FPV无人机——下一场战争已经到来——Yaroslav Azhnyuk、The Fourth Law与Noah Smith、Noahpinion
FPV无人机已经取代火炮,成为战场上制造伤亡的主要武器,Azhnyuk称其造成了前线70%–80%的伤亡。 乌克兰去年生产了约400万架FPV,今年公开目标是700万架;一架约500美元的无人机,对比一枚价格接近4000美元的155毫米炮弹。火炮仍不可或缺,但FPV如今已接替火炮,坐上曾经“战争之神”的位置。
自主化是复利层,将廉价无人机变成软件定义武器,其能力可能一夜之间发生变化。 仅终端制导就让一名操作员的任务成功率从20%提升至71%,杀伤区从3公里扩大到10公里。Azhnyuk认为,完全自主化可以让可操作无人机的人数增加100倍、任务成功率提升10倍、单架无人机的效用提升10倍,带来“4个数量级”的能力增长。
电子战并不会让无人机失效,而是迫使作战方在无线电、自主化和光纤控制之间做选择。 光纤可以绕过无线电干扰和无线电盲区,但一套20公里系统大约增加3公斤重量、限制机动性,到了30–40公里就会变得棘手。AI数据中心的需求据称在数月内把同类光纤价格从每公里约4美元推升至32美元:“没货了,都卖给美国人了。”
中国的制造业基础,是本期节目中最大的战略尾部风险。 面对乌克兰400万架FPV的产量,Azhnyuk推测,中国可以制造40亿套自主化、电池供电系统,包括射程达到200–300公里的固定翼撞击无人机,并从船只或集装箱中投放数百万架。他不会在缺乏实战证据的情况下宣布中国已是全球最强常规军事力量,但“我们不能排除这种可能”。
西方在4个相互连接的层面都落后:自主化、大规模制造、零部件和稀土加工。 Azhnyuk的答案,是把基辅打造为“国防谷”,引入乌克兰的战场反馈闭环,改革采购,并在危机到来前建立盟友工业规模。他的鲜明对比是:乌克兰和俄罗斯已经从“2025年的”无人机技术推进到“2026年”,而欧洲只从2022年冬天走到了春天。
反无人机投资必须经受成本交换率检验,而不能只证明某次拦截成功。 Azhnyuk拿一台约300万美元、每架FPV需要约3秒处理的激光系统作对比:同样的钱可以买6000架无人机;他怀疑这套系统甚至应付不了同时来袭的600架。霰弹枪、干扰机、拦截网、豪猪式装甲和廉价自主拦截机都很重要,因为“经济账才是关键”。
AI安全与军事部署无法割裂,因为速度更快的对手可能让克制付出攸关生存的代价。 Azhnyuk称,主持人提出的“6级”AI指挥场景现在技术上就能实现,真正困难的是在各级指挥体系中部署;主持人则追问分布偏移、目标选择以及机器如何分配人员风险等问题。他大胆预测,未来5–10年,使用精度较低的非AI武器“将是不道德的”,因为它们可能造成更多附带损害。
无人机改变了战争,却没有消灭合成作战、社会承受力或控制领土的必要性。 即便无人机造成了大部分伤亡,作战仍需整合步兵、航空兵、坦克、侦察、后勤、心理战以及数十种无人机;Azhnyuk并不认为步枪兵很快会消失。因此,他最后给出的也不是产品推介式答案,而是更广泛的主张:“为战争做好准备。必须投资国防与安全。”
1. 俄罗斯入侵让宠物科技创始人转向国防建设者
2022年2月23日晚上约11点,Azhnyuk和未婚妻抵达基辅,尽管出租车司机提醒他们其他人都在离开。8小时后,炸弹开始落下;他的家人收拾行李,用空掉的玻璃水瓶临时制作柴油容器,帮助朋友撤离,并在不知道基辅能否守住的情况下,驱车17小时向西撤退。
他的技术之路始于基辅理工学院的应用数学、学术家庭背景、创业,以及2014年至2020年间在旧金山创办Petcube。他用一句话压缩了自己的人生轨迹:“我从制造向宠物发射零食的摄像头,走到了制造向占领者发射炸药的摄像头。”
早期工作包括游说美国议员提供支持和推动《租借法案》,协助建立Brave1国防创新集群,并支持与Eric Schmidt有关联的D3基金。到2023年,Azhnyuk得出结论:战争会持续,无人机已经创造了第一个软件定义武器平台,而他应该利用“全球科技资本主义机器”来增强乌克兰的防御能力。
2. 眼前的生存优先于假设性的军民两用伤害
Azhnyuk回忆了围绕制造杀人工具展开的一段“灵魂拷问”,但俄罗斯的占领、被绑架的儿童、性暴力、经济破坏,以及俄罗斯公开宣称要摧毁乌克兰民族国家的目标,替他作出了选择。“唯一道德上正确的事就是反击。不反击才是不道德的。”
Noah Smith提出的反驳值得保留:为一场在道德上站得住脚的国家斗争制造的武器,并不一定会永远留在那里,因此武器未来的客户和用途会给制造者带来责任。Azhnyuk承认“肯定存在一定责任”,但他把这视为一个治理问题,类似刀具、火以及大语言模型所面对的问题,而不是对自主化技术的特殊控诉。
他的决策规则取决于情境,而非绝对主义:一个虚构的统一政府或许可以在行动前计算所有下游后果,但各国面对的是正在独立开发同类技术的对手。“当你站在森林里、面前有一只想吃掉你的狼时,你首先要处理那只狼,然后再去找Greenpeace。”
3. The Fourth Law正在打造自主化与成像一体化技术栈
The Fourth Law起步时的目标是实现“高度可规模化的无人机自主化”。与此同时,Azhnyuk与他的Pexip联合创始人、合作伙伴和朋友创办了热成像摄像头公司Ad Systems;两家公司正在逐步靠拢,未来可能合并为他所称的乌克兰领先的无人机AI与热成像团队。
其运营技术栈包括3个单元:摄像头、自主化和完整无人机。日间与夜间摄像头以及自主化模块,销售给200多家乌克兰无人机制造商;无人机部门则向乌克兰军方和政府供应FPV攻击无人机、轰炸机和拦截机。
其拦截机产品包括针对Shahed型攻击无人机和ISR侦察无人机的系统,但不包括完整的远程打击无人机。电池供电的Zero拦截机速度达到326公里/小时,而Shahed巡航速度约为220公里/小时,末端阶段最高可达280公里/小时。
自主化覆盖约最后500米的终端制导、轰炸、目标探测,以及跨越季节、地形、昼夜、四旋翼机和固定翼飞机的自主导航。该集团还运营仿真和作战人员培训业务,并准备建设两座生产热成像摄像头半导体传感器的工厂。
4. 光纤以载荷、航程和成本换取抗干扰能力
Azhnyuk将两种经常被混为一谈的技术分开:“AI替代人类”,而光纤让通信更具韧性。光纤控制的无人机仍然可以使用AI,包括由一个系统控制数百架飞机,但光缆本身主要解决的是无线电干扰问题。
被忽视的问题是无线电地平线。乌克兰FPV在森林、山丘和地球曲率遮挡下向地面目标俯冲,最后几十米可能失去视频或控制信号;美国Drone Dominance竞赛的距离达到约10公里,而乌克兰采购方希望至少达到20–25公里,普通10英寸FPV的打击距离往往达到30–40公里。
终端制导部分就是为应对这一问题而出现的:操作员在大约200–500米外锁定目标,随后即便无线电或视频链路消失,无人机仍会继续飞行。光纤直接解决了链路问题,但一套20公里的系统大约增加3公斤;更长的系统需要更大的无人机,牺牲炸药载荷,并在30–40公里附近变得非常棘手。
光纤也不再毫无疑问地便宜。Azhnyuk称,AI数据中心需求帮助价格在数月内从每公里约4美元推升至32美元;工厂对乌克兰和俄罗斯买家说:“没货了,都卖给美国人了。”俄罗斯率先扩大了光纤使用规模,但他判断,截至谈话前大约3个月,乌克兰基本已经追上。
5. FPV击败火炮,却没有让老武器过时
战场已经被无人机淹没:乌克兰去年生产了约400万架FPV,俄罗斯可能少约20%,乌克兰则宣布今年目标为700万架。Azhnyuk不愿透露光纤与自主化无人机造成的伤亡占比,但给出了更大的整体数字:FPV造成了前线70%–80%的伤亡。
火炮曾因造成约80%的伤亡而获得“战争之神”的称号;如今这个位置属于FPV。但Azhnyuk仍反对单一武器决定论:即便作战角色发生变化,火炮、迫击炮、装甲、航空兵和其他系统仍不可或缺。
他的经济比较刻意保持近似:北约标准的155毫米炮弹价格约为4000美元,而一架FPV可能只需500美元。将火炮折旧、生存性和战术灵活性纳入考量后,他认为FPV的通用性可能高出“3个数量级”——它不是火力上的一对一替代品,而是成本效用比发生根本变化的工具。
Rheinmetall首席执行官据称曾将乌克兰无人机斥为由家庭主妇制造、缺乏吸引力的产品,FPV制造商Alexey Babenko随后给出了更尖锐的比较:“我们一天生产的无人机,就足以摧毁Rheinmetall一年生产的全部坦克。”Azhnyuk估算,一架无人机约500美元,而一辆坦克可能要500万美元甚至更多,不过防护技术未来或许会重新提升装甲的价值。
6. 终端制导已经改写战场算术
Azhnyuk所说的“完全自主化”,并不意味着人类永远不选择暴力。人类仍会像使用火炮一样,先指定目标区域;随后无人机起飞、导航、找到指定区域和目标、投弹、评估损伤、返航并降落。“某个时点上,人类决策总会发生。”
他的5级分类非常具体:1级是终端制导;2级是轰炸;3级是自主目标探测和交战决策;4级是自主导航;5级是自主起飞和降落。这套分类受到自动驾驶分类体系启发,但并不与其直接对应。
最有说服力的实战样本来自呼号为Grom的操作员。据称,仅增加1级终端制导,就让任务成功率从20%提升到71%,杀伤区从3公里扩大到10公里,解决了干扰、无线电盲区、导航错误和最后瞄准环节的问题。
完全自主化带来的倍数包括:由于不再需要数月飞手训练,潜在用户数量增加100倍;任务成功率提高10倍;由于可回收轰炸机取代一次性神风无人机,单架无人机效用提升10倍。叠加在本已廉价的平台上,Azhnyuk称这相当于“4个数量级”的额外能力。
7. 战场自主化是一个8维部署问题
理想情况下,FPV团队应在持续ISR覆盖下行动。DJI Mavic可能在空中停留约半小时,而更大的固定翼系统可以观察数小时甚至接近一天;这些飞机负责标定目标、确认打击结果,并判断是否需要另一架无人机去完成对受损车辆或阵地的打击。
Azhnyuk将自主化拆成8个维度:自主化等级、平台、运行域、蜂群或无人机航母等高阶行为、物理环境、指挥控制、支撑基础设施,以及分布规模。因此,一架冬季环境下、3级自主、地空拦截的固定翼无人机,与一架自主四旋翼轰炸机,是完全不同的工程和运营问题。
真正的瓶颈往往在支撑维度。仿真、数据收集、安全、软件部署,以及数万套资产之间的协调,都必须与战场指挥系统整合;部署100套系统和部署10万套系统是“完全不同的两场球”。原型不是部署产品,部署产品也不等于大规模能力。
8. AI安全变成与更快对手的竞速
主持人直接提出机器学习的反对意见:雾气、季节、地形和新型目标会造成分布偏移,使计算机视觉出现灾难性失效。Azhnyuk的回答是比较性的——迫击炮可能偏离约半公里,而自主无人机可能降低误伤友军和附带损害,并非从零开始引入精度风险。
他最具争议的预测带有明确条件:“5到10年后,使用没有AI的武器将是不道德的。”这类似于他认为手动驾驶最终会在公共道路上变得不可接受。其论点并非AI不会出错,而是精度更低的武器可能变得可预见地更加危险。
当被问及主持人提出的、由统一AI负责作战指挥的“6级”思想实验时,Azhnyuk表示,这在技术上现在就能实现,但要在排、连、营以及更高层级的指挥体系中普遍部署,仍然更困难。他引用一项公开说法称,在伊朗的一次行动中,Patriot系统被用于目标标定,AI生成了类似1027个目标的清单,交由人类确认。
安全困境的核心是速度:如果对手借助这类系统将决策速度提高“1000倍”,拒绝使用的一方就必须追上,否则会输。Azhnyuk仍将错误打击、平民伤亡以及牺牲己方人员的决策视为真实风险;他的观点是,不能让安全工作阻止为生存所需的开发。
9. 步枪兵仍会存在,因为自主化仍面对残酷的长尾问题
一位主持人回忆称,他在2013年曾预测,自主自杀式无人机蜂群会将人类步兵清除出战场,尽管当时有人反驳电子战会让它们停飞,或者认为人类必须控制领土。如今他的依据是越来越稀疏的前线:士兵躲在掩体里,无人机则主宰暴露空间。
