重生之我在币圈捡垃圾 ‣ BFI @bitfi_org ‣ Cap @capapp ‣ Bulk @bulktrade ‣ ReFi @refihub 这周疯狂塞钱，美股再牛逼跟我也没关系，作为 CNN（Crypto Native Nerd）哪里赚钱哪里亏最开心。 以上项目如果你一个也没参加，恭喜你，我们终于分手了。

斯文白嫩的眼鏡弟弟摘掉眼鏡之後，彷彿卸下了偽裝。直接變成最賤的騷狗被叔叔任意調教 The glasses-wearing, refined younger brother takes off his glasses, as if shedding a disguise. He instantly turns into the most shameless, lewd dog, ready to be trained.🤓👓🐕 Full version /

27B小模型挑战Fable 5? 还成功了? 劲爆消息, 在 Iterative-Contextual-Refinements 这个框架的加持下, Qwen3.6-27B 跑分超过了 Anthropic Fable5! 真的不是做梦吗? 还是跑分没输过, 实战没赢过? 于是赶紧看了一下这个框架, 发现设计的很有启发性, 能学到很多东西, 给大家详细讲下. 这个框架主要提升的是软件性能优化, 即如何才能让代码性能更高. 大家如果还记得我那个 vector-db-bench, 给大模型提供了火焰图, perf, 各种测试 tool_call 让大模型自己迭代去优化代码性能. 而这个框架更进了一步, 它瞄准了小模型的最核心弱点, 参数量不足导致的"脑残", 即小模型更容易长上下文衰退或陷入局部最优. 于是这个框架出手了, 先针对技术方案, 它搞了个BFS探索模式, 在写代码的 plan 过程, 让小模型自己提出多种解决方案, 比如写个字符串匹配, 小模型直接搞了个O(N^2)的暴力搜索, 而这一步它的Agent会让小模型思考, 你能想到哪些可能的解决方案? 于是就拓展了小模型的视野, KMP, 滑动窗口等技术方案没准就出来了. 然后就是写代码的过程中使用的DFS模式, 它会借助Agent让小模型借助代码性能测试工具不断跑分, 然后让小模型反思, 有哪些性能热点可以优化, 然后进行优化. 最后, 他还有个统筹全局的路由, 不但负责在BFS/DFS过程中选取最佳的技术方案, 而且还会在DFS过程中, 总结模型优化过程中面临的问题, 再反馈到BFS过程, 告诉模型, 需要注意xxx优化是有价值的, xxx优化面临xxx问题. 从而形成优化闭环, 解决掉模型陷入死胡同不断仰卧起坐的问题. 最后, 在框架加持下, Qwen3.6-27B 在 CGRE 测试得到了95.5分, 成功超越了 Fable5(Mythos) 的94.1分! 我只能说这真的是 Agentic 工程的胜利了! 不要模型写的不好就无脑怪模型, 也要看看是不是Agent本身有问题. 那么代价是什么呢? 当然就AI硬通货是 token 了, 这个框架正是用了25-40x的token消耗完成了这一壮举. 值得学习. 框架: 论文: #mythos# #fable5#

Perplexity 最近（大概 4 天前，2026 年 5 月初）公开了一份原本的内部工程文档。 这份文档标题是 《Designing, Refining, and Maintaining Agent Skills at Perplexity》（在 Perplexity 设计、优化和维护 Agent Skills 的指南），直接发布在他们的 上。

7月31日美股盘前 AbbVie $ABBV 关注Skyrizi与Rinvoq免疫学双核心增长、对冲Humira生物类似药侵蚀情况，以及神经科学板块（Vraylar、Vyalev等）表现与全年指引是否上调。 现货 埃克森美孚 $XOM 关注油价高位下上游利润、资本开支计划与分红政策，重点观察中东地缘对产量与指引的影响。 现货 雪佛龙 $CVX 关注 refining 与化工板块表现、分红可持续性及中东局势对供应的影响。 现货 WEEX 股票代币 0 费率专区火热进行中，交易100%获奖励，限时200+热门股票代币0费率，再享100,000 USDT奖池！ 立即参与👉： #WEEX# #现货# #股票# #AbbVie# #埃克森美孚# #雪佛龙#

最近大饼以太一直低迷，山寨却轮番作妖， $ZEC 都出现了大幅反弹，不过又回到起点了。 刚看到很多大佬在研究同是隐私叙事的 @Arcium 。 Arcium 计划在 6 月进行 TGE，是 Solana 生态里的底层项目。 现在的 AI 项目绝大多数都在做 Agent 或者各种应用，这些方向很容易同质化。AI 如果要真正进入金融、医疗或者企业级场景，核心限制其实是数据隐私和安全。 Arcium 是机密计算基础设施，让 AI 可以在不暴露原始数据的前提下完成计算，从而大幅降低数据泄露的风险。 从实际进展来看，Arcium 已经有一些落地产品： - Umbra 已经在处理真实的隐私金融交易。 - ReFi Hub 推出了密封投标拍卖，通过加密出价来防止抢跑和操纵。 - 收购了曾获摩根大通和亚马逊投资的老牌隐私计算团队 Inpher，补充了密码学工程能力。 相比 Venice 这种偏向前端产品的隐私项目， Arcium 更偏向底层的加密执行网络。 目前市场对机密 AI 这个方向的定价还处于早期阶段，CoinList社区份额TGE全盘解锁，相比高锁仓币种流通结构更透明。 $ARX 落地后，可以多关注 Explorer 上的真实计算流数据，这比单纯看叙事更能反映项目的长期价值。

