Starlight / Compass / Potential T5
Potential T5 554 records
Real, but lower in the current ordering
English titles and summaries are available for 347 of 1154 catalogue records. Untranslated cards retain clearly marked Chinese originals; detailed records remain in Chinese.
长尾场景安全验证·极端工况闭环
暴雨、结冰、鬼探头——机器要在没见过的时刻不出错。
AI × bio · the red-line intersection
AI lowers the barrier to engineered pandemics, making defensive investment unusually asymmetric.
Attention economy: cognition hijacked
Algorithmic products hijack human attention at industrial scale, eroding deep focus and adolescent minds—a civilization-scale cognitive environmental pollution without a governance mechanism.
International control of lethal autonomous weapons
Establish verifiable controls before autonomous lethal systems spread at scale. CCW negotiations have deadlocked for years, and no binding treaty yet exists.
睡眠期脑废物清除机制
大脑靠什么在夜里把自己"洗"干净,清除淀粉样蛋白的水流机制还在吵
基因编辑大尺度结构变异安全检测
不只看靶点附近几个碱基，还要发现大缺失、倒位、易位与染色体灾变
AAV 规模制造与空壳质控
让病毒载体批量造得出，也能分清满壳、半满壳与空壳
Navier–Stokes equation smoothness
Whether the fundamental equations describing fluids can develop a mathematical blow-up remains unknown; for turbulence, one of classical physics’ great puzzles, mathematics has not yet tamed the equations themselves.
分布式电推进eVTOL整机·从原型到规模商业化
多旋翼分布式电推进已能起飞,真正的关口是适航认证和城市级规模化运营,不是能不能飞。
肌萎缩侧索硬化症(ALS/渐冻症) · 让运动神经元不再死亡
从确诊到呼吸衰竭平均只有2-5年,患者眼睁睁看着自己身体一点点失控
特征叠加解耦·稀疏自编码器
把一个神经元'身兼数职'拆成一个特征一件事
Collective intelligence: scaling group cognition
How to organize a group into a collective smarter than its smartest individual, without becoming less intelligent as it grows—this determines the upper limit of human collaboration and knowledge production.
深海碳封存长期永久性验证
把CO2灌进海底地层,但没人能盯一百年确认它真没跑出来
超级火山早期预警 · 地球最大喷发的观测网
把可能改变全球气候的地下巨兽看得再清楚一点
群体创伤的社区规模化疗愈
让战争与灾难幸存者的心理康复不再依赖稀缺的专业治疗师
核冬天粮食韧性建模
把核战最致命的杀器——全球饥荒,提前算清楚、提前备好粮
Information ecosystem: content provenance and proof of personhood
When AI content and real people cannot be distinguished, the civilizational cognitive foundation of “what is real, and who is real?” needs new technical protocols to support it.
High-performance rare-earth-free permanent magnets: a second pillar of motor civilization
Forty years after neodymium-iron-boron, no new generation of permanent-magnet materials has emerged. The hearts of electric vehicles, wind turbines, and robots all depend on a single supply of heavy rare earths.
大模型训练能效墙
训一个前沿模型耗的电够一座城市用三天
高浓缩铀民用降级清零
把民用领域最后的武器级铀,变成再也造不了弹的燃料
从头设计跨膜离子通道
凭空造出能像天然离子通道一样精准放行离子的分子孔道
垂直农业主粮天花板
小麦米饭在垂直农场里种,电费是市价的百倍,这道账现在算不平
光子量子计算规模化纠缠源
用光造量子计算机，得先学会稳定量产纠缠光子
CO₂ 化学—酶法合成淀粉规模化
从吨级中试走向能耗、成本与食品安全都过关的连续产线。
奖励破解的根治
别让AI学会钻空子拿高分而不是真的把事做好
无文字语言直接语音到语音翻译
不要求一种语言先拥有标准文字和海量文本，才有资格进入数字沟通
Climate tipping-point warning: lead time and observability
Build an observing system that can warn in advance of ice-sheet collapse, ocean-current shutdown, and permafrost release. At present, humanity learns it crossed the line almost only afterward.
霍奇猜想
代数几何与拓扑之间那座还没验证完的桥
abc 猜想·独立证明或否证
三个互质整数的和里，藏着数论里最深的争议
泰特猜想
有限域上代数簇的算术不变量，能否完全由几何上同调类刻画
胶质母细胞瘤 · 攻克最凶险的脑癌
长得最快、复发最快、最难切干净的脑癌,五年生存率不到10%
全球法律身份缺口
八亿人没有一张能证明自己存在的证件
Mechanistic interpretability
Open the neural-network black box and see what it is computing.
Red lines for human germline editing: heritable rewriting
Editing that can be written into descendants’ genes and inherited across generations still lacks global governance guardrails.
自修复金属合金
让结构疲劳裂纹自己焊回去
隐性专家知识规模化传承
把退休专家脑子里没写下来的经验抢救出来
Page 1 of 16 · 554 records · ordered by potential score where present
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