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"약간 좁지만 약간 노력하면 둘 다 누울 수 있을 것이다. 그래서... 올라올 건가?" #벽람항로# #Mainz# #碧蓝航线# #AzurLane# #cosplay# #コスプレ# 📸. @KyeonH

We're excited to announce that XPENG has become the Official Mobility Partner of Bundesliga club 1. FSV Mainz 05. ⚽ Together, we'll drive innovation, performance, and smarter mobility — on the road and beyond. $XPEV

Starship transiting the Sun this morning during Flight 14 — prior to this morning's mission, this has never been captured before with the world's largest and most powerful rocket. I’ve ached over this shot for years, mainly for two reasons: what does methane exhaust look like silhouetted against the Sun, and how violent are the acoustic energy waves from 33 Raptor engines on the Super Heavy booster? Well...now we have an answer. 📸 - @NASASpaceflight

Many have asked me to give my 2 cents on the (newest) HCL controversy. Probably a bad idea, so I’ll do it anyway: I don’t know C Ye or Britney or any of the “newer” HCL regs. And I have no insider info on this dispute. But I do know a lil’ somethin’ somethin’ about Nik Airball and Ryan Feldman. In my opinion, this is all par for the course for them: I believe they will do and say whatever they need to protect their financial interests. If you haven’t read Beneath the Cards, I break it all down there. As I see it, Airball has long been committed to doing whatever it took to become a mainstay on HCL. Give him credit: mission accomplished. And I think Ryan did and said numerous things in an attempt to destroy my reputation the moment I publicly stated that something shady went down on his show. Four years and a bestselling book later, mission definitely not accomplished. Here’s the takeaway, as is sadly too often the case in the pokersphere: Follow the money. It will so often explain the why behind the actions of the less-savory characters in our industry. In short, if Britney is good for the game, I suspect Ryan and Airball will go to great lengths to protect her.

14 states have ZERO voter ID. Democrats always win those 14 states. I can GUARANTEE that all 14 states have MASSIVE election fraud. This 14 states are: • California • Hawaii • Illinois • Maine • Maryland • Massachusetts • Minnesota • Nevada • New Jersey • New Mexico • New York • Oregon • Pennsylvania • Vermont

🚨NEW: SEC staff has issued new FAQs clarifying how the Commission’s March interpretive release on digital assets applies to token functionality, staking receipt tokens and investment contracts. Among the guidance: once a network is functional, services to maintain, improve or grow it generally would not count as “essential managerial efforts” under the Howey test. The FAQs reflect staff views and have no legal force or effect.

Periodic reminder that Xi is just a wifeguy. He's still very happy he could score with Peng Liyuan, a very famous Chinese idol. Over the entirety of his career prior to becoming the General Secretary, he was mainly known as "that dude who's Peng Liyuan's husband".

🚨 UPDATE: Chinese President Xi says he fully believes Thucydides trap — inevitable WAR between the US and China — can be avoided "Our two militaries should maintain regular dialogue and improve mechanisms for crisis communication and prevention. The Thucydides trap can be overcome." "In the second world war, Chinese and Americans fought shoulder-to-shoulder. Chinese people have never forgotten that part of history, nor have the American people." Xi has been issuing remarks of unity with Trump and Melania Trump sitting behind him Trump and Xi will now continue the state visit, with a DRILL PLATOON REVIEW happening next

