decentralized compute or data markets. 💬 Could this be the catalyst that finally bridges AI breakthroughs with on-chain value? 👇

⚠️ Not financial advice. Always manage your risk. 🛡️

🏷️ #KIMI #AI #HuggingFace #CryptoAI #Trending

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Howard Lutnick: Kimi K3 still lags behind the U.S.’s leading AI models.

The U.S.’s lead comes from “the world’s most outstanding innovators and technical experts.”

Translate this line: It’s not the chip export ban that makes you fall behind—it's the density of talent.

Liang Wenfeng uses a 10-month break-even pricing strategy to seize the market, but if the gap in underlying model capabilities continues to exist, you can’t win the price war on your moat. China’s AI bottleneck isn’t in pricing strategy—it’s in securing computing power and consolidating talent.

#AI #Kimi #China-U.S. science and technology

Valuation of the Dark Side of the Moon: $5 billion — Repricing after Kimi K3’s success

News: The Dark Side of the Moon is pushing forward with the final round of financing before an IPO, targeting a pre-investment valuation of $5 billion.

Looking back at the controversial April piece, “100 Hours Undercover as a Kimi Insider”:
- No KPIs, no hierarchy, no attendance requirements
- Researchers can sleep in naturally, and meetings can last for hours
- The team constantly debates around the model, with resources absolutely tilted toward the model

At the time, it was questioned as a “well-packaged PR article.” But after the release of Kimi K3, these organizational details began to take on a new interpretation: for a Foundation Model company, putting R&D at the highest priority may really be the optimal solution.

What’s truly worth关注 isn’t the label of “no KPIs,” but how the entire organization operates around a single shared goal.

AI company valuations are not only about model capability, but also organizational efficiency.

#Kimi #月之暗面 #AI #中国AI

Two paths for China’s AI entrepreneurs are converging:

Yang Zhilin (Kimi / Moonshot Meituan):
- Tsinghua undergraduate + CMU PhD; first author of XLNet (cited over 10,000 times)
- Starting from product commercialization, now returning to technology, open source, and his own pace
- Still a rock music fan; founded the band Splay at Tsinghua

Liang Wenfeng (DeepSeek / Deep Exploration):
- Quant trading supports AI research; stays hidden behind the scenes long-term
- Described as having an “ACM team déjà vu” — geek culture, engineering efficiency first
- Now he has no choice but to face real-world issues like fundraising, retaining talent, and organizational management

One goes deeper into technology, the other toward real-world management. They haven’t copied Silicon Valley or copied each other, but they’re both redefining how Chinese AI companies grow.

After the release of Kimi K3, the most discussed question in the US tech world was: Why didn’t Yang Zhilin stay in the US back then?

The answer may be: China’s soil gave him different possibilities.

#Kimi #DeepSeek #中国AI #杨植麟 #Liang Wenfeng

🚨 $KIMI AI UNICORN AT $50B – THE NEXT MEGA MOMENTUM PLAY? 💎

💡 The Dark Side of the Moon’s flagship model is reportedly in Pre-IPO talks at a $50B valuation. That’s not just hype – it’s smart money positioning for the next AI wave. 📊 When AI giants start bidding at these levels, early speculative tokens often lead the charge in crypto.

⚡ Volume is already whispering on decentralized order books. This isn’t a retail pump – it’s institutional scent. 💬 Are you front-running the AI narrative before the crowd wakes up, or waiting for confirmation? 👇

⚠️ Not financial advice. Always manage your risk. 🛡️

🏷️ #KIMI #AI #PreIPO #Momentum #Crypto

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Digging In One Push at a Time: Kimi K3 Went Live and Within 48 Hours It Was Close to Hitting the Compute Limit, Pausing Individual Subscriptions. This Isn’t Just a Hype-Driven Product—it’s a Snapshot of the Compute Inequality Between the “Haves” and the “Have-Nots.”

After K3 launched, real back-end tests showed it surpassing GPT-5.6 Sol and Fable5. There are developers who used GPT-5.6 to find six bugs and fix them, and Fable5 said it could be submitted—while K3 directly singled out a serious pg jsonb validation issue. Tough talk, no frills.

But behind the excitement: Kimi has been grabbing a large amount of Alibaba Cloud GPUs, and it also frequently competes with the Qwen team for resources. In Alibaba’s quarterly report, cloud revenue growth is up 40%+. So how much did K3 contribute? Moonshot is backed by Alibaba’s investment, and K3 is burning Alibaba’s electricity.

The essence of China’s AI race: cloud providers subsidize model companies with GPUs, and model companies subsidize users with cheap compute. No one is the fool—only the chain hasn’t broken yet.

