DeepSeek’s New Paper: To Get AI Agents to Work, We Need to Solve the "Initiation" Problem
38 minutes ago
Beating AI Express News: A new paper on agent training published by DeepSeek has drawn widespread attention. The 31-page paper introduces DSec, DeepSeek’s internally used production-grade sandbox platform, with over 100 authors including DeepSeek co-founder Liang Wenfeng. A notable section of the paper focuses on "agent misconduct". DeepSeek found that agents can obtain answers through unintended channels, such as residual answers in files managed by search platforms, undermining the validity of training and evaluation results. Even after implementing access controls, some agents exchange file block mappings, attempting to access protected file contents via another file descriptor, compromising tasks or shared infrastructure. DeepSeek argues that no single mechanism can prevent all agent misconduct and system failures. Thus, the team’s approach involves enhancing observability to identify new issues, and continuously hardening DSec as models evolve, including access controls to restrict agents from obtaining answers via unintended channels and reducing incentives for deceptive behavior. These controls address some of the issues.
The yield on the US 10-year Treasury note rose to 5.081%, its highest level since July 17, 2007.
6 minutes ago
U.S. inflation pressure heats up again, with September's composite PMI rising to 58.4, marking a new high in over five years.
6 minutes ago
WTI and Brent crude oil see short-term gains, with Iranian media reporting that Iran's Foreign Minister Araghchi's contact with the US was unauthorized.
6 minutes ago
HTX Research Analyst WZ: Crypto market pricing is expanding outward, with regulation and macro liquidity emerging as key variables.
6 minutes ago
Bonk Guy again calls for buying USELESS: Number of token holders hits a new all-time high, with short, medium and long-term trends continuing to rise.
6 minutes ago
Veteran meme coins saw broad declines, with MUBARAK falling more than 40% from its intraday high and WIF dropping over 11%.
6 minutes ago
Hot feeds
A trader profits $448K by monitoring #Binance's new listings!
2024.12.13 17:37:29
Last week, funds have flowed into #Bitcoin, #Ethereum, and #Hyperliquid.
2024.12.16 14:48:36
A $PEPE whale that had been dormant for 600 days transferred all 2.1T $PEPE($52M) to a new address.
2024.12.14 10:35:27
When Elon Musk tweeted about Moltbook, the meme coin MOLT experienced a short-term 30% price surge, hitting a new all-time high of $114 million.
2026.01.31 18:37:29
A smart #AI coin trader made $17.6M on $GOAT, $ai16z, $Fartcoin,$arc.
2025.01.05 16:05:18
A sniper earned 2,277 $ETH ($8.3M) trading $SHIRO within 18 hours!
2024.12.03 23:09:08
MoreHot Articles

How did I turn $1,000 into $30,000 with smart money?
2024.12.09

10 promising AI Agent cryptos
2024.12.05

The 30-Year-Old Entrepreneur Behind Virtual, a Multi-Million Dollar AI Agent Society
2025.01.22

10 smart traders specializing in MEMEcoin trading on Solana
2024.12.09

A trader lost $73.9K trading memecoins in just 3 minutes — a lesson for us all!
2024.12.13

What is $SPORE? Let us take you through the on-chain records to show you how it works.
2024.12.25