Azhnyuk的反驳很简单:一个躲在掩体里的步枪兵,可以阻止对方占领这个掩体。一首名为《2030》的乌克兰朋克歌曲想象AI和半机械人战争仍在继续,而普通步兵依旧在掩体里瑟瑟发抖、守住战线;他认为,这或许比步枪兵迅速消失更接近现实。
人形机器人仍然有实现可能,因为人类所建造的世界本来就是围绕人体设计的。如果不是近年来大语言模型进步如此之快,Azhnyuk原本会认为能在战场上发挥作用的人形机器人至少还要等10年;考虑到指数级进步和廉价本地模型,他承认这“可能”已经更接近5年。
约束来自自动驾驶汽车和AI代理人都熟悉的长尾问题。感知、规划和控制可以分别使用经典算法、独立神经网络或一个端到端模型,但每增加一种行为,就会增加更多失效模式。即使无人机造成了大部分伤亡,夺取地面仍然需要协调数千人、数十种无人机、航空兵、坦克、后勤、侦察和心理战。
10. 中国潜在的无人机产能是战略尾部风险
Azhnyuk先谨慎铺垫:中国不直接向乌克兰出售无人机,却直接向俄罗斯出售,并且位于许多乌克兰供应链的起点;乌克兰不寻求冲突,希望北京保持中立。但他的工业场景刻意设定得极端:“中国可以生产40亿架”FPV,而乌克兰只有400万架。
这些无人机不必局限于短程四旋翼机。中国可以生产射程达到200–300公里的自主化、电池供电固定翼撞击机,将数百万架装入集装箱、货轮、驳船或自主潜艇,从台湾到加州沿岸接近目标,其数量超过潜艇、飞机或反舰导弹能够提前拦截的规模。
应对如此大规模的威胁,需要在海上或空中部署同等数量的廉价拦截器。西方目前缺少4个层面:自主化技术、大规模制造能力、零部件和稀土冶炼。“当场景被推到极限时,谁的制造能力更大,谁就赢。”
当被问及这是否意味着中国已经是地球上最强的常规军事力量时,Azhnyuk拒绝这一结论:中国的无人机和军队尚未经过实战检验,航空母舰、导弹、卫星、电子战和空军仍然重要。但中国不是一个正在衰落的苏联;他认为中国在电动车和人形机器人领域领先,在AI方面接近西方。“我们不能排除这种可能。”
11. 西方的答案是盟友规模、更快采购和可信的意志
一位主持人反驳静态工厂对比:美国进入二战时国防产能有限,但最终实现了对对手的超量生产;如果危机持续,工厂限制可能被打破,日本和欧洲等盟友也能动员起来。Azhnyuk认同这种长期乐观判断,但希望紧迫感出现在遭到攻击之前,而不是之后。
他的第一项政策主张,是加强与基辅的整合,因为“国防的未来已经到来”。乌克兰的“国防谷”包括数百家公司、经过实战检验的指挥官、政府基础设施,以及从士兵到旅一级的快速反馈;美国应让采购改革和Drone Dominance吸收这套操作系统,并“以极大力度扩大规模”。
欧洲的速度令他担忧。乌克兰和俄罗斯已经从“2025年的”无人机技术推进到“2026年”,而欧洲只从2022年冬天走到了春天,美国或许进展更慢;波兰采购了约100辆坦克和4艘潜艇,却连1000名FPV操作员都没有训练出来。他认为美国直白的压力确实唤醒了欧洲,但欧洲仍然太慢。
工业能力只是持久战能力的一个维度:民众必须接受牺牲,政治领导人必须能够持续推进防御战争,联盟必须保持可信。Azhnyuk认为,《布达佩斯备忘录》失败的安全保证让各国政府得出结论:核武器可能是唯一可靠的威慑,并预测未来几十年会出现更多国家核计划;一位主持人明确点名了日本、韩国和波兰。
12. 无人机竞赛不存在单一排行榜
Azhnyuk反对笼统宣称乌克兰“领先”。空中、地面、水面和水下领域至少有30个类别,包括侦察、后勤、撤离、布雷、排雷、打击、中继和拦截;每个类别都必须单独评分。
乌克兰运营着一个竞争激烈的“动物园”,某一类别有时有数十家甚至超过100家公司;俄罗斯则更多围绕1至3种产品集中资源并扩大产量。乌克兰最近在前线打击领域领先,光纤方面也已经追上;在40–200公里中程打击方面可能正在改善,最近在远程打击上取得优势,并且一直在海上、以及按Azhnyuk判断在地面领域领先。
俄罗斯在不依赖GPS的导航、CRP天线等领域仍有优势,滑翔炸弹据称射程可达80公里。Azhnyuk强调,射程与发射高度、飞机脆弱性、雷达覆盖和防空几何条件不可分割;他也反复说明,自己是在以技术专家而非军事专业人士的身份解释这些问题。
拦截俄罗斯直升机目前仍是边缘案例,而不是系统性行动,但他认为,电池供电拦截机、固定翼猎手或更大型的无人机航母,可能让猎杀直升机变成常规任务。前线攻击直升机的数量可能下降,但直升机仍有用,包括双方用其击落Shahed型远程打击无人机。
13. 反无人机经济学会惩罚昂贵而精致的防御系统
霰弹枪已经击落数百甚至数千架FPV,但个体能否生存高度取决于技能。一名俄罗斯士兵据称击落了7架来袭无人机,最终仍然阵亡;对于暴露在空地上的“普通非兰博型”士兵,Azhnyuk的直白判断是:他大概率会死。
电子反制只有在覆盖无人机频段、且攻击方没有光纤或自主化能力时才能完美奏效。因此,物理防御不断增加:距离前线约50公里以内的道路铺设了渔网走廊,坦克则披上网罩并安装向外伸出的杆子,像豪猪一样,让弹头在距离装甲半米或1米处提前引爆。
新兴主动防御包括手持式鱼叉形发射器,其机载AI负责引导小型拦截机撞向来袭FPV;也包括搭载数百架防护无人机的装甲车辆,在发现威胁后自动放飞。Rheinmetall的Skynex等系统确实可以工作,但决定性问题仍然是每次拦截的价格和能够覆盖的数量。
Azhnyuk给出的样本是一台约300万美元、功率10千瓦、需要对单架FPV照射约3秒的激光系统:同样的钱可以买6000架500美元的无人机,而他怀疑这套系统甚至处理不了同时来袭的600架。更大的激光系统会进一步恶化重量、机动性、更换成本和覆盖范围。真正需要改变的,是从昂贵而精致的140亿美元平台,转向像软件一样快速迭代的廉价分布式规模;因此他最后呼吁:“为战争做好准备。”
Think about this. Last year, Ukraine produced 4 million FPV drones. Ukraine is not the most industrious nation in the world. China can produce 4 billion of these FPV drones.
Alessio Fanelli
Would you say that right now China is the supreme conventional military power on Earth, given its ability to manufacture and deploy drones in the quantity and quality that you just described?
I don't think we have all the information to claim that, but we cannot count that out. That alone should be a big warning sign.
At some point in my life, I went from making cameras that fling treats to pets to cameras that fling explosives to the occupiers. That's the short story. When you think about what your nation and your compatriots are going through, you realize that the only morally right thing to do is to fight back. It is immoral not to fight back. The choice becomes very clear.
Brandon
I'm Brandon. I normally do science podcasts, but today we're going to do something a little bit different. I'm joined by Noah Smith of Noah Opinion on Substack and Twitter, and we have Yaroslav Azhnyuk, founder of Fourth Law and several other drone-related startups.
To get started, it is February 23, 2022. You are running a pet startup, connecting pets with their owners. Let's get a little bit of background. How did you get started in tech, and what were you working on before the war in Ukraine started?
It’s good to be here. Thank you. On February 23, late in the evening—around 11:00 p.m. Kyiv time, I think—my wife and I landed in Kyiv. She was my fiancée then. We had come from Lviv, where we were looking at the church where our wedding was supposed to take place.
We got into a cab from the airport to our home, and the driver was like, “You’re crazy. Everyone’s leaving Kyiv. Why do you come?” We were like, “What? Nothing’s going to happen. Dude, chill.” Then, obviously, 8 hours later, the bombs fell on the city.
It was quite surreal. We probably landed on the last flight that landed in Kyiv, or one of the last flights. My background is in technology. I studied applied mathematics at Kyiv Polytechnic. I was born and raised in Kyiv. My parents and grandparents all have PhDs and come from academia, in fields ranging from linguistics to nuclear physics.
I’m an entrepreneur, so I’ve built a bunch of companies. Petcube is the one you were referencing. I lived in San Francisco from 2014 to 2020 while building Petcube, which is one of the leading pet-device companies in the world. We sold a lot of pet cameras.
At some point in my life, I went from making cameras that fling treats to pets to cameras that fling explosives to the occupiers. That’s the short story.
Alessio Fanelli
February 24, I guess a few hours after you went to check out your wedding chapel—what did you do?