#Kimi #AI #compute power

The US is once again trying to put reins on open-source AI. Axios says the Trump administration is quietly assessing limits on Chinese open-source models, and the trigger is the rise of Moonshot AI’s Kimi K3. Tech decoupling keeps escalating; risk appetite and AI narratives have already priced in a regulatory premium—don’t treat every rally as a bull-market firing signal. #AI #Kimi $BTC

$KIMI DEMAND EXPLODES: GPU CAPACITY REACHED LIMIT IN 48 HOURS 🚨

Moonshot AI paused new Kimi K3 subscriptions after a massive demand surge pushed GPU capacity to the limit within 48 hours. The 2.8 trillion-parameter model with a 1 million-token context window saw unprecedented interest right after its launch on Jul 16.

Existing subscriptions remain active while Moonshot directs all computing power to current members. The company plans to reopen access in batches with no confirmed timeline. This kind of operational bottleneck often signals real user adoption rather than hype.

Is this a signal that AI infrastructure demand is outpacing supply at record speed?

Not financial advice. Always manage your risk.

#KIMI #AI #GPU #DemandSurge #Crypto

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Kimi K3 is a model from the “tough and doesn’t talk much” crowd. Not only is the front-end excellent, but to a certain extent its back-end performance also surpasses Fable5 and GPT-5.6 Sol.

Test result: Using GPT-5.6 Sol, find and fix 6 defects, then have Fable5 and Kimi K3 each conduct a review. Fable5 says “it’s ready to submit,” while Kimi K3 spots a serious PostgreSQL jsonb validation issue.

Regarding the controversy over Kimi Code’s harness—some say it isn’t done well, but the core logic is “a model company builds models.” As harness becomes less important, the model’s built-in capabilities are eating up the value of the harness.

This is actually the direction in which AI toolchains are evolving:
• harness is an add-on rules system; when the model’s ability is weak, it needs to make up the gap
• when the model itself becomes strong enough, harness shifts from being a “necessity” to a “constraint”
• Kimi’s built-in vertical capabilities—like its Tianyancha-style lookup—are more damaging than relying on a generic harness

China’s real-world AI model capabilities are narrowing the gap with, and in some scenarios even surpassing, Silicon Valley’s top players. Don’t just look at benchmark scores—look at the results of actual code reviews.

#AI #Kimi #大模型 #code review

Kimi K3 went live and within 48 hours pushed the compute cluster to its limits, so individual memberships are now paused.

This isn’t a “product is too popular” kind of achievement announcement. It’s a real-time snapshot of an imbalance between AI compute supply and demand.
Behind Kimi, a large amount of GPU usage comes from Alibaba Cloud—and it also often grabs resources from the Qwen team. Alibaba Cloud grew over 40% last quarter. Even before the K3 launch, it was already a monster quarterly performer as the largest cloud service provider in the Asia-Pacific.

What does this mean?
1. Compute power is the hard bottleneck in the AI arms race; it can’t be solved by “slowly expanding capacity.”
2. Cloud providers’ GPU production capacity is being consumed down to the bone by large model companies.
3. In the future, an AI company’s moat may not be model capability, but its ability to supply compute.

Kimi also adjusted its membership system: the main product and Kimi Code benefits are sold separately. Translation: compute is no longer enough, so they’ve started to allocate it more precisely.

The AI industry’s hunger for compute is far from reaching its peak. Whoever controls compute supply will control the oil of the AI era.

#AI #算力 #Kimi #Alibaba Cloud

$KIMI GPU DEMAND SURGE CAUSES NEW SUBSCRIPTION PAUSE — SUPPLY CONSTRAINT AHEAD 🔥

Kimi has confirmed that K3 demand overwhelmed GPU capacity in under 48 hours, forcing a halt on new subscriptions while existing users remain unaffected. The team is rapidly expanding compute and splitting memberships into Kimi Members and Kimi Code Members to better allocate resources.

This level of demand signals a real infrastructure bottleneck — often a precursor to token utility shifts in GPU-linked projects. Which AI tokens do you think are positioned to absorb this overflow?

Not financial advice. Always manage your risk.

#KIMI #GPU #AITokens #SupplyConstraint #Crypto

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$KIMI GPU DEMAND SURGES PAST EXPECTATIONS — SUBSCRIPTIONS PAUSED 🔥

The demand for Kimi K3 has massively exceeded projections in the last 48 hours. GPU resources are nearing full capacity right now. New subscriptions have been paused to protect existing users' experience.

This is a clear signal that AI compute demand is far from slowing down. Kimi is rapidly expanding capacity and splitting membership into Kimi Members and Kimi Code Members to match resources more precisely. Are you watching how this affects the token's supply dynamics?

Not financial advice. Always manage your risk.

#KIMI #AI #GPUShortage #DemandSurge #Crypto

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