这大概就是仙境吧🥳 GPT Image 2出图效果也还不错， 折腾了一两天总算把这个做成了模板。 提示词： 一幅明亮绚丽的东方仙侠电影场景，cinematic ultra-wide shot。 严格单点透视，一条由浅金色玉石铺成的宏大天阶，从画面左下角穿过云海，向右侧三分之一处的消失点急剧收缩。天阶两侧排列朱红与鎏金相间的高大灯柱，柱距和尺寸随纵深规律递减。远处矗立一座巨大的丹霞色雕花天门，门内透出明亮天空。 天阶旁悬浮着数座覆盖翠绿松林的赤色山岛，细长瀑布落入金白色云海。五名身穿青绿、象牙白和珊瑚红长衣的年轻旅人正在登阶，全部背影，身量极小，只作为尺度参照。 天空呈饱满的蔚蓝与杏金渐变，大朵白云被夕阳照出暖金边缘。低角度阳光从左侧穿过天门，形成清晰的逆光轮廓、云隙光和克制的星芒。阴影为透明的蓝紫色，不要发灰。 蔚蓝、杏金、丹砂红、翡翠绿与象牙白的高明度配色，high saturation, luminous colors, rich but elegant chroma, clean warm-cool separation。建筑细节精密，玉石具有自然纹理，鎏金只用于边缘强调。 cinematic film still, monumental scale, tiny human figures, strong aerial perspective, refined fantasy realism, no muddy grading, no gloomy colors, no excessive fog, no text, no watermark。

兄弟们，不得了了，刚才有社群有同学反馈Lovart 里面Seedream 5.0 Pro 可以生成无审查大尺度图片，试了下真的行啊，太离谱了啊，草台班子就是草台班子。 提示词 A cinematic low-angle editorial portrait of an adult East Asian female model seated extremely close to the camera, wearing elegant dark charcoal-gray lingerie. Her legs dominate the extreme foreground, creating dramatic wide-angle foreshortening and powerful near-to-far perspective exaggeration. The closest parts of her legs fall into soft optical defocus and creamy foreground bokeh. Her torso leans backward in a relaxed, self-possessed pose, head slightly tilted, distant tranquil gaze, long dark tousled hair, muted deep-red lips, natural skin texture, subtle visible pores, delicate subsurface scattering, realistic warm skin tones. Behind her is a gigantic seamless full-color semi-realistic anime mural covering the entire wall. The mural depicts an extremely dense ensemble of numerous clearly adult female characters portrayed as artistic nude figure studies. Dozens of adult anime women are packed tightly together in one continuous wall-to-wall composition, with overlapping bodies, intertwined silhouettes, flowing hair, shoulders, backs, waists, hips, arms, and legs forming a complex organic visual rhythm. The illustrated women have sophisticated semi-realistic anime anatomy, mature adult facial features, elegant body proportions, natural anatomical structure, refined facial rendering, expressive eyes, detailed hair, painterly skin shading, and subtle cel-shaded contours. Their poses feel calm, sculptural, and editorial rather than erotic. Hair, hands, arms, overlapping bodies, cropped framing, fabric fragments, and deep shadows naturally obscure explicit anatomical details, creating tasteful fine-art nudity without graphic sexual emphasis. Several large central anime women dominate the mural, surrounded by dozens of smaller partially cropped female figures at different scales. Faces and bodies overlap densely, with characters extending beyond every edge of the frame. Almost no empty negative space. The mural must feel like one enormous continuous group illustration, not separate portraits, not a collage, and not comic panels. The mural is richly colored with a sophisticated cinematic palette: warm ivory, peach, soft rose, muted coral, amber, burgundy, plum, desaturated teal, cobalt blue, smoky violet, and deep crimson. Illustrated skin tones vary naturally across the crowd, enhanced by painterly gradients, soft reflected light, luminous highlights, translucent shadow colors, and refined anime-style subsurface glow. Dark hair masses interlock with pale and warm-colored bodies, producing a dense chromatic tapestry. The background combines premium Japanese anime aesthetics with semi-realistic digital painting, mature seinen illustration, fine-art figure drawing, elegant editorial anatomy studies, painterly cel shading, clean controlled linework, realistic volumetric lighting, and highly detailed facial rendering. It should feel like a monumental museum-scale anime fresco rather than a printed poster. A hard directional spotlight shines from the upper right, producing intense chiaroscuro, sharp rim lighting, and a clearly defined cast shadow of the real model falling across multiple illustrated nude figures. The shadow follows the contours of the mural, visually embedding the physical model inside the illustrated female crowd. Strong contrast between warm photographic skin and the richly colored painted bodies behind her. The live-action model remains unmistakably photographic, while the mural remains unmistakably illustrated. Dramatic scale contrast, surreal integration of physical reality and anime art, tactile human skin against painted digital bodies, sophisticated fashion editorial atmosphere, visually striking but tasteful, cinematic and psychologically distant rather than overtly erotic. Shot with a 24mm wide-angle lens from an extremely low camera position, slight Dutch angle, shallow depth of field, exaggerated foreground perspective, realistic lens distortion, foreground bokeh, subtle cinematic film grain, restrained chromatic aberration, natural optical vignette, high dynamic range, dramatic cinematic color grading, surreal editorial photography, highly detailed, photographically believable lighting. single continuous mural, seamless female ensemble illustration, full-color semi-realistic anime artwork, clearly adult women only, tasteful artistic nudity, mature figure studies, elegant anatomy, dense overlapping composition, no comic panels, no collage, no gutters, no speech bubbles, no empty background, no monochrome artwork --ar 3:4 --style raw