We had a plan for this situation. My parents and family lived in Kyiv. We were like, “Okay, this has actually started. The worst has come true.” We basically packed our belongings, got in the car, and spent 17 hours driving west.
Most people in our audience have watched at least 1 apocalyptic movie in their life, and this felt exactly like that. Missiles were falling, and there was smoke in Kyiv. My dad and I went to the central part of the city, probably 800 meters from the Presidential Office, to pick up some things at his workplace. He’s the head of an academic institution, so he had to take some things with him.
It was completely surreal. The streets were empty, and the gas stations were out of gas. We found a gas station, but we didn’t have spare canisters with us. We figured that because the car was diesel, we could store it in plastic canisters, so we bought some window wash for the cars, poured it out of the canisters, and poured the diesel into them.
That’s how it was. We were also helping friends get out. A friend of mine had a dog, and my brother was driving in a separate car. We found a place for my friend, who didn’t have a car. It was totally surreal.
Alessio Fanelli
Wow.
Of course, we didn’t know then that this would last for so long. We didn’t know whether Kyiv—or whether Ukraine—would be able to defend Kyiv. There was very little information and very little insight into the future.
Alessio Fanelli
What were your thoughts about how to defend Ukraine? You eventually started building drones. What was the process of getting from building devices that connect owners with their pets to building drones? What other things did you do to help the war effort in the process?
It’s definitely nontrivial. I didn’t get any military education when I was a student. Normally in Ukraine, you would go to military school even if you were getting higher education in another field. I decided to skip that, which was an unusual way to go. I never thought that I would be involved in the war effort.
One thing you have to understand about many Ukrainians—and I guess it’s also true of most of the people I’ve met here in the United States—is that who you are in terms of your nationality is a big part of your identity. When that comes under attack, it’s something deeper than just the country you live in coming under attack.
On day 1, I figured I was going to fight back with everything I could. I didn’t think on day 1 that I was actually going to make weapons, though. There were a bunch of things we did. We reached out to a number of American congresspeople and senators, advocating for support for Ukraine and for voting for Lend-Lease, which happened in May 2022 but didn’t actually work as expected.
We helped start Brave1, which is now a very important defense-innovation cluster, sort of like the DIU here in the United States. We also helped start a fund called D3. It was started, or co-started, by Eric Schmidt, the former CEO of Google.
By 2023, it was obvious, first, that this thing was going to last a lot longer, and second, that the whole world was shifting. There was going to be a new arms race, warfare was being redefined by drones as platforms, and for the first time in history, you had a platform that was software-defined and could increase your battlefield capabilities in a step change overnight.
It’s as if you could push a software update and give all of your Roman legionaries a new helmet. That had never been possible before. It’s the first time in the history of war that this has been possible.
All of that, and many other things like supply-chain fertilization and the impact that AI is going to have on all of this, became evident to me in 2023. I thought, “I should do what I do best, or what I know how to do best: start a tech company and leverage the global techno-capitalist machine to provide defensibility to Ukraine and the free world.”
That’s literally the mission of the company: to increase the defensibility of Ukraine and the free world.
Then there was some soul-searching and asking myself, “I know nothing about weapons. Am I actually ready to make things that other people use to kill other bad people?” When you think about what your nation and your compatriots are going through, and think about all the terror of places like Bucha, the occupied cities in the east and south, the abducted children, the raped women, all the economic damage being done, and the intention to destroy a whole nation—to commit genocide against the people of Ukraine—you realize that the only morally right thing to do is to fight back.
It is immoral not to fight back. The choice becomes very clear. We’re just passing the ammunition. We’re not doing the actual job. The actual fighters, defenders, and heroes are the people in the armed forces. We’re just support.
Alessio Fanelli
I have so many questions. I know you seem to have a question. Do you want to ask anything?
No, I’m just listening. Go ahead.
Alessio Fanelli
I do want to talk about some of the moral issues, like you just said.
I think there are no issues there.
