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.
高风险翻译幻觉检测与人工升级
在医疗、法律等场景，系统必须知道什么时候不能自己翻
Industrial separations: membranes replacing distillation
Chemical separations account for about 10–15% of global energy use. Replacing “boil, then condense” with membrane sieving could save about 90% of the energy—called the energy sector’s most underestimated opportunity.
Public-goods financing mechanisms
Design mechanisms that let markets price and fund public goods such as open source and basic research, where “everyone benefits and no one pays”—solving this would give civilization’s underlying infrastructure a sustainable lifeblood.
Causal-evidence infrastructure for education
For a long time, “which teaching methods truly work” has rested on opinion rather than reproducible causal evidence; infrastructure for rigorous large-scale experiments remains scarce.
Mental-health task shifting: placing evidence-based treatment in trained lay hands
Mental-health workforce shortages are global; randomized trials have shown that shifting evidence-based psychological interventions to trained non-specialists works—the bottleneck is large-scale replication with controllable quality.
人工鳃·水中直接提氧
让人不背气瓶就能像鱼一样从海水里吸氧
跨境水权定价与分配
让上下游国家不用靠打仗抢一条河
Critical periods of neural plasticity: reopening the learning window
Why the brain’s critical periods for learning close, and whether they can be reopened in adults—this determines the ceiling for lifelong learning and rehabilitation.
反刍动物肠道甲烷减排规模化
甲烷占农业温室气体排放最大头，减排添加剂却难落地到全球数十亿散养牲畜
木质素炼生物基芳烃
造塑料、涂料的苯类原料不再靠石脑油裂解，靠木质素废料炼出来
沿海城市管理式撤退产权机制
房子要不要搬，谁来定、谁买单
企业供应链范围三碳核算可信度
一家公司说自己"净零"了，范围三的数字有多少水分
被动传感孤独早期预警
不靠问卷，靠家里的传感器提前发现谁在孤独中恶化
AI-agent economy: machine-to-machine transaction mechanisms
Autonomous contracting, payment, and trade between AI agents are already occurring, while the mechanism layer for identity, authorization, and responsibility is nearly blank—the window for acting first and regulating later is opening.
人工诱导冬眠·合成蛰伏
让人类学会像熊一样按暂停键
高放废物深地质处置库选址
为核废料找一个能安全存放十万年、当地居民也点头同意的地方
负所得税转移支付机制设计
把福利申请变成自动到账,穷人不必自证贫困
分子自复制装配体·纳米机器从部分复制到全自主
DNA纳米结构已经能自我复制一部分,但都还要靠外部电源和现成部件,离真正的分子装配体很远。
杜氏肌营养不良症 · 让缺失的抗肌萎缩蛋白基因长期稳定表达
男孩十几岁就需要坐轮椅、二三十岁因心肺衰竭去世的遗传病,基因疗法刚打开一道门缝
Malaria eradication
Existing vaccines protect only in part. Genuine eradication must break the mosquito transmission chain, in a campaign that has lasted more than a century.
地外原位土壤种植·从模拟壤到真实月壤火壤
不带一克地球土壤上天，直接在月壤、火壤里种出粮食。
垂直农业光子捕获效率墙
LED发出的光子多数没被作物冠层接住，这才是能耗降不下来的真卡点
生物基己二酸·尼龙去石油化
尼龙66的关键单体不再靠石油裂解苯，靠微生物发酵植物糖造出来
RISC-V的AI芯片生态成熟度
让开源指令集真正扛起AI算力的软硬件全栈
聚变材料强中子辐照测试设施
在真堆运行前先验证材料能扛住14MeV中子轰击多久
气凝胶低成本规模化制造
世界最轻固体材料,只是太贵了
DNA synthesis screening and biosecurity: gatekeeping sequences
A physical choke point in synthetic biology: who is stopped when ordering the printing of dangerous pathogen sequences?
Solar-radiation-management governance
Stratospheric aerosol injection is technically cheap enough for a medium-sized country to undertake, while global rules deciding who may alter Earth’s thermostat are almost nonexistent. The real uncharted territory is governance.
酶促DNA合成大幅降低存储写入成本
把DNA数据写入的成本从每碱基数美元压到几分钱
培养肉厚组织血管化灌注
让实验室培养的肉能长出内部血管，做成真正的一整块肉排
超临界地热流体发电
钻进400°C以上超临界热液层,单井功率提升5-10倍
高温超导电缆商用化远距离输电
让电流零损耗流动,把同等空间的输电容量提升4-6倍
绿氢电网级季节性储能
把夏天多余的太阳能存成氢气,留到冬天缺电时用
农业废弃物纤维素炼制成本墙
秸秆、玉米芯这些农业废料要多便宜地变成糖，生物基产业才不用跟人抢粮食
通用型异体CAR-T
让细胞药物像药片一样现货储备，而不是每个病人定制一份
训练免疫记忆编程
先天免疫本被认为没有记忆，但它其实能被'训练'得更强
Page 7 of 16 · 554 records · ordered by potential score where present
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