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K-남매들의 시상식 비하인드🏆| AKMU 모두의 남매 뭐든 해 EP.5 | BEHIND CLIP #AKMU# #악뮤# #LEECHANHYUK# #이찬혁# #LEESUHYUN# #이수현# #최성민# #YENA# #조나단# #파트리샤# #땡깡# #진절미# #모두의남매뭐든해 ##SiblingsNextDoor# #EP5# #BEHINDCLIP# #YG#

[KNOW ME] EP.14 2022 Spring Festival Web Gala ——— Performing “Jackson Wang 王嘉爾" -BEHIND THE STAGE- .what is this about. . YOUTUBE LINK 👇 . #KNOWMEvlog # #jacksonwang# #잭슨# #王嘉爾# #TEAMWANG# #TEAMWANGrecords# @teamwangofcl

[KNOW ME] EP.11 2021 GQ MOTY BEHIND 🌊🏖️ OUT NOW ☀️🏝 @GQMagazine  . YOUTUBE LINK 👇 . #jacksonwang# #잭슨# #王嘉爾# #TEAMWANG# @teamwangofcl #KNOWMEvlog # #GQChina# #GQ#

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."