Alessio Fanelli
Yeah.
What would an example of a moral question be in this case?
Alessio Fanelli
Well, no, I mean—
As you just said, you are creating the tools, but others are using them. I was maybe thinking of having this conversation later, but one of the questions is whether it is actually different when you are building them for your homeland, which is a very morally defensible position, but this technology is not going to stay with you, right?
You will probably be selling these to other people. The future is really where the moral issues may come into play.
Yeah, this question becomes easier and more complete if we ask it not about a particular technology or a particular weapon.
If we think that this question actually applies to any kind of technology, right? A knife or fire. You can use a knife to do surgery and save people’s lives, or you can use it as a weapon to take people’s lives.
swyx
Cut tomatoes, too.
Yes, a knife.
swyx
In Japan, they call this sort of knife by the same word.
Yeah. So, you know, it’s the same with any technology—large language models, right? Look at how powerful they are, and yet they’re available to anyone in North Korea or Russia. That’s one side of the argument. The other side is: as a maker, what is your responsibility for how the tools you’re creating will be used? There’s definitely some responsibility, right?
How should the decision process look? Should you try to calculate all the possible scenarios before starting to work on something, or do you create something that’s needed now to save people’s lives and then think about addressing unwanted edge cases later?
In an ideal world—okay, it’s not an ideal world. In a mythical world where there is one governing party that gets to decide everything, and there is no other country that can decide on its own, you could say, “Well, we need to calculate all the consequences and only then maybe build this building by replacing this park, because maybe we need this park in the city,” right? That’s that kind of situation.
But when you’re in a situation where you’re in a forest in front of a wolf, you’re first going to deal with the wolf that wants to eat you, and then you’re going to go consult Greenpeace. That’s the kind of situation Ukraine is in.
swyx
Okay, fair enough. Because this is a tech podcast, I did want to spend some time talking about the tech that you’ve developed and what you’ve been working on. Can you explain, first of all, the problem that you were trying to solve from a technical standpoint? Then maybe go into some of the solutions and the design process that led you from designing a little laser-guided system—guiding lasers with an iPhone—to guiding drones.
Sure. My partners and I started one company called The Fourth Law, and its goal was—and is—to make massively scalable drone autonomy. In parallel with that, together with my Pexip co-founders, partners, and friends, we started another company called Ad Systems, which was focused on making thermal cameras. Thermal cameras see thermal radiation and are used to see at night. Those companies are getting closer and closer together, and we’re probably going to merge them.
This group of companies is currently the leading team in drone AI and thermal imaging on a Ukrainian battlefield, and likely one of the leading, if not the leading, in the world. We have 3 business units: cameras, drone autonomy, and drones. The cameras and drone autonomy units sell daytime and nighttime cameras and different types of autonomous drone modules to other drone manufacturers—over 200 drone manufacturers in Ukraine.
The UAV business unit sells the drones themselves to the Armed Forces of Ukraine and the Ukrainian government. There are different types of drones. Those are front-strike drones, as we call them: FPV strike drones and bombers, and then interceptors. There are different kinds of interceptors. We do Shahed interceptors and ISR interceptors. We don’t do deep strikes.
swyx
What’s an ISR interceptor?
ISR stands for intelligence, surveillance, and reconnaissance. Those are basically drones that the Russians use to watch over positions and communicate target reconnaissance. That’s ISR—a classical term for a reconnaissance drone.
swyx
Are all of these battery-powered drones that you just described? I know that the deep-strike drones still have some sort of internal combustion engine. Are all the things you’re talking about battery-powered?
Yeah, everything we’re working on is battery-powered. We don’t do deep strikes.
swyx
You can catch a Shahed with a battery-powered thing. It’s not too fast to catch.
Yeah, absolutely. An interceptor like ours—it’s called Zero—goes up to 326 km/h.
swyx
For reference, how fast is a Shahed?
I think in the terminal phase it could be 280, but in the cruise phase it’s around 220.
swyx
Okay.
Simen Teigre
You can convert that into miles if you’re interested.
swyx
Multiply by 2/3, or 0.66.
Yeah, I see. I was talking about autonomy modules. We make autonomous systems for the frontline, for interceptors, and some for deep strikes as well. There are different levels of autonomy, from terminal guidance—which is the last 500 m, give or take—to autonomous bombing, autonomous target detection, and autonomous navigation.
All of that works across day and night, different terrains, different times of year, and different platforms, like quadcopters and fixed-wing aircraft, and maybe some other platforms. It’s quite a wide variety of products. We also have our own simulation and our own training school for warfighters.
We’re about to start construction of 2 semiconductor plants to make sensors for thermal cameras. That’s super exciting for me as a computer science guy. Doing semiconductors is super cool.
swyx
In terms of the core drone technologies, you basically have one that’s an FPV replacement without fiber optics, and the other is a single-track—
Or without fiber optics. Fiber optics is just a communication module. You can use a classical analog video link and radio link. Those would be 2 separate radios. You can do digital or fiber optic. Fiber optics has its own advantages, but it also adds weight, decreases the distance, and decreases how fast you can turn and move with the drone.
swyx
Do you need AI for fiber-optic drones?
You can use AI for fiber-optic drones. AI replaces a human, right? Fiber optics is about making your communication link more resilient. Those are slightly different goals. You can have AI controlling hundreds of fiber-optic drones instead of having 100 operators for each.
swyx
Okay. I guess I thought that the key reason people moved to fiber-optic drones was for electronic countermeasures, or to counter those.
Yeah, I think that’s a correct assessment from a public-awareness standpoint. In practice, it’s somewhat more difficult, because besides electronic countermeasures, you have issues with the radio horizon for FPV drones. That means that—as I believe—Earth is round.
swyx
Some people disagree.
But basically, if you fly a drone and have a ground station over here and a drone flying over here, if your drone is flying high, you have good direct radio visibility. If your drone goes low—and usually Russian infantry and vehicles are on the ground, and you want to hit them—you need to go low.
The lower you go, the more likely it is that you’ll get behind a hill or a forest, and if you’re far enough, you’ll get behind the curvature of the Earth. You get into what’s called a radio shadow. That’s a real bummer, because for the last 60 or 20 m, you won’t be able to see anything, and it will be very difficult to hit the target.
To counter that, you need to consider the distances at which these FPV drones operate, and they can be quite large. For example, here in the US, there was this Drone Dominance program competition. In Drone Dominance, the furthest distance was about 10 km.
swyx
What was Drone Dominance? What was that competition?
Drone Dominance is a program started by the US government to accelerate the development of drone technology here in the US.
swyx
The longest-range thing they were using was 10 km.
10 km, right. In Ukraine, if your drone doesn’t fly at least 20 or 25 km, no one is interested in it. Many hits happen between 30 and 40 km, and that’s what’s expected from a regular 10-inch FPV drone. At that distance, even at altitudes of 60 to 100 m, you might start losing the link.
One of the earlier AI technologies fielded in FPV drones was terminal guidance technology. That was the first product we ever launched. It helped you as an operator: once you saw the target from 200, 300, or 500 m, you locked onto the target, and then it drove the drone toward the target no matter what, even after you lost the visual connection.
Optical fiber solves that. However, if you want to go 20 km with optical fiber, that adds an extra 3 kg of weight to your drone.
swyx
The cable that you have to unspool as you go weighs—
It is heavy. The spool is about 800 g, so less than a kilo, and 10 km of optical fiber is another kilo or so. That takes away from your useful mass. You need a 15-inch drone, and it can only carry maybe 1 or 2 kg of explosives if you want to go 20 km.
If you want to go to 30 or 40, 30 is probably the max; 40 is very problematic on optic fiber. And then the problem with optic fiber is that it's actually getting super expensive. Do you know why? Because of all the data centers for AI. That's literally the same optic fiber.
When Ukrainians and Russians come to Chinese factories to buy the optic fiber, they're like, “We're out. We sold it all to the Americans.” That's the craziest thing. So, optic fiber went up in price from about $4 per kilometer to about $32 per kilometer in a few months at the beginning of this year.
swyx
Cloud cost is stopping the Russian drone effort here.
And Ukrainian as well.
swyx
Yeah. And Ukrainian. But I read somewhere that the Russians had grown more dependent on fiber-optic drones relative to the Ukrainians, and that's one reason why the Ukrainians have sort of regained the initiative in drones recently. How accurate is that?
The Russians were the first ones to scale that. I think that, as of now, Ukraine has caught up. I think that, as of maybe 3 months ago, Ukraine is mostly caught up on fiber optic.
swyx
What percentage of damage, in terms of FPV drone damage, would you say is now fiber optic versus autonomous?
For obvious reasons, I actually cannot answer that question. I know the answer, but I would not disclose that.
