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Updated: 2026-08-22
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【当AI修补了所有漏洞,后门就成了唯一的门】 密码学专家Matthew Green指出,随着Anthropic的Mythos等模型展现出极强的漏洞挖掘能力,软件开发正进入自动修补时代。 这意味着执法部门过去依赖购买零日漏洞进行远程监控的手段即将失效。当技术手段无法穿透日益坚固的防御,政府可能会转向立法手段,强迫厂商在系统中内置合法后门。这种转变将导致原本隐蔽…
【AI 的“断舍离”:为什么简单的总结正在毁掉你的对话?】 Pi 及其社区正在重新定义长对话的上下文管理。传统的 Compaction 策略虽然腾出了 Token 空间,但代价是彻底破坏 KV Cache 导致响应变慢且成本飙升,更糟的是总结往往会丢失关键的编程意图,引发模型失忆。 目前社区开发者正转向更精细的手段:比如 Pruning 策略直接剔除低价值的…
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【DeepSeek Harness 桌面端:把复杂的 Agent 调度变成开箱即用的软件】 DeepSeek Harness Desktop 将原本依赖命令行启动的本地 Web UI 封装成了原生桌面应用,支持 macOS 和 Windows。它解决了用户需要手动配置 Node.js 环境的门槛,集成了插件市场、移动端远程控制以及微信、飞书等社交软件的接入能…
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How advertisers reach Belgian audiences on Telegram — one of Europe's toughest gambling and ad-restriction regimes pushing operators offshore, a Dutch/French/German language split, and EU-regulated crypto and trading.
How advertisers reach Korean audiences on Telegram — the real-name banking regime that pushes activity offshore, one of the world's most intense retail-crypto cultures, gaming and esports adjacency, and won-denominated payment friction.
How brands advertise to US audiences on Telegram — the split between mainstream licensed operators and the offshore/crypto-native advertisers that dominate the channel, state-by-state betting law, SEC/CFTC constraints, and crypto-funded payment rails.
How Rollbit — the crypto-native casino and trading platform — advertises on Telegram. Creative analysis: RLB tokenomics, casino games, NFT lootboxes, crypto futures trading, and the Rollbit X platform.
Flags — the regions we asked our observer pool for while recording this ad in this channel. That is a label on our request, not a confirmed place of viewing: when no account is available in the requested country the pool silently substitutes another and does not say so. It is not the advertiser's targeting country either. We stopped requesting the region on {date}, so newer creatives carry no flags at all. The channel's main country (by its language) is highlighted in blue; regions under 5% are collapsed into +N.