阿里把团队内部用了两年的官方 AI Code Review Skills 开源了，采用 “确定性工程 pipeline + AI Agent” 的混合架构，专门解决通用 Agent 做代码审查时 “漏审、定位漂移、质量不稳” 的老问题。 40.5K ✨ 开源项目 OpenCodeReview： # 核心设计：确定性工程 pipeline × Agent 各司其职 确定性工程负责硬约束： · 精确文件选择：用代码决定哪些文件必须审、哪些要过滤，不依赖模型自觉； · 智能文件捆绑：把相关文件合成一个审查单元（例如 message_en.properties 和 message_zh.properties 捆绑），每个单元以上下文隔离的 sub-agent 运行，分治策略让超大变更集也稳，且天然支持并发（默认 8 个文件 worker）； · 细粒度规则匹配：内置约 54 个按语言/文件类型的规则文档（Java、Go、TS/JS、Python、Rust、SQL/XML mapper、properties 等），用模板引擎而非自然语言把规则匹配到文件特征上，从源头消除信息噪声； · 外部定位与反思模块：评论的“落点”和“内容”分别由独立的 re-location 和 reflection 模块系统性校正，这正对“位置漂移”痛点。 Agent 负责动态决策： · 深度优化的场景 prompt（内部分为 plan → grouping → main → memory_compression → re_location → review_filter 多个任务模板，可在 internal/config/template/prompts/ 看到）； · 从海量生产环境的 tool-call 轨迹（调用频率分布、单工具重复率、新工具对调用链的影响）反向蒸馏出的专用工具集，包括全文件读取、代码搜索、其他变更文件查阅等，比通用 agent 工具箱更小更稳。 # 能力面与生态集成 功能上覆盖：workspace/分支区间/单 commit 审查、断点恢复（ocr session）、全文件 scan（无 git 历史也能审计陌生代码库）、本地 Session Viewer 网页查看与回放、SARIF/JSON 输出、OpenTelemetry 可观测性、MCP Server 扩展。 作为 “Skills 生态” 级项目，它的形态相当完整：既提供 npm 全局 CLI，也提供可移植的 Agent Skill（skills/open-code-review/SKILL.md，带标准 frontmatter，可直接被兼容 skill 的 agent 加载），还有面向 Claude Code、Codex、Cursor、Kimi Code、OpenCode 等平台的插件，每种都封装成斜杠命令或可调用 skill。LLM 侧兼容 OpenAI、Anthropic、AWS Bedrock 三类协议，并可直接复用 Claude Code 的 ANTHROPIC_* 环境变量。 其中一个设计很巧妙：Delegation 模式（ocr delegate preview/rule）。此时 OCR 只做自己擅长的确定性部分（文件选择和规则解析）审查本身交给宿主 coding agent 的 LLM 执行，用户无需给 OCR 配任何 API key。这实际上是把“harness 能力”与“模型能力”彻底解耦。 # 工程质量：超出平均水准的部分 · 安全有正式的 Assurance Case（ASSURANCE_CASE.md）：完整的威胁模型、四条信任边界、T1–T7 威胁逐条给出缓解措施，并按 Saltzer & Schroeder 设计原则和 OWASP Top 10 做了映射。细节经得起推敲：所有外部进程调用只限 git 且子命令硬编码、--end-of-options 防 flag 注入；Agent 读文件路径经 pathutil.WithinBase() 在符号链接解析前后双重校验；本地 Viewer 有 Host 白名单防 DNS rebinding + 严格 CSP。这类文档在一般开源项目里非常罕见。 · 贡献规范近乎严苛（AGENTS.md）：使用 AI 必须在 issue/PR 中披露工具与模型、必须逐行理解 AI 生成的代码、禁止“AI 生成→反复修复→再修复”的循环、禁止把 commit 署名给 AI。源码强制英文（CI 有 english-check，连全角标点都查）、90% 测试覆盖率门槛、-race 与 govulncheck 每次 push 都跑、SPDX 头与 LF 行尾强制。 # Benchmark：数据情况 官方基准 AACR-Bench（已在 Hugging Face 开放）规模不小：50 个流行开源仓库、200 个真实 PR、10 种语言、80+ 资深工程师交叉验证出 1505 条标注问题。结论是同模型对比 Claude Code：Precision 和 F1 显著更高、token 消耗约为 1/9、速度更快。 需要指出两点：其一，Recall 低于通用 agent，README 自己承认这是“以精度换噪声”的刻意权衡，如果你最怕漏问题而非误报，可能不适合；其二，该基准由阿里自建，虽开放了数据集供社区复核，但独立第三方的复现结论目前还少，可以把它当作“有披露的、方向可信的参考”。