For our audience, I think another interesting fact is that, out of all the casualties on the front line, between 70% and 80% are caused by FPV drones.
swyx
Right. FPV drones are the new universal weapon of warfare.
Yeah. They used to say that artillery is the god of war because artillery used to cause about 80% of casualties. Now, on that ranking, FPV drones rule.
swyx
FPV drones are the god of war.
They've sort of dethroned artillery, but that's not to say that artillery is not useful or not needed. All of these systems are needed. Maybe except cavalry, although the Russians still use it. I don't know. Have you seen the videos of Russians using mules and horses?
swyx
What is the usefulness of a tank on the modern battlefield?
That's where we need Greenpeace to say a word, but they're silent.
swyx
Fair. What's the use of a tank on the modern battlefield?
It's diminishing.
swyx
Diminishing.
However, I think there might be technologies that will revive the tank. Look, tanks still provide you armor, and armor is important. You still need armor and firepower, right? You can be an armored personnel carrier that provides you armor.
The challenge that currently exists is that armor is not very well protected against incoming drones. However, there are ways to protect it. We were previously talking about this before the podcast.
The CEO of Rheinmetall recently sort of ridiculed the Ukrainian drone industry, saying that there's nothing interesting there, no real innovation, no interest, compared to Rheinmetall or Boeing. And it's all made by housewives. There were obviously a ton of memes about this, with people ridiculing the CEO of Rheinmetall.
One of the best quotes I heard on this topic is from my friend Alexey Babenko, who's the head of and founder of Vyriy Drone, one of the largest manufacturers of FPV drones. They're our partner; they're using our autonomy.
He said that the drones we manufacture in 1 day will be more than enough to destroy all the tanks Rheinmetall manufactures in 1 year. Cost-wise, of course, a drone is about $500, and a Rheinmetall tank is worth probably $5 million or more.
Shawn Wang
Don't mess with those housewives.
Lorenz Meier
Yeah, drone wives.
Shawn Wang
Drone wives.
Lorenz Meier
And that's it.
Shawn Wang
There's a classic saying that everyone always fights the last war. How did we get to the point where tanks became irrelevant, at least for now, in a matter of just a few years?
Well, look, I think it's the same way: How did we get to the point that calculators became irrelevant? Now we have iPhones. Why would you need a calculator? Technology progresses, and its obsolescence grows nonlinearly. It's all exponential.
I can tell you that full autonomy, when you put it on a drone—if you think about a tank and a drone, it's not a direct comparison—but even a drone and an artillery shell, in terms of cost per kill, are different.
A 155 mm artillery shell, which is a standard NATO caliber, currently has a market price of about $4,000 per piece. Compare that to, say, $500 per drone; that's 10 times more expensive.
If you account for the amortization of the artillery gun, how vulnerable it is, and the tactical capabilities it gives you compared to a drone, you'll figure out that an FPV drone is maybe 3 orders of magnitude more versatile, more useful, and more capable than artillery in many of the classic artillery cases.
There are different types of artillery, not just 155 mm. You have mortars, you have all that. But, give or take, roughly 3 orders of magnitude, maybe. Again, it doesn't have that firepower; it's not a 1-to-1 comparison, but still.
Now take that FPV drone. When you put full autonomy on that FPV drone, which can be not very expensive—systems that we were producing were in the hundreds of dollars in pure bomb cost—
Shawn Wang
Just to interrupt, you said “full autonomy,” but just a second ago you were saying that the autonomy here is guidance, right? It's not decision-making.
Lorenz Meier
No, I was saying that that's the first and sort of easiest piece of autonomy that was fielded by us. But if you add full autonomy to a drone—
Shawn Wang
I think he's asking: What is it? Can you, for the listeners, explain what the term “full autonomy” means?
Lorenz Meier
Yeah. Basically, I think a good way to think about an FPV drone is like an iPhone of warfare. It's very inexpensive, very mass-producible, and very versatile. You don't need a bunch of other things when you have an iPhone in your pocket. You don't need an MP3 player. You don't need a calculator. You don't need other things, all right?
So, after we draw this analogy to an iPhone—or, okay, Apple, please don't sue me, it's a smartphone—when you add autonomy to it, it sort of becomes like Uber or ride-sharing.
What it means is that instead of actually being a trained pilot who has this complex remote-control device, which requires a couple of months of training to actually pilot a drone, and then having to pilot it for 30 minutes, flying toward the target, etc., now you basically have your smartphone.
You have a drone; you pick up your smartphone and say, “We are here. The bad guys are here. Go and get them.” The drone goes up, flies in the given direction, localizes itself on the map, finds the designated area where the bad guys are supposed to be, sees the bad guys, bombs them, returns, and does damage assessment. It returns back, lands, and then you can pick it up and watch the video if you didn't have the radio link, right? That's a bomber drone. That's full autonomy for a bomber drone, right?
Shawn Wang
So you're saying that no human decisions are made in this entire process?
Lorenz Meier
That's not the same as no human decision being made. A decision was made at the beginning of the process, in the same way as you would fire artillery. When you fire artillery, you don't stop it 500 m away from a target and ask it whether you want to strike or not. So that's exactly it: A human decision is always made at some point, right?
Shawn Wang
Okay.
Lorenz Meier
So when you do that, that's full autonomy. Such full autonomy is happening as we speak. Such full autonomy increases the capabilities of an FPV drone, which is already 3 orders of magnitude more powerful than an artillery shell.
Full autonomy increases its capabilities by 4 orders of magnitude because now you can have 100 times as many people who can use it, because you don't need to train those people. And this is important. You can have a 10 times higher mission success rate.
And you can have 10 times the utility per drone because now, instead of being a 1-way kamikaze, it can be a bomber.
Shawn Wang
Now wait. You said “10 times mission success rate,” which means that fully autonomous bomber drones succeed in their missions 10 times more often than human-piloted bomber drones do. That's an important thing to know.
Lorenz Meier
Okay, but maybe to push back on—
Shawn Wang
They're superhuman. They're 10× superhuman.
Lorenz Meier
They're not vulnerable to electronic warfare. They don't care about the radio horizon. They don't lose track during navigation. They are not susceptible to human error when an artillery shell or another drone blows up beside you and you're like, “Hell no, I'm getting out of here.” Right? That doesn't happen to an autonomous drone. All of those things.
We have one of the brigades that's using our drones with just first-level autonomy.
Shawn Wang
So what's first-level autonomy?
Lorenz Meier
First-level autonomy is just terminal guidance.
Shawn Wang
Okay.
Lorenz Meier
By the way, we have a video of that. We can watch that.
Shawn Wang
Terminal guidance means a human gets it nearby and then the AI takes over.
Lorenz Meier
The human flies it all the way, like 30 km, toward the target. Obviously, the target was probably given to that human by someone who's flying some ISR drone, some reconnaissance drone, right? So the human flies all the way to the target, and once they see the target from a distance of 500 m, they do the target lock. From there, the drone flies autonomously.
So, just that feature alone has increased the guy’s—his call sign is Grom—mission success rate from 20% to 71%. It also increased his kill zone from 3 km to 10 km. That means there is a certain area around the front line designated as a kill zone. Whenever the enemy goes into that area, it’s almost guaranteed to be destroyed by a drone. Obviously, the drones are not launched from the zero line; they’re usually launched from minus 10 km.
Shawn Wang
What is the zero line?
Lorenz Meier
The zero line is a certain imaginary line of control between 2 conflicting forces.
Shawn Wang
Okay. It’s important to explain these things to a lot of the listeners who aren’t familiar with what they’re—
Lorenz Meier
Absolutely. Absolutely. Yeah, yeah, yeah.
Shawn Wang
Right. So, you said that level 1 autonomy—in other words, just terminal guidance, where a human gets it to the finish line and then it goes over the finish line—increases mission success from 20-something percent to 71%, or something.
Lorenz Meier
And it increases the kill zone from 3 km to 10 km.
Shawn Wang
Actually, real quick, can we define mission success and, maybe, in a way, what the failure modes of missions are? I have a guess at what mission success is.
Lorenz Meier
I mean, well, yeah, but I could—
Shawn Wang
Get them.
Lorenz Meier
Yeah. Yeah, I know, but that’s a very good question, in fact, because even if you fly into the target, first, the target can be damaged or destroyed. Those are 2 different modes. Then there can be different targets. A sole infantryman is 1 kind of target. A dugout where there are supposed to be some enemies is another kind of target. Some mechanical equipment is another type of target. Radio-emitting equipment—which is often the kind of target that the military wants to get more than anything else—could be an enemy radio tower or some small radio dish. That really makes life difficult in that area, in that combat area.
