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听说台湾受虐狂男人很多，是真的吗？ 八月 TRE 见🤍 台湾にはM男が多いらしいけど、本当？ 8月はTREで会おうね🤍 @avwaygo @chee828 @TREtaipei

TRE AVwayブースさんのチケット販売も始まってます！ 初めてのTRE 絶対にみんなで楽しもうね🥰 #あんづ杏# #杏津杏# #AVway# #tre2025# #8月8到10號在南港展覽館二館#

AVway(@avwaygo )さんの ブースで8月のTREに参加します🫶 初めてのTRE、今からとっても楽しみ🥰 TREに来てくれるAVファンの皆に早く会いたい🫶

Anthropic 新发布的《Building always-on agents》非常值得关注，刚好能和之前 DeepSeek 的 Super-agent、LangChain 的 Async Subagents 放在一起理解。 DeepSeek 则通过 Router 接收 GitHub、飞书等事件，在授权规则内判断是否启动任务，再交给独立 Worker 执行。 LangChain 让主 Agent 保持响应，长任务交给后台 Subagent 独立运行，还能随时查看进度、修改指令。 Anthropic 这次把背后的架构拆得非常细。 Agent 平时休眠，收到消息、Webhook 或定时触发才唤醒，执行一轮任务，保存状态后继续休眠。 整个系统围绕 5 个核心组件设计： Inbox 接收事件，负责去重和失败重试。 Timer 定时唤醒 Agent，主动跟进任务。 Memory 保存跨 Session 的记忆和任务进度。 Permissions 管理权限、凭据和人工审批。 Outbox 控制何时向用户发送消息。 我个人比较喜欢 Deferred Tool Call 这个设计。需要人审批时，先保存 Session，释放 Worker，等用户回复后再恢复执行，不会一直卡在那里。 这几篇文章放在一起看，感觉大家越来越关注 Agent 如何持续工作，以及怎么减少人的管理负担。 想自己搭 Always-on Agent 的朋友，真可以系统性的学习这篇，很多设计都能直接参考。 原文：

Now that Solana has abandoned the expedition into geographically distributed MCP, it's high time we revisited Solana's broader approach to geographic distribution. Geographically distributed MCP was always weak at best. Even if you ignored the insane latency involved in going from transaction submission to assembled blocks and execution results, it was not a good CR mechanism. MCP's CR guarantees depend heavily on users' ability to send transactions to at least two proposers, and this imposes a trade-off between slot duration and geographic decentralization. If the ratio is not managed, there will be instances where your transaction cannot make it to more than one leader within the slot time. Sending it to a leader you trust defeats the purpose of MCP; it has the same bound on geographic decentralization and it's unclear whether all the extra complexity is justified by this weaker guarantee compared to the status quo. Constellation's leader colocation fixes that completely. Users can now send to all the leaders with ~the same latency, and the Nash equilibrium is to include the top fee-paying transactions. However, I think the current Constellation is not aggressive enough. Solana is rechoosing its spot on the physical distribution spectrum, and current Constellation leaves some chips on the table. In the coming days, I'll write up a design I've been working on that I think maximizes what's possible. I'm talking fully onchain orderbooks that are competitive with centralized systems. All said, the most important takeaway from Roger's talk and the entirety of today is that Solana's people and culture are its greatest assets. There is a pragmatism and relentless dedication to winning that I haven't seen anywhere else!

This is actually a bigger deal for humanity than most people can imagine. I will always remember the looks on the engineers’ faces in the Starbase conference room in December 2020 when @elonmusk suggested, then insisted, that the Mechazilla launchpad arms could catch a returning Starship.

Congratulations @elonmusk and the @SpaceX team. I choked up a bit watching this, not gonna lie. This is beautiful. This is why we have to accelerate and keep going forward. This is the sacred timeline, the most exciting, beautiful and exciting timeline. Never let doomers and haters take that away from us.