FILTERED RESULTS
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MCap $2.9T -0.8%24h Vol $67.8B +16%Fear & Greed 70/100Alts Index 59/100
BTC.D 59.0% +0.6%Stable.D 9.2% 0%ETH.D 11.4% +0.1%Others.D 20.4% -0.7%
QNT$178.49+57.91%•Q$0.0498+37.46%•SOON$0.2899+35.29%•BTW$1.148+23.58%•BP$1.510+20.63%•W$0.0151+17.82%•GRASS$0.6108+17.09%•JASMY$0.00523564+10.1%•GRAM$1.613+9.19%•NEAR$5.249+8.15%•
AI$0.2205-17.26%•BR$0.9088-11.77%•XPL$0.1038-11.63%•KMNO$0.0448-10.9%•PONS$0.5848-10.72%•ZAMA$0.0818-10.29%•SENT$0.0223-8%•DASH$66.760-7.96%•STRK$0.0401-7.65%•AERO$0.8275-7.55%•
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FILTERED RESULTS
Peter Brandt Predicts $8,600 ETH, Coinbase Adds IPO Share Trading, And More – Week In Review
SpaceX/cursor_ai’S benln SAYS THAT fomo IS THE FASTEST GROWING STARTUP ON X BY FOLLOWER...
Strive CEO Indicates Plans to Expand Bitcoin Holdings
Vitalik Buterin Unveils Ethereum's Vision for 2030
U.S. President Trump Anticipates Further Negotiations with Iran
Vitalik Buterin says Ethereum is called a "blockchain" mostly "for historical reasons"
Bitget Hacker Moves $83M in XRP as Network Rules Limit…
Ripple Price Analysis: XRP Tests Critical Resistance as Bullish Structure Holds
Vitalik publishes 32-chapter work "Snowmoon," open-sourced under GPL v3
Kraken Parent Payward Bets Billions to Become Financial Infrastructure
Bybit's weekly platform updates General• $PONS is officially listed on Bybit Spot• Tomorrowland...
Bitcoin's Quantum Problem: Three Ways Researchers Are Trying to Fix It
Vitalik Buterin Releases Science Fiction Novel 'Snowmoon' Under Open Source License
Bitmine Chairman Highlights Role of Tokenization and AI in Cryptocurrency Market Cycle
THORChain Rejects Bitget's Request to Block Hacker Addresses
Ethereum's Future Vision Focuses on Censorship Resistance and Wallet Flexibility
Bitcoin Surges 32% Over Two Months, Still Below Year-Ago Prices
Vitalik Buterin maps Ethereum’s shift beyond a blockchain in sweeping 2030 vision
US Treasury Secretary Bessent: Core inflation has remained calm
Even More Orange: Saylor Teases Another Strategy Bitcoin Buy
Jupiter Exchange COO Advocates for Major Improvements in DeFi to Attract Institutional Capital
Ethereum is not instant, but collateral could make it feel that way
Bitcoin Price Climbs Back Toward $85K With Bulls in the Driver’s Seat
Monochrome Exchange Raises Over 5.5 Million USDT in MCR Token IEO
U.S. Bitcoin ETFs Draw $2.4 Billion as 2026 Net Flows Turn…
Vitalik Buterin Envisions Ethereum as a 'Cryptographic World Computer'
Trader 0x9c6a opened a 20x long on 550,087 $SOL ($67.88M) a month ago and is now sitting on an...
Vitalik: Ethereum Is Evolving Beyond a Blockchain Into a “Cryptographic World Computer” Vitalik...
Monochrome Exchange, founded by former Binance Australia CEO, launches MCR IEO with over 5.5 million USDT raised
DYORSWAP Announces Compensation Plan for Affected Users
SEC Staff Says Token Buybacks Don't Make Crypto a Security—If the Network Works
Bad News Is Good News — Week in Review
DOGE Rally Brewing? Whales Load Up as Dogecoin ETFs Post Record Inflows
Market Overview: BTC : $84824 ETH : $2708.78 BNB : $780.73 SOL : $123.55 Market Cap :Total : 2.9T DeFi ...
Kalshi Loses Again as Sixth Circuit Lets States Regulate Its Sports Contracts
DYORSWAP: Compensation Plan for GIWA Fake Chain Scam Released
Monochrome Exchange (@Monochrome_EN), founded by Jeff Yew (@jeffyew_), co-founder and former CEO of...