Those are different targets, right? The target can be destroyed or damaged. Sometimes the drone hits but doesn’t explode. That happens.
There are other failure modes. You didn’t even reach the target because, A, you were jammed by electronic warfare; B, you lost control over the drone because of the radio horizon; or C, you were jammed by a different type of electronic warfare that happens way before you hit the target area. It’s impacting your video receiver, so jamming on video and jamming on control are 2 different types of jamming.
Then something malfunctioned on the drone—a mechanical malfunction. Maybe a motor broke, or whatever. You may have gotten lost while navigating to your target. That happens, too.
Shawn Wang
Okay. So, level 1 autonomy basically means you manage to point the drone in a direction, you go there, and then the last mile is the drone taking over.
Lorenz Meier
I define that, but it sort of got picked up by the industry. We define 5 levels of autonomy. Level 1 is terminal guidance. Level 2 is bombing. Level 3 is autonomous target detection and engagement decision. Level 4 is autonomous navigation. Level 5 is autonomous takeoff and landing.
Shawn Wang
Those are good things to know.
Lorenz Meier
Those are 5 levels of autonomy. Now, if you want—
Shawn Wang
What level is Tesla running on right now?
Lorenz Meier
Tesla?
Shawn Wang
No, sorry.
Lorenz Meier
Well, that’s a very good point. It’s exactly what it was inspired by: the levels of self-driving autonomy.
swyx
Waymo’s level 5, right? You just tell it where you want to go, it picks you up, and then you go.
If you look at the classic definitions of self-driving cars, Waymo is still level 4 because it still requires, even remotely, human control. If Waymo gets in trouble, there is no operator who takes over and resolves this. That would still be level 4. It doesn’t map directly, but it’s also 5 levels.
swyx
Can I interject a question? In terms of an FPV drone that’s like a suicide drone that’ll just blow itself up, killing something, how do you know what it hit? Does it transmit back, or do you sort of lose track of it and hope it hit? What happens to that?
That’s a great question.
swyx
You mean another drone?
The current battlefield in Ukraine is saturated with different types of drones. Obviously, you have all the FPV drones. Last year alone, Ukraine manufactured about 4 million of these, and Russia’s maybe 20% less than that. For this year, the publicly voiced target was 7 million on the Ukrainian side. We’re getting into serious numbers here.
Besides those, there are different reconnaissance drones, or ISR drones, as we call them. There is tactical-level ISR, where both Ukrainians and Russians usually use a Mavic drone by DJI. Then there are a bunch of locally produced fixed-wing drones that can stay in the air much longer than a Mavic. A Mavic can stay in the air for maybe half an hour, and then there are drones that can stay in the air for many hours or even up to a day. Those drones are more expensive and have more expensive cameras.
We hunt the drones that the Russians launch. The Russians hunt our drones, and so on. Ideally, when you’re a group of soldiers operating an FPV, you’ll have someone in your company or platoon who has an ISR asset that will do target designation for you. They’ll say, “There’s a Russian vehicle over there. Go and get him.” You go there, you get it, and they’re like, “Okay, confirm.”
They have their own drones in the sky. They have a carousel of drones because 1 drone maybe cannot stay in the air for more than 30 minutes, so they constantly have 1 surveilling the battlefield—almost every spot on the battlefield.
But it’s not always the case. Sometimes you will not have a surveillance asset, so then you would launch another drone just to confirm that there was a hit. If you see there was a hit and you’re not sure whether it completely destroyed the target, you may hit it again for good measure. That’s how it works.
But I was about to give you another piece of taxonomy. You have 5 levels of autonomy, right? Then you have 8 dimensions of the autonomous battlefield. It’s crucial to understand how autonomy evolves in a modern battlefield environment.
Dimension 1 is the level of autonomy: what capabilities your asset has. Dimension 2 is the platform you’re operating on. It can be a quadcopter or a fixed-wing drone, different types of long-range or short-range drones. But it can also be a missile. You can have autonomy even on an artillery shell, a ground vehicle, or a sea vehicle. All of those are different platforms.
Dimension 3 would be the domain. Is it ground-to-ground, ground-to-air as an interception, ground-to-sea, or sea-to-air? There are all the nuances with different domains.
Then, dimension 4 would be high levels of autonomy, such as swarming, drone carriers, and drone nests. And now, when you’re—
swyx
When you’re saying “level,” you’re talking about dimensions, not about—
Sorry. Yeah, I mean the dimension. I was supposed to say “dimension.” I say dimension because each of them works with another, right? You might have 3rd-level autonomy, a fixed-wing drone operating in land-to-air, and stuff like that, operating in a swarm or from a nest.
Dimension 5 is the environment. Is it day or night? Is it summer or winter? Is it humid, cold, or dry? What kind of target is it? Is your target hiding in a forest, behind a hill, or within buildings? All of that is the environment.
Dimension 6 is command and control. How are you dealing with tens of thousands of those assets around the battlefield? How are you coordinating that at the higher levels of command? Are you collecting data? All that.
Dimension 7 would be infrastructure: things like simulation, data collection tools, security, deployment mechanisms, and so on. All those systems have to be developed separately and then integrated with all the others.
Finally, dimension 8 is distribution. Have you deployed 100 of these systems or 100,000 of these systems? Those are 2 very different ball games. That gives you a broader overview of how autonomy propagates across the battlespace.
swyx
As someone who has done machine learning and had things go out of distribution and go horribly wrong, several of these axes for thinking about drone warfare seem like they could be very susceptible to some sort of distribution shift if you start making things autonomous.
Likewise.
swyx
Well, I mean, first of all, I’m very interested in the sorts of scenarios that you’re thinking about. The most obvious one is, if I assume these are computer-vision-guided systems, at least for the last mile, how do you ensure that—well, you now have some fog rolling in or something, and the drones just attack the wrong thing? Maybe—I mean, it probably will not turn around and fly back and attack you.
The question is: how do you assure that your mortar fire hits the right thing? Mortar fire, give or take half a kilometer, could be plus or minus. So maybe you fire 1 and then you fire another. Drones are actually much better at being precise in those scenarios, and I think, to your point, 5 to 10 years from now it will be immoral to use weapons without AI. Weapons without AI will be more likely to cause collateral damage or unwanted damage, in the same way that it will be immoral to drive your own car manually on a public road because it's more likely to cause unwanted damage.
Alessio Fanelli
Well, I never considered that might be immoral.
Guest
Really?
Alessio Fanelli
Yeah. That's definitely coming. Anyway, it's an obvious thought. I agree with you. No, I mean, they're obviously not going to let you drive once most of the cars on the road are autonomous.
Guest
That one I believe.
Alessio Fanelli
No, you were talking about drones, right? Or weapons, right?
Guest
Friendly fire and collateral damage and stuff like that is all minimized with AI.
Alessio Fanelli
Okay, so here's my question. Let's go to Level 6 autonomy. Let's take all of the target selection and all of the battlefield data, integrate it into one big AI, and have that big AI basically be in command of the battlefield and agentically do target selection. That's a general AI. You've cut humans out of the loop, except maybe as dexterous robots repairing drones, fastening things to drones, or something like that, because you don't have those robots yet. How soon are we there?
Guest
Mm-hmm.
Alessio Fanelli
AI general.
Guest
Well, the most important thing to ask ourselves is: who will be faster to that, us or our adversaries?
Alessio Fanelli
I assume us, but how fast will we be to that? I hope us.
Guest
Mm-hmm. I hope so, too.
Alessio Fanelli
But how fast can we—when are we looking at that in terms of horizons, in years?
Guest
Technically, it could be done now. The question is, of course, that there's some engineering work to be done. The bigger challenge is deployment.
Technically, in an operation in Iran, it was publicly claimed that, I think, the Patriot system was used for target designation. It is not exactly as you say—the AI makes all the decisions—but basically, AI goes through all the data you have, gives you 1,027 different targets, and says, “Please confirm. Press okay.” You look at the targets and you're like, “Yeah, sounds right,” and press okay. I think that's where we are now already, or where we were a couple of weeks ago, as we're recording this on April 10.
Another question is how massively deployable it is. Is every decision being made like that, or are just some of the decisions made like that? Then there are different levels of command and control. You have the platoon, the company level, the battalion, and so on.
But the tricky thing, when we get into that territory, is this: if your enemy is gaining the advantage of being 1,000 times faster than you by deploying such systems, what do you do?
Alessio Fanelli
Yeah, if the enemy is 1,000 times faster than you at deploying the systems?
Guest
Yeah. If the enemy starts deploying Level 6 autonomy as you call it, and you have not started doing that—
Alessio Fanelli
You're in trouble.
