DeepSeek Unveils New Agent Architecture

Odaily Report: On the evening of October 31, the DeepSeek Harness team published a technical article titled "Super-agent Design Exploration: Toward a More Autonomous Agent System." DeepSeek stated that improvements in model capabilities have given rise to new application forms, with Personal Agents beginning to emerge in concentrated numbers recently. However, existing mainstream Agent designs still struggle to support this model at the scale of multi-tasking and team collaboration, as Agents' working mode remains fundamentally based on a single Session, with different Sessions being independent of one another.

Under this design, the upper limit of a single task depends on model capability, while the upper limit of multi-tasking depends on human attention. Through approaches such as a dual-layer architecture, event-driven design, asynchronous multi-channel interaction, separation of storage and computation, and an external Watchdog, the DeepSeek team has overcome these limitations. The system takes over cumbersome session management and context synchronization at the underlying level, enabling humans to move further up from specific execution details to higher-level decision-making and acceptance.

DeepSeek calls this Agent form and its system architecture Super-agent. The article mentions that currently, an internal Super-agent instance built on this approach is already running continuously, participating in daily issue reproduction and fixing, code review responses, and iteration of DeepSeek Harness itself. (DeepSeek Harness Team)

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The Binance SAFU fund address has transferred out 7,500 BTC, possibly related to asset backfill
Odaily reports that on-chain information shows the Binance SAFU fund address transferred out a total of 7,500 BTC across 3 transactions at approximately 10:30 and 10:48. The address currently holds a balance of 7,500 BTC, valued at approximately $580 million.Earlier reports indicated that Binance announced that as of October 31, approximately 90% of the affected assets had been backfilled, further improving from the previously disclosed 80%.
DeepSeek Unveils New Agent Architecture
Odaily Report: On the evening of October 31, the DeepSeek Harness team published a technical article titled "Super-agent Design Exploration: Toward a More Autonomous Agent System." DeepSeek stated that improvements in model capabilities have given rise to new application forms, with Personal Agents beginning to emerge in concentrated numbers recently. However, existing mainstream Agent designs still struggle to support this model at the scale of multi-tasking and team collaboration, as Agents' working mode remains fundamentally based on a single Session, with different Sessions being independent of one another.Under this design, the upper limit of a single task depends on model capability, while the upper limit of multi-tasking depends on human attention. Through approaches such as a dual-layer architecture, event-driven design, asynchronous multi-channel interaction, separation of storage and computation, and an external Watchdog, the DeepSeek team has overcome these limitations. The system takes over cumbersome session management and context synchronization at the underlying level, enabling humans to move further up from specific execution details to higher-level decision-making and acceptance.DeepSeek calls this Agent form and its system architecture Super-agent. The article mentions that currently, an internal Super-agent instance built on this approach is already running continuously, participating in daily issue reproduction and fixing, code review responses, and iteration of DeepSeek Harness itself. (DeepSeek Harness Team)
Ethereum staking hits record high of 43.8 million ETH
Odaily: Bitwise's Q4 staking report shows that Ethereum staking reached 43.8 million ETH, accounting for 35.9% of total supply and hitting an all-time high; net staking inflows in Q3 were 1.99 million ETH, marking six consecutive quarters of net inflows. Solana's active staking increased to 440.5 million SOL. In Q3, Ethereum's average annualized staking yield fell from 2.81% in Q2 to 2.63%, with 96.3% coming from ETH issuance; Solana's gross staking yield dropped from 6.38% to about 6%, with nearly 90% coming from token issuance. The above yields are not net of service provider fees and are not equivalent to the actual yields received by customers.Coinbase stated that staking ETFs and digital asset treasuries are broadening participation channels. Kean Gilbert, head of institutional relations at the Lido Ecosystem Foundation, said that after custodians support staking, institutions can participate through existing custody relationships, and the focus of discussions has shifted to implementation issues such as validator decentralization, code audits, and the proportion of fund staking. Since ETH unstaking may take several weeks, while funds typically need to meet redemptions within one to two days, liquidity remains a constraint for institutions. Gilbert estimates that the average staking ratio for related products in Europe is only 50% to 60%; liquid staking tokens can provide an alternative exit channel, but actual sales depend on market liquidity and price. (CoinDesk)
US Media: If Republicans Lose Midterms, Trump May Be More Inclined to Take Military Action Against Iran
Odaily: According to Axios, a US official said that if Republicans suffer a heavy defeat in the midterm elections, Trump may be more inclined to order a large-scale military operation. The official said: "If Trump feels humiliated or stripped of his authority, he will take bold action. Everyone is telling the Iranians this. Now is the best time for them to reach a deal." However, a White House official said that the election results will not affect Trump's decision-making on the Iran issue. (Jinshi)
About 90% of affected assets have been backfilled, Binance publishes proof-of-reserves snapshot
Odaily reports: Binance announced that, as of October 31, approximately 90% of the affected assets have been backfilled, a further increase from the previously disclosed 80%. BTC, ETH, USDT, BNB, SOL, USDC, XRP, USD1, RLUSD, and ZEC have all achieved 100% full reserve backing; the remaining roughly 10% consists of tokens other than the previous top ten, which, due to relatively lower liquidity, may take longer to fully acquire. Binance stated that the funds for this asset replenishment came from part of the SAFU fund (expected to be completed within the next 24 hours), a portion of the funds from the futures insurance fund, and Binance's own funds. Binance completed a new round of proof-of-reserves snapshot at 08:00 on October 31 (UTC+8), and the full proof is expected to be generated on November 3 (UTC).
Worth $4.06 million, Galaxy Digital OTC deposits 47,000 HYPE to OKX
Odaily reports that, according to Onchain Lens monitoring, Galaxy Digital OTC deposited 47,000 HYPE to OKX 4 hours ago, worth $4.06 million, possibly for selling.
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DeepSeek Unveils New Agent Architecture
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