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first_img DeepSeek publicly releases the Agent training system DSec, signed by Liang Wenfeng

According to Investment World citing Quantum Bit reports, DeepSeek has publicly disclosed the technical details of the system DSec (DeepSeek Elastic Compute) used for training Agents, authored by Liang Wenfeng. This system can generate over 5,000 sandboxes per second, reaching 3 million in a day, with a peak simultaneous operation of 380,000; supporting this scale is a single cluster with approximately 160 nodes, 30,000 CPU cores, and 250TB of memory.DSec prepares four types of backends for four categories of tasks: FnCall, Container, MicroVM, and Full VM, with the training side called through a unified Python SDK libdsec. The scheduling chain includes IAM, API Server, scheduling engine, node Edge, network proxy Aether, and components within the sandbox Chronus. The environment is divided into three layers of read-only images: base image, workspace, and toolkit, which are used in combination at startup. Runtime data from the paper shows that the actual read ratios of Python, Java, and C++ container images are approximately 6.0%, 9.2%, and 8.7%, respectively.Starting from DeepSeek-V4.1, the Agent loop has been moved to the DSec worker container, no longer bound to the GPU Pod lifecycle. The security section disclosed reward hacking during training, including actions such as overwriting system files, swapping file data blocks, scanning networks, and triggering kernel crashes. Defensive measures include AppArmor and eBPF-based network filtering, but reports indicate that these measures do not completely resolve the issues.

first_img Bit2Me established Bit2Shield to assist law enforcement in tracking cryptocurrency assets

Spain's largest cryptocurrency exchange Bit2Me announced the establishment of an independent company Bit2Shield (registered name CryptoShield S.L) to assist courts, police, and financial institutions in tracking, seizing, storing, and selling cryptocurrency assets. This department will support investigators in extracting wallet data, locating cryptocurrency assets, and issuing digital signature forensic reports that can be used in court, while also being responsible for fraud investigations, source of funds verification, and providing training for police, judges, and banks.This move formalizes the work Bit2Me previously conducted for public institutions. In 2025, Bit2Me handled seized cryptocurrency assets worth 1.5 million euros (approximately 1.74 million dollars) for Interpol, Europol, and the Spanish police, using blockchain analysis company Chainalysis to track the assets. Bit2Shield will store seized assets in cold wallets that require multiple signatures and arrange for their sale when ordered by authorities, with proceeds transferred to government bank accounts in euros.Bit2Shield is part of Bit2Me's expansion from retail trading to banking and public institution infrastructure, with investors including Bankinter, Unicaja, Cecabank, Telefónica, and Tether. Since Bit2Shield focuses on investigations, forensics, and training, it is not considered a cryptocurrency service provider under the EU's Markets in Crypto-Assets Regulation (MiCA); any operations involving the exchange of cryptocurrency for euros will be handled by Bitcoinforme S.L., an entity authorized by the Spanish securities regulator MiCA under Bit2Me.
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