Guest
Yes, exactly. So you have to catch up. My point is that it is very important to think about the safety of these systems, but that thinking should not slow you down in developing them, because they are critical for your existential survival. The person who doesn't think doesn't get to think about the ethics of war. That person surely doesn't get to think about it.
Alessio Fanelli
What would be the safety risk of such a system?
Guest
Well, of course—
Alessio Fanelli
Just wrong decisions, right? Maybe AI decided to use a drone army to kill us.
Guest
These decisions will not only be made about drones. They are likely to be made about what the human should do on your side as well. Obviously, some environments are more like the Russia-Ukraine war, where you have—
Alessio Fanelli
You have to choose to risk lives. You will have to choose to sacrifice human lives on your side.
Guest
Of course. Some environments are just dead zones, and there are no civilians. There are virtually no civilians close to the front line because it's super dangerous; everyone has evacuated from there.
But there are other environments that are more like, “Okay, this is a counterterrorist operation,” or there's a group of terrorists with a group of civilians, like the recent operations in Iran. I imagine that the U.S. and Israeli forces do not want to harm civilians. They will only target the military targets there. So in those situations, it's a different level of responsibility for that decision-making as well.
There is such a big variety of military missions, and I'm not even educated in military science enough to tell you about all of those scenarios. You would need to put a general beside me. Maybe a Ukrainian general and an American general would have told you very different stories about these things.
Alessio Fanelli
Got it. Can I ask a few more questions?
Guest
All right.
swyx
So, in 2013, one of my first paid articles ever was about how the era of drones will change human society. I was just sitting around bored, thinking about things.
You were way ahead of your time.
swyx
And I said the following would happen.
It's real. I read it.
swyx
I said small, autonomous suicide drones will cleanse the battlefield of human infantry. Human infantry will not be able to stand against swarms of AI-powered suicide drones. I didn't even know about AlexNet at the time, I think.
Yeah. And then—
swyx
Yeah.
Guest
But he's just an avid sci-fi reader.
swyx
I mean, I'm an avid sci-fi reader, but it's not like there will be a way to do that. It's a nonlinear, multidimensional search problem. If you get enough compute, you'll find some search algorithm that will get you there.
I think that one sentence describes the bitter lesson right there. It's just a multidimensional search space. You search it somehow. I don't know. Figure out some search algorithm. It's not that hard.
Anyway, the point is that human infantry on the battlefield will be gone. At the end, I wrote that in 2013. Many people on social media laughed at me for that, called me hysterical, and said things like, “Electronic warfare will knock all the drones out of the sky,” or, “You need humans to hold ground.” That's something you still hear from a lot of people on social media today.
I feel that this article I've written has never been directionally wrong. It has gotten more and more right steadily over time, and we're very close, reading the battlefield reports from Ukraine, where human infantry are basically just a few guys hiding in dugouts for months. I'm not sure what—
On the Russian side, that's just like a Zerg rush.
Alessio Fanelli
The Zerg rush, and then they just die. But they have some guys in dugouts too, right? Hiding in dugouts for months?
Guest
Yeah, they do.
Alessio Fanelli
Okay, but what are those guys doing in the dugouts? Are they providing frontline reconnaissance? What are they doing?
Guest
If there is a guy in a dugout with some bullets and an automatic weapon, the other guy cannot come and take the dugout. So they're establishing control over territory.
Alessio Fanelli
I see. So there still is a use for human infantry on the battlefield as of today. How long will that last?
Guest
I think it will last for a while. There's this funny whole layer of modern Ukrainian culture built around war-related stuff. There is a punk rock band called S Z C, which stands for something like a deserter or something like that.
Anyhow, this band has a song titled “2030.” It's basically about the year 2030, and the war still goes on—like, the whatever Third World War or whatever. They sing about AI and cyborgs and everything, but simple infantry is still needed, and we're still getting cold in those dugouts and still doing our job. That's sort of the theme of the song, and it seems like that's actually what's going to happen.
Alessio Fanelli
Ground robots will not replace humans in the dugouts soon.
Guest
You know, I'm very much interested in following the whole humanoid robot theme.
Alessio Fanelli
What about, like, a dog? A dog robot.
Guest
Or just mobile control or something.
Alessio Fanelli
Yeah.
Guest
Into a crab.
Alessio Fanelli
It'll be a crab robot.
Guest
A humanoid—
Alessio Fanelli
Personalization of warfare.
Guest
There is a lot of utility in humanoid robots because the world is designed around humanoids. So I would not 100% disqualify the possibility that, 10 years in the future, humanoid robots will actually be fighting. That's an actual Terminator kind of scenario.
swyx
And in the first Terminator movie, you look at what they've got on the battlefield: flying bomber drones and humanoid robots.
Mhm. Yeah. The cost of running large language models is getting so low. You can have an inexpensive computer running what was a state-of-the-art model a year and a half ago locally on a device with an open-source model, which also means that the Chinese can have it, the Russians can have it, the North Koreans can have it, and so on.
That is already possible. If not for the acceleration of large language models, I would have said that I don't think humanoid robots will be able to be useful on the battlefield earlier than in 10 years. But if you account for the exponential, it might be 5 years or so.
The problem with all of the autonomous systems—and it starts with self-driving cars, and even with all the modern-day AI agents—is that to make them really useful, you have to solve such a long tail of edge cases that it's really difficult to make them useful. We were promised self-driving cars in 2007 by Sebastian Thrun and Google, and even before that. Elon, of course, told us it was going to be 1 year from 2014, and now we still don't have self-driving Teslas everywhere.
We have Waymos in San Francisco and some other places, but they're still not perfect. So I expect something similar from self-flying drones and fully autonomous drones. We saw that firsthand: with each level of autonomy that we're adding, there is a very wide distance between a prototype, something that is ready to be scaled to millions of units, and something that has been scaled to millions of units.
But the race with AI coding tools is just insane, so things might accelerate very fast—faster than we can imagine.
swyx
So, I think your point is that, due to this long-tail behavior, level-one autonomy as you've defined it is actually very natural. You're basically just solving an image-recognition and tracking system.
Yeah. It's actually interesting that you say it that way. I thought about this the very same way. We have this joke that there are like 200 companies in Ukraine trying to solve last-mile targeting or terminal guidance. It seems like we're the only company that actually solved that, because even that's trivial, but it's at least something that you imagine us and Eric Schmidt's companies solving.
Eric Schmidt's companies are pretty good. I actually have lots of respect for what they're doing. They've been practically influential and helpful on the battlefield, and they have good engineering.
swyx
I wasn't saying it's trivial. I'm just saying this is something naturally adaptive, based on things that we know work well. But some of the other domains where you do have to make decisions and you have a long tail become much harder, and you worry about edge cases more.
The more complex the behavior you're trying to simulate, the more edge cases there are, right? The more ways to do it wrong there are. And then there are different approaches.
If you read academic papers about robotics, the robot is represented as something that has sensor input, and then you have 3 levels of logic or decision-making, which are perception, planning, and control. Then you have actuators as output.
Before neural nets, you would do perception, planning, and control all with classical logic, right? Then, with AlexNet and computer vision, you could do perception with neural nets and the rest with logic. You can currently do each of those separately with neural nets, each of those separately with logic, or you can just have 1 huge neural net that takes lots of sensory data—not just pixels; it could be sound, an accelerometer, everything—as input and just outputs the controls. Some of the self-driving car companies are doing that, or experimenting between different ways of doing that.
You can also think about that. The way you implement those features also influences how many degrees of freedom the system would have, right? For control, you can do classical algorithmic control with Kalman filters and PID controllers, et cetera. Or you can do a neural net that was trained in the gym with reinforcement learning, et cetera. Those would be 2 different behaviors of the system.
swyx
Yeah. Maybe my point was just that, if you go high-level, you can try to have whatever Fei-Fei Li and folks who are doing physical world models—Physical Intelligence—they're trying to make these big models and sort of understand the world. Then, supposedly, you have such a model and you can tell a drone, “Okay, go over that hill, find the bad guys, and then get them. Or make me a video, make me a photo of the guy smiling, and get back to me.”
That's 1 way. Another way is to have these subsystems: one is navigation, another is finding the person, and another is getting to them to take a photo. Those are again very different behaviors.
It's not that 1 is necessarily better than the other, and we might have more technological ability to do 1 or another. But all of those systems will exist, and you should always keep in mind that it's not only the good guys who are developing these systems; the bad guys are developing these systems as well.
swyx
Yeah. I guess where I'm going with this, back to our original thought, is the end of the soldier—or at least the end of the rifleman.
Yeah, I'm not seeing that very close. As much as I'm a lover of sci-fi and all of that, and a technologist, the more I try to have a certain humility about these things, the more I realize that the military domain has so much human history, blood, and tears dedicated to understanding war, perfecting it, and so on. There's so much knowledge in there that I don't feel like I've even started to comprehend a lot of it.
