与「Behind」相关的搜索结果

In H1 2026, Binance's AI-driven risk systems helped protect: 🛡️ 7.7M+ users
 💰 US$4.64B in potential losses Behind every number is a scam prevented, an account secured, or a fraudulent trade stopped. Powered by AI. 🫡

开发系统最极致高效的Agents.md，没有之一： # AGENTS.md ## Core Principles - Choose the simplest implementation that fully satisfies the current requirements. Avoid unnecessary abstraction, configuration, indirection, or speculative extensibility. - Make the smallest necessary change that fixes the root cause. Do not refactor unrelated modules or change strategy semantics unless explicitly requested. - Grow the system in layers. Start from the smallest working end-to-end version and add new capabilities incrementally. Never replace a working system with unfinished complexity. - Reuse existing project components before creating new ones. Prefer extending proven modules over introducing parallel implementations. - Prefer well-maintained libraries when they reduce overall complexity or improve reliability. Do not reimplement common functionality without a clear benefit. - Keep components modular with clearly defined responsibilities. Avoid unnecessary coupling between strategy logic, execution, accounting, replay, and infrastructure. - Design for long-term maintainability once a feature or strategy has been validated. Do not over-engineer speculative ideas before evidence exists. --- ## Strategy Development - Validate hypotheses with historical replay before introducing forward-only logic whenever historical validation is possible. - Every trading strategy must progress through Replay → Shadow → Canary → Live. Do not skip validation stages. - Base design decisions on measurable evidence rather than intuition. Optimize only after demonstrating that an edge exists. - Treat every strategy as an independent contract. Do not silently alter frozen behavior without explicit authorization. --- ## Existing Systems - Do not break running Shadow or Live systems for unrelated work. - Preserve compatibility only when required by active production or validation workflows. Otherwise, remove obsolete code instead of accumulating compatibility layers. - Reuse existing infrastructure whenever possible, including replay engines, accounting, execution, wallet management, order book handling, logging, monitoring, and daemon frameworks. --- ## Engineering Standards - Prefer deterministic behavior over hidden automation. - Fail loudly when assumptions are violated. Do not silently ignore errors or fall back to unexpected behavior. - Keep configuration minimal. Introduce new configuration only when behavior genuinely needs to vary. - Remove dead code instead of leaving unused paths behind. - Write code that is easy to inspect, replay, test, and reason about. - Keep implementation consistent with existing project architecture unless an architectural change is explicitly requested. --- ## Scope Discipline - Implement only the requested scope. - Do not introduce unrelated optimizations, redesigns, migrations, or feature expansions. - Non-blocking findings outside the requested scope may be noted separately but must not be merged into the current task. - Consider a task complete once its agreed acceptance criteria are satisfied. Treat subsequent improvements as separate work items.

DeepSeek-V4-Flash-0731 debuts with an ECI of 153, comparable to GLM 5.2 and roughly midway between Opus 4.5 and Opus 4.6. It's the second strongest open-weights model available today, behind only Kimi K3.

‼️ BREAKING: An active npm supply chain attack has compromised at least 868 packages carrying over 2 billion monthly installs with a credential-stealing worm. Shai-Hulud is back. It started with the compromise of the GitHub account of the maintainer behind keyv, a library with roughly 127 million weekly npm downloads. A preinstall hook fires on npm install and drops a stealer that sweeps npm, GitHub, AWS, Kubernetes and Vault secrets, and then spreads to more maintainers.

This bear thinks it just hit the jackpot. A black bear climbed out of a dumpster in Lake Harmony, Pennsylvania, dragging a trash bag behind it, only to leave most of its prizes scattered on the ground through a hole in the bag. The moment was caught on camera by Raymond Doherty, who later said he didn't realize how unusual the bear's behavior was. "It was almost like a person the way he climbed down."

Is Ethereum finally taking the driver's seat from Bitcoin? 📉➡️📈 The $ETH / $BTC ratio just surged to a 3-month high of 0.030, driven by a massive +16% monthly performance spread in favor of Ethereum (+24% vs. +8%). The latest KuCoin blog breaks down the fundamental forces behind the momentum shift: 📊 Reclaiming the 200-Day SMA: The cross-rate has officially reclaimed its 200-day Simple Moving Average for the first time since January, signaling a technical trend reversal. 🌊 ETF Flow Flippening: U.S. Spot Ethereum ETFs recorded $103.9M in weekly net inflows—outpacing Spot Bitcoin ETF inflows by a factor of 3-to-1. 🔒 The Supply Vortex: Public treasury accumulation (Bitmine holding ~4.8% of circulating supply), a zero validator exit queue, and 2.5M ETH waiting in the staking entry queue have squeezed spot liquidity. ⚙️ "Glamsterdam" Horizon: Institutional RWA dominance exceeds $17B on Ethereum, with the H2 2026 "Glamsterdam" upgrade set to introduce parallel processing and slash L1 fees by over 70%. Is this just a short-term liquidity rebound or the start of a full-scale market rotation? Read the full technical breakdown here:

📍Experts on Jingdezhen Handicraft Porcelain Industry Sites①| Wang Guangyao: "This archaeological project has filled all the gaps." ✍️On July 25, the Jingdezhen Handicraft Porcelain Industry Sites were officially inscribed on the UNESCO World Heritage List during the 48th session of the World Heritage Committee in Busan, South Korea. We visited the heritage sites to capture the voices of experts, scholars, and local residents—and their stories behind this historic achievement. @Chinamission2un @UNESCO @UN @UNESCO_chinese @antonioguterres #Jiangxi# #JiangxiCulture# #Jingdezhen# #WorldHeritageList# #reels#

NASA recently recognized one of America’s outstanding engineers. At @SpaceX’s Rocket Development Facility in McGregor, Texas, I joined Congressman @PeteSessions and McGregor Mayor Jim Lilley to present Andrew Berkowitz with NASA’s Exceptional Public Achievement Award. Andrew’s pioneering research to better understand liquid methane and oxygen explosions is helping enable the next generation of rockets that will return Americans to the Moon, establish a sustained U.S. presence on the lunar surface, and prepare us for Mars. America’s greatest achievements in space are built by extraordinary people whose work often happens behind the scenes. Andrew’s contributions will help shape the future of exploration for years to come. Congratulations on this well-deserved honor, Andrew, and thank you for your contributions to NASA’s mission and America’s future in space.