Tencent's T1 Team Specializes in Agent Long Tasks: Over 300 Consecutive Operation Rounds, Benchmark Score Rises by 20 Points
Beating AI Express News: Tencent has dedicated its Qwen3.5-122B-A10B model to training a terminal agent, resulting in T1. The agent is designed to handle complex tasks in Linux terminals, with each task capable of calling tools consecutively for over 300 rounds at maximum. Its score on Terminal-Bench 2.1 rose from 43.8% for the base model to 64.0%, an increase of 20.2 percentage points. The bulk of this gain came from reinforcement learning: SFT alone lifted the score to 49.4%, while subsequent reinforcement learning added another 14.6 points. The team prepared around 15,000 terminal tasks, each paired with an automated test. Even if the agent does not complete the entire task, it can earn corresponding rewards for meeting partial requirements. Long tasks present another challenge: when the agent performs actual work and later uses that experience for training, the same content may be re-split into different tokens, and the Mixture of Experts (MoE) may switch to a different set of experts. T1 records both the tokens generated at the time and the selected experts, and replicates these during training, reducing this training-inference gap by approximately one-third.
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The community of STARLINK, a meme coin in the X Layer ecosystem, has opened a donation-based charity fund to deploy network services to disaster-hit areas and network deserts.
According to official news, the community of STARLINK, a meme token in the X Layer ecosystem, opened its community donation charity fund at 9:00. STARLINK launched on September 9 on Ignix, X Layer’s general launch platform, with SPCX as the pricing token for pool pairing. Transaction taxes are allocated to the vault and distributed to holders in SPCX; as of press time, its market capitalization exceeds $7.5 million.
Per its announcement, the community fund is managed via a fixed address and multi-sig wallet. The principal of tokens donated to the fund remains untouched—actual expenditures are funded solely by dividends generated from these holdings, which will be used to purchase Starlink satellite internet equipment and deploy it to areas without internet access, including disaster-hit regions and network deserts. All fund inflows and outflows are verifiable on the X Layer blockchain. The project team stated it will continuously disclose donation lists, every equipment procurement voucher, deployment locations, and reconciliation records of dividend income and deployed device counts.
As of press time, the fund’s donation address has received a total of 350 million STARLINK, equivalent to approximately $2.84 million. Ignix is X Layer’s general launch platform, allowing creators to customize buy and sell taxes, select vault templates, and bind AI Agents for launches. BlockBeats reminds users that related token prices are highly volatile with significant uncertainty, so users should exercise caution when investing.
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4D Labs, a real-world embodied data layer protocol for physical AI, secures investment from YZi Labs.
According to an official announcement, 4D Labs, a real-world embodied data layer protocol for physical AI, has secured investment from YZi Labs via Season 2 of the EASY Residency program. Relevant details show that 4D Labs is a spatial intelligence large model infrastructure company at the intersection of AI, 3D, and Web3, with its core mission being to solve the most fundamental bottleneck of the spatial computing era: large-scale, verifiable, and ownership-proven high-quality 3D data.
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Roundup of Stablecoin Demand Deposit Yields on Major CEXs: USDT Small-Tier Yields Hit Up to 10%, Bitget Offers 7.33%
According to the latest compiled data on stablecoin current wealth management and earning products from HTX, Binance, OKX, and Bitget, major platforms still generally adopt a "high returns for small amounts, tiered reduction for excess amounts" mechanism. The table shows OKX’s yields are presented net of a 15% fee.
For USDT: HTX’s 0-200 USDT tier offers an annualized yield of 10%, dropping to 1.95% for excess amounts; Bitget’s 0-300 USDT tier yields 7.33%, with excess amounts at 2.67%; Binance’s 0-800 USDT tier yields 6.51%, excess at 2.51%; OKX’s yield stands at 2.54%.
For USDC: HTX’s 0-200 USDC tier has an annualized yield of 8%, excess at 2.75%; Binance’s 0-300 USDC tier yields 7.20%, excess at 2.20%; Bitget’s 0-300 USDC tier yields 6.66%, excess at 2.23%; OKX’s yield is 1.95%.
For other stablecoins: HTX’s USDT VIP tier offers an annualized yield of 6%-9%, applicable for amounts between 50,000 and 100,000; Binance’s USDT VIP yield is 2.6%-2.65%; Bitget’s USDT VIP 0-300,000 tier yields 2.88%, with excess amounts at 1.88%. For USDE: HTX presents tiered yields of 5% and 3%, Binance offers 4.75%, and Bitget has a yield of 1.05%. HTX’s USDD yield is 4.00%; Binance’s U product’s 0-5,000 tier yields 8.70% annually, excess at 0.70%, while Bitget’s U product yields 1.50%.
Overall, high returns remain concentrated in small amount tiers, with annualized yields generally declining as capital size increases. Users should also pay attention to tier limits, interest calculation rules, fees, and real-time availability when comparing products. The above data are page-displayed yields and do not constitute investment advice.
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Macro traders placed a $31.7 million short position on the Nasdaq ahead of the CPI.
According to TradingBeats' monitoring, over the past hour, xm39 added approximately 660.61 new Nasdaq (XYZ100) contract short positions, with a nominal transaction value of around $19.3418 million. Adding transactions from this morning, today’s total new Nasdaq short positions amount to roughly $21.3452 million. Current XYZ100 short position size stands at approximately $31.7018 million, with an average price of 29,245.2, resulting in an unrealized loss of about $31,200; it also holds crude oil short positions worth roughly $41.1461 million.
On Polymarket, xm39 invested an additional approximately $1,949 today, adding around 13,000 "U.S. invades Iran before 2027" Yes contracts, bringing its total position to 857,800 contracts. The average cost corresponds to an implied probability of 18.47%, while the current implied probability is 15.5%. The position is valued at roughly $133,000, with an unrealized loss of about $25,500.
Previous report: "Deconstructing" oil tycoon xm39’s position adjustment: Why did the $40 million position face sudden changes ahead of the CPI release?
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SlowMist: ether.fi was attacked, suffering losses of approximately 15.45 ETH.
SlowMist tweeted that ether.fi suffered an attack, resulting in losses of approximately 15.45 ETH. According to analysis, the root cause lies in the lack of access control for the `solver` parameter passed by the caller in the `solve()` function of the AtomicQueue contract—there is no check for `solver == msg.sender`, nor any signature, registration, or authorization verification. The attacker first constructed a malicious AtomicRequest via the `updateAtomicRequest()` function, then forced a victim address to act as the solver. The AtomicQueue contract subsequently called `finishSolve` on the victim address, executing `want.transferFrom(solver, users[i], assetsToUser)`, and exploited the ERC-20 approval the victim had previously granted to steal funds.
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