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Our WeatherNext 2 AI model from @GoogleDeepMind and @GoogleResearch can predict tropical cyclones with an extra day of lead time. Now, we’re open sourcing the model. Published in @Nature, Google researchers demonstrate how it delivers roughly a decade's worth of weather forecasting progress in a single jump. Here's how it works:
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才发现 firecrawl 新出的这个开源的 anydoc 文件转换器非常棒:支持 Word, PowerPoint, Excel, OpenDocument, RTF, EPUB, CSV, and PDF 等等转换为 GitHub-Flavored Markdown. Rust 写的,还有 Node, Python, browser, and CLI bindings,还有skills 支持,这是文件转换的大一统了吧。 还有在线的 demo 可以用一下: 简单试了下,效果很不错。
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我靠!!!! 这个视频,我真的以为是哪个朋友圈的vlog @BubbleBrain 拆解了一下这个近200K播放,被1000个人收藏的 seedance 2.5 demo 评价只有一个字 真!prompt 很长,但是有结构,表达方式还是时间戳 公式直接拿走👇
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北京时间今晚7点(硅谷明早4点),CSDN 创始人蒋涛亲自下场聊Agent 近百个 Vibe Coding 作品之后,真正能上线的 Agent,难点已经不是 Demo 能不能跑,而是能不能接入真实数据、跑完长任务、失败后继续工作。 与 InfiniSynapse、InsCode 一起拆解:如何把 Agent 从“看起来能用”,做成真正可交付的应用
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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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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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We posted our second quarter 2026 financial and operational results → Q2 highlights: - Demonstrated the power of extreme vertical integration, delivering revenue growth of 92% year-over-year across Space, Connectivity, and AI - Completed two successful Starship V3 flight tests in the past 90 days, advancing towards full and rapid reusability - Closed multiple industry-leading Cloud Services Agreements resulting in $14.1 billion of contracted sales - Announced agreement to acquire Cursor for $60 billion to accelerate the AI enterprise opportunity - Released our most powerful AI model yet with Grok 4.5 in July - Delivered 66% revenue and 79% income from operations growth year-over-year for the Connectivity segment, driven by a doubling of Starlink Subscribers and continued momentum in Enterprise & Government - Awarded over $6 billion in multi-year U.S. government contracts for Starshield As compared to the same quarter last year: - Revenues of $7.8 billion, up 92% from $4.1 billion - Net loss of $541 million, an improvement of $467 million from net loss of $1.0 billion - Adjusted EBITDA of $3.5 billion, up 191% from $1.2 billion Thank you to the SpaceX team, and all our customers and investors for a great quarter!
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We posted our second quarter 2026 financial and operational results → Q2 highlights: · Demonstrated the power of extreme vertical integration, delivering revenue growth of 92% year-over-year across Space, Connectivity, and AI · Completed two successful Starship V3 flight tests in the past 90 days, advancing towards full and rapid reusability · Closed multiple industry-leading Cloud Services Agreements resulting in $14.1 billion of contracted sales · Announced agreement to acquire Cursor for $60 billion to accelerate the AI enterprise opportunity · Released our most powerful AI model yet with Grok 4.5 in July · Delivered 66% revenue and 79% income from operations growth year-over-year for the Connectivity segment, driven by a doubling of Starlink Subscribers and continued momentum in Enterprise & Government · Awarded over $6 billion in multi-year U.S. government contracts for Starshield As compared to the same quarter last year: · Revenues of $7.81 billion, up 91.9% from $4.07 billion · Net loss of $541 million, an improvement of $467 million from net loss of $1.01 billion · Adjusted EBITDA of $3.54 billion, up 191% from $1.21 billion Thank you to the SpaceX team, and all our customers and investors for a great quarter!
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Cigarette smell on a person is disgusting but many women seem to be kinda into it. Yet more evidence that girls are gross filth-loving demons from hell
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北京首次把FDE写进官方文件。 FDE——前沿部署工程师,干的活是:懂模型的人扎进医疗、制造、政务的业务流程里,把智能体接进真实系统,跑出来的场景再反哺模型。 说白了就是"驻场共创+持续迭代",官方终于认了。 FDE这个人岗稀缺在哪? 懂技术,能写生产代码 懂行业话术,能跟客户对话 能把模型落进真实业务,不是demo选手 细分机会在质检、投研、病历结构化这些场景。给细分行业做FDE型小团队,或者沉淀可复用部署框架。 需求是真的,供给是少的。
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