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DeepSeek-V4-Flash can now run 2× faster locally with DSpark! ⚡️ DSpark enables V4-Flash-0731 GGUFs to generate ~1.4–2× faster with no accuracy change. DeepSeek-V4-Flash-0731 can reach at 120 tokens/s. GGUFs: Guide:
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7 days of unlimited Seedance 2.5 for everyone joining today. The most realistic and production-ready video model. 7 DAYS of ZERO credit cost to generate. Deeper shadows, better acting performances, next-level physics, native voice generation. 7-day unlimited access starts August 7.
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Introducing Wan3.0 — now in Public Beta. Simple Input. Smart Creation. Where Imagination Meets Reality. • Native 30-Second Video Generation • Reality-Grade Rendering • Omni-Reference: Beyond text, images, audio, and video—now with documents, spreadsheets, slides, webpages, and more. Public Beta is now live. Apply now and start creating ↓
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89% of the world never had access to global equities. Now they do, on an app they use. bStocks hit $565.9M in 7 weeks. 90%+ of users are from emerging markets, 44% are Gen Z, and for many it’s their first brokerage account. One account. 168 hrs/week.
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BREAKING: MiniMax H3 by @MiniMax_AI is 1st across 3 Video categories (Multi-Image to Video, Image to Video, and Video Editing) on Design Arena. MiniMax H3’s performance in Video Arena puts it ahead of other top performing models like Seedance 2.0 by @BytePlusGlobal, Grok Imagine Video 1.5 Preview by @SpaceXAI, and Gemini Omni Flash by @GoogleDeepMind. This marks another category to be led by open-weight models, following Kimi K3’s first place in our coding categories. Congratulations to the @MiniMax_AI team for establishing a new SOTA in video generation!
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Ladies and gentlemen, it's time to pass the torch and demote myself to my natural state: a poster. I'll be stepping back from leading product for 𝕏 and will continue on as an advisor. Serving the X community has been the privilege of a lifetime. X is, and will remain, the most important communication technology in history. But running this app is a 24/7 job and it's now time for me to take a breather. The app is seeing unprecedented growth in new users & engagement. We continue to break records every month. We've climbed 70 spots in the App Store since this time last year. And in the last 400 days, we rebuilt almost every aspect of X: the Timeline, the Android app, onboarding, notifications, chat and more. We also launched nearly 30 new products while protecting the integrity of the town square: becoming the first app to show Country-of-Origin on profiles and mounting defenses against AI bots. There's certainly much more work to be done, but our foundation is stronger than ever. None of this would have been possible without the incredible team here. The next leaders will take X to even greater heights with @benjitaylor on design, @singhai on core product engineering and @dinkin_flickaa on mobile engineering -- among many other great people. Thank you to Elon and the X team for welcoming me into the company. See you on the Timeline.
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So here’s how America ended up with Ilhan Omar and Learing Centers. The rebels in Somalia overthrew the Marxist dictator in January 1991 and then they started killing each other over who got to rule next. General Mohamed Farah Aideed and Ali Mahdi Mohamed both claimed the presidency, and then from November 1991 to March 1992, the two sides slaughtered an estimated 14,000 people in Mogadishu (the capital) alone. The clans united to remove Barre, but they failed to replace him with anything functional. And so, Somalia has been a failed state for 35 years and Minnesota has welfare fraud.
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7 days of unlimited Seedance 2.5 on Higgsfield. The most realistic and production-ready video model. Now we offer generations at ZERO credit cost for 7 DAYS. Up to 50 references, 30 seconds of perfect continuity, realism in physics,  advanced VFX/SFX, and SOTA video-to-video editing. 7-day unlimited access starts on August 7.
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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.
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公司的 SQL 仔和数据分析师要被这个开源神器干失业了!老板直接用自然语言提问,AI 就能自动打通底层数据库生成数据报表,关键是还不会胡乱捏造指标。 这玩意真有人做出来了——GitHub 爆火开源项目 WrenAI,目前已经斩获 16.8k Star,采用 Apache 2.0 协议开源。它是一个专门给 AI Agent 打造的 Generative BI(生成式商业智能)引擎。简单来说,它在你的数据库和 AI 之间塞了一层“业务语义理解”,不管是 PostgreSQL、ClickHouse、Snowflake 还是 BigQuery,连上就能直接让人话变成准到离谱的 SQL 和可视化图表。 🔥 核心卖点: • 通吃 20+ 种主流数据库:大小数据库一键打通,不挑食 • 独家业务上下文层:AI 不再瞎猜表结构,查询零幻觉 • 自动出可视化图表:说句人话直接生成漂亮仪表盘 • 无缝对接 AI Agent:跟 Claude Code、Cursor 秒无缝集成 • 完全开源可私有化:敏感数据不外流,本地部署超省心 🔗 传送门:
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