From Tokyo To Washington, Bond Yields Are Breaking Records
Bitcoin Price Prediction For October: One Level Stands Between Rally And Reversal
Ethereum Introduces Decoupled Consensus Protocol for Faster Transaction Finality
French investigators probe alleged Verasity VRA token manipulation and €50M Dubai real...
Bitcoin 7-day average hashrate drops to three-week low as miners shift to AI computing
Senate stalls Digital Asset Market Clarity Act after months of bipartisan negotiations...
Amazon Stock Could Hit $1,000 by 2036, Forecast Shows
Michael Saylor Hints at Increased Bitcoin Holdings with New Bitcoin Tracker Update
How months of work on the Clarity Act all fell apart
QNT Leads Altcoin Rally, BTC Price Aims at $85K Again: Weekend Watch
Prediction markets promised better information and hired Hollywood
US Senator Lummis: The Clarity Act rejected by Democrats had empowered the Treasury to combat money laundering through offshore exchanges
SEC’s Hester Peirce Wants Zero-Knowledge Proofs to Fix KYC System
Asia’s Weekly TOP10 Crypto NewsSouth Korea Calls for KRW Stablecoin Liquidity Safeguards, Hana Bank...
$83 Million In Stolen XRP From Bitget Hack Moving On-Chain
Only 9 of the Top 50 Altcoins Have Beaten Bitcoin Since Its Peak: Picking the Winners Is Brutal
Tokenized Stocks Gain a Coalition Defending Shareholder Rights
XRP Price Prediction: $2.90 Bull, $0.85 Bear
Hyperliquid to Increase Deployment Limits in Upcoming Network Upgrade
Riot Repays Coinbase Loan, Ends $200 Million Bitcoin-Backed Facility
Hyperliquid: Next upgrade to raise HIP-4 deployment quota and lower funding rate cap
Bitget Asks THORChain to Block Hacker Address, Protocol Says No
GoPlus Raises Concerns Over THORChain's Decentralization and North Korea Fund Transfers
Why your tokenized stock could stop trading for three months
Whales Accumulate $112 Million in Dogecoin Amid Price Resistance
Centralized Exchanges Experience $3 Billion in Bitcoin Outflows
Crypto ATM Numbers Fall to 2021 Levels Amid Regulatory Crackdown
GoPlus Challenges THORChain’s Decentralization Claims Over DPRK-Linked Fund Flows GoPlus Security...
GoPlus Security Questions THORChain's Decentralization Amid DPRK-Linked Fund Transfers
Hyperliquid trader mk4 holds largest NEAR long position, with unrealized profit of about $17.55 million
Polygon Co-Founder Announces Additional POL Burn and Blockchain Upgrades
Quant (QNT) Rockets 75% Today as Major Banking Catalyst Fuels 180% Weekly Rally
DeepSeek Unveils DSec Agent Training System with Advanced Capabilities
DeepSeek has officially released the technical specifications of its new training system, DSec (DeepSeek Elastic Compute), which was developed by Liang Wenfeng. This innovative system is capable of generating over 5,000 sandboxes per second, amounting to a total of 3 million sandboxes in a single day, with a peak capacity for simultaneous operations reaching 380,000. The infrastructure supporting this scale consists of a single cluster equipped with approximately 160 nodes, 30,000 CPU cores, and 250 terabytes of memory.
The DSec system is designed to handle four distinct categories of tasks, utilizing four types of backends: FnCall, Container, MicroVM, and Full VM. The training interface is accessed through a unified Python SDK known as libdsec. The scheduling architecture includes several components such as IAM, API Server, scheduling engine, node Edge, network proxy Aether, and the sandbox components collectively referred to as Chronus. The environment is structured into three layers of read-only images: base image, workspace, and toolkit, which are utilized together during system startup.
In a significant update starting from DeepSeek-V4.1, the Agent loop has been transitioned to the DSec worker container, decoupling it from the GPU Pod lifecycle. The security aspects of the system have also been addressed, revealing vulnerabilities related to reward hacking during training. Such vulnerabilities include overwriting system files, swapping file data blocks, scanning networks, and triggering kernel crashes. Although defensive measures like AppArmor and eBPF-based network filtering have been implemented, reports suggest that these solutions do not fully mitigate the identified security risks.
© 2026 KLEA News. All Rights Reserved. This article is provided for informational purposes only. It is not offered or intended to be used as legal, tax, investment, financial, or other advice.
Source: KLEA News