Today, @corridor and @TransluceAI are disclosing new evidence of AI agents probing and attempting rudimentary vulnerability exploits against U.S. and Canadian government agencies. Read more: https://transluce.org/us-canada-gov

DeepSeek Harness for desktop is now available on macOS and Windows. https://x.com/i/article/2104777189275439104

Opus 5.5做视频真的绝了，我的剪映699会员瞬间不香了！！ 说回正题，在用交易所的，玩链上 Web3 的，跑量化的，做跨境出海支付的兄弟们，下周这场发布会直接关系到你接下来一年的资金效率和赚钱工具， OKX 第一次像苹果开发布会一样，由 Star Xu 亲自带队，把交易系统，链上生态，AI 交易大脑和全球支付网络四张底牌一次性全亮，时间定在 10 月 6 号新加坡。 这不是那种走过场的行业峰会，也不是单纯的大佬站台聊天， 这回okx把他们全线产品的底层重磅更新、全新产品线和实机 Demo一次性全盘端出来了。 我把官方 Luma 页面和目前剧透的核心议程，提炼出四个最硬核的看点拆给大家： 第一个，Trading 交易系统的代际进化 作为核心基本盘，官方预告了重磅的交易端升级。 高频撮合引擎的延迟、流动性深度、更智能的组合保证金模式，以及普通交易者也能直接上手的专业衍生品工具，现场全是一手实操演示。 第二个，Onchain 链上生态的大一统 从 OKX Web3 钱包到自家的 X Layer 二层网络， 解决目前链上最大的痛点：跨链繁琐、Gas费损耗、私钥管理门槛高。 这次大概率会推出更极致的链上资产聚合和无感跨链解决方案，把多链流动性彻底打通。 第三个，Intelligence 智能与 AI 的真正落地 这是最让人期待的一块。 大模型不仅在写代码，更在重构金融大脑。 OKX 这次把 AI 深度焊进了交易策略、链上异常监控、智能投研和自动化跟单里， 让普通散户也能拥有对齐顶级量化机构的智能助手。 第四个，Money 传统金融与加密资产的融合 数字资产和全球传统资金流动正在加速并轨。 支付、合规通道、法币出入金体验、以及机构级的资金管理， 在新加坡这个全球合规金融桥头堡，OKX 会拿出怎样的全球资金网络底牌，极其值得关注。 以前各个交易所发布新功能，都是零零散散发个推文或者发个公告， 用户感知弱，生态碎片化； 现在头部大厂开始把交易、链上、AI和支付打包成一整套金融基础设施， 这意味着加密行业的竞争，已经彻底从单纯的打手续费价格战，升级到了全栈产品力与用户体验的综合战场。 当然照例泼盆冷水， 线下席位审核非常严格，名额有限，而且明确写了不向受限地区的散户开放线下参会； 不过线上全球直播是全开放的，大家直接蹲线上的产品演示和功能上线就行。 想去线下碰碰运气或者看详细议程的兄弟，Luma 的申请通道已经挂出来了。 对于 OKX 这次憋的大招，你们最期待看到哪个板块的颠覆性功能？我自己最想看他们把 AI Agent 到底做成什么样了～

https://x.com/i/article/2105450924286353408

Working on better orb memory management. Opus 5.5 decided to call processes that take up a lot of memory "hogs" Hogs! Absolutely Right, Belt & Braces (& Suspenders), Goblins, and now it's Hogs?

Instinct Selections We’re bringing human taste to the core of our product. We’re partnering with local chefs, designers, architects, travel guides, and more to create curated recommendations in the areas they know best. The next time you're looking for a restaurant, Instinct can pull from a list handpicked by chefs who know the hidden gems in your area. If you want to find a new trail to explore, Instinct can draw on recommendations from local guides and suggest a few routes that fit your preferences. And if you're looking to add some color to your home, Instinct will find pieces from independent designers that match your style, space, and budget. Our goal is to deliver world-class recommendations that are differentiated in quality from what you might find on the internet, and from what other chatbots produce. We’re rolling out access to Instinct Selections to our early access program, and plan to make it generally available soon. This is a project we’ve been working on since the start of the company and one that I’m personally extremely excited for.

Agents write application code, but you still get paged at 2am when it breaks. We wanted to know whether AI could handle that part of the job too. Introducing Incident Arena: a benchmark that puts coding agents on call! Check out our paper & full dataset release below!

Introducing Gemini 4 Argon – our new frontier model. It’s built for complex workflows across coding, enterprise knowledge work, and cybersecurity defense – rolling out today to a set of trusted testers through our Fairwind Program.

Grok Bot is now more powerful for building software. Bots can hand off coding tasks to Cursor, manage your PRs with GitHub and Origin plugins, and share video demos of what they build.

Computer now works in email. Send, forward, or cc computer@perplexity.com on any thread. Every email task runs as a normal session in Computer, viewable on web and mobile, with the same audit trail as any task in the app.