One thing that I really understood is that even though drones are now making 80% of the casualties, you go to the actual officers—you talk to the actual brigade commanders, corps commanders—and they explain to you how all of it fits together. When you're thinking about an operation that involves a couple thousand people to get this piece of land out of the enemy's hands, to deoccupy it, it is so complex.
It involves dozens of different types of drones, and then land operations, reconnaissance operations, psychological operations, aviation, tanks, logistics, and all kinds of these different assets. Modern warfare is really very complex, and the fact that drones are the latest, coolest thing and AI is essentially the latest, coolest thing doesn't mean that now it's all that and only that.
Whoever's looking into that should realize that it's not just what the press talks about. The reality is much more difficult and much more complex.
Shawn Wang
Let's talk about China and China's manufacturing capabilities. Suppose that the United States went to war with China.
I hope not.
Shawn Wang
I hope not as well. But suppose that drones were very essential to that war, of all the types of drones that we're talking about here. Suppose that China said, “All right, well, you need X, Y, and Z to make those drones to fight us, and we control the production of X, Y, and Z. So we're just going to cut you right off, and now you have no drones.”
I know that a number of countries, including Ukraine and Taiwan, have been making moves to China-proof their drone production so that China couldn't do that. Examples of things they might be able to cut off might include rare earths, fiber-optic cable that you were talking about before, and various other things that—even if they don't control 100% of the production—they control enough of the production that it would be extremely expensive to produce them without relying on Chinese sources, or the market is fragmented enough, and so on.
What do you see as China's key bottlenecks, and how easy are those to overcome in terms of China-proofing drone production in case of a war against China?
Mhm. Although China does not sell directly to Ukraine and it does sell directly to Russia, a lot of Ukraine's supply chains start in China. We're not in a conflict with China, and we would not want to be in a conflict with China. We would hope that China stays a neutral power between Ukraine, Russia, and the US as well.
That said, the scenario that you're describing is much, much, much worse. Think about this: last year, Ukraine produced 4 million FPV drones. Ukraine is not the most industrious nation in the world. China can produce 4 billion of these FPV drones.
China can make them not as drones with propellers, but as fixed-wing drones, which go not 40 km far, but maybe 200 or 300 km inland. They’re slightly more expensive.
Shawn Wang
With internal combustion?
No, no, no. With battery.
Shawn Wang
Battery-powered fixed-wing drones?
Yeah. Battery.
Shawn Wang
What’s the propulsion system on those? Propellers?
Yeah.
Shawn Wang
I don’t—I just don’t know how that works.
Yeah. You have that. They can also make them all fully autonomous. They have DJI, the world’s most advanced drone company. They can make them fully autonomous without GPS, without anything.
And then they can put those drones on maybe tens of thousands of fully autonomous underwater submarines. Or maybe not even that, just on shipping containers and barges that ship goods, freight ships. Then they show up with millions of drones packed onto those sea vessels.
They show up to any coastline in the world, be it Taiwan or California, and they have millions of long-range impactors targeted at a piece of land. What do you do with that? There are not enough hunter submarines. There are not enough anti-ship missiles, anti-ship planes.
They can produce these assets in tens of thousands of factories because they’re so simple to produce. Even if the FBI director picks up a phone and calls the president of the United States and says, “Hey, the scenario Yaroslav was warning us about is beginning to unfold. We need to do a preemptive strike,” you wouldn’t have enough assets to do preemptive strikes because there can be tens of thousands of places where these things are being manufactured.
To counteract a scenario like that, we would need to have a similar amount of mass.
Shawn Wang
You mean a similar number of drones.
Yes, to intercept that, whether at sea or in the air, at a similar cost, right? So economics should work out. I’ll tell you that currently, we in the West—and we in the United States—we don’t have the technology to do that. We don’t have—
Shawn Wang
What key technologies do we lack?
Autonomy, mass manufacturing, stuff like that.
Shawn Wang
Autonomy technology?
Well, I think so—
Shawn Wang
Because our computer vision algorithms are not as good?
It’s not only about the computer vision algorithms. If the group of companies Eric Schmidt founded 2 or 3 years ago and my small startup—it was maybe not that small, but also founded 3 years ago—are 2 of the leading companies in the world, and maybe a couple of others are capable of something like that, but not really on small drones, I do think we’re behind China in technology.
So we lack technology, we lack mass manufacturing capacity, we lack the components, and we lack the rare-earth materials. So there are 4 layers in which we’re behind in this challenge.
That’s why it’s my point that we in the West, and especially in the States, should have far more smart people working on defense. There should be more funding if we want to keep the semblance of our good past life.
Shawn Wang
That’s really important. Would you say that right now, as things stand in conventional terms—not abstracting from strategic nuclear weapons—but in conventional terms, China is now the supreme conventional military power on Earth, given its ability to manufacture and deploy drones in the quantity and quality that you just described?
I don’t think we have all the information to claim that, but we cannot count it out, and that alone should be a big warning sign.
We have not seen Chinese drones in action. We’ve seen some Iranian drones in action, and then Russian drones in action—not Chinese, really. We have not seen Chinese forces in action.
Obviously, hopefully this never happens, but in a conflict on the scale of U.S.-China, there are many classical assets that we should not discount, as we just discussed. We should not discount artillery in a land war. We should not discount aircraft carrier groups, the air force, long-range missiles, electronic warfare, satellites, and so on.
But there are also things that we, at least as a general public, don’t really know about China. I’m sure there’s a lot of information that U.S. intelligence has about Chinese capabilities.
If you get back to the scenario that I just described and take that to the maximum, you basically see that whoever has the bigger manufacturing capacity, that side wins.
Shawn Wang
That’s just a typical law of conventional warfare, and has been forever.
Sort of.
Shawn Wang
You read Noah’s blog?
Not as often as I would like, but I read Noah’s X.
Shawn Wang
It’s a thing where you—
Don’t read my X.
Shawn Wang
Yeah, it’s just for fun.
There’s no opinion about anything.
Shawn Wang
Okay, so here are, I guess, 2 questions. The first question is: could the United States and other countries allied with the United States even develop supply chains that are independent of China to make any of these drones? The second question is: could they do it in sufficient mass?
I think the answer to the question of whether they can do it in sufficient mass is, today, no. But in an extended, prolonged war situation, things change a lot. All the development restrictions that we put on new factories go out the window in a sense of urgency. Ukraine obviously wasn’t making all these drones before the war, and so if America had the same kind of urgency that Ukraine has now, things would happen. Things would move.
Of course, America has allies too—or had allies until recently—and may have them again in the future. America has, or had, allies that would also scale up very quickly, like Japan and European countries, if we ever ally with them again. A lot of things could then change in terms of the actual mass.
So, in terms of looking at China and saying they have all these factories today, and looking at the history of conventional warfare, America had very little defense production capability on the eve of World War II and ended up easily outproducing everyone else, even the Soviet Union.
Maybe not easily.
Shawn Wang
Not easily, but I mean by a long, long way.
The benefit of not being attacked.
Shawn Wang
That’s right.
That helps.
Shawn Wang
Yeah. Who knows how secure they are now, or what we know we’re cyber-vulnerable to?
I totally agree with your sentiment. I’m even less doomerish than you are—or at least, it seems to me you’re a little bit doomerish—but in the long term, you’re bullish.
Shawn Wang
Doomerish. I’m thinking about what we need to do. I’m not thinking, “Oh, we’re doomed.” That’s not my point. It’s never useful saying that. If you’re doomed, then just don’t go on podcasts. Go pet a rabbit and play video games or something.
Anyway, we’re not doomed, but I’m saying: step 1, what are the key choke points that we need to address tomorrow, besides rare earth, which we already know about? What are the other key choke points that the West needs to free itself from in terms of Chinese supply chains in order to manufacture even 1 drone free of Chinese supply chains?
There are companies here that are doing that. We have good friends at a company called Neos. I know they’re down in El Segundo, somewhere in Southern California.
Shawn Wang
What are the most pressing choke points besides rare earth, which everyone talks about?
That’s one of the pieces. We do thermal cameras. That’s actually a big one.
Shawn Wang
Thermal cameras?
Yeah. Then there are the motors. You need the special—
Shawn Wang
After you have the magnets, then you turn them into a really good motor?
Yeah. You need these special magnets, and then that’s sort of your rare-earth component. Rare earth isn’t about metals that, for some reason, God put only under Chinese territory and nowhere else. They’re distributed. There are plenty of them around Earth. It’s about the refining capabilities and investing in that, and so on.
Lorenz Meier
Frankly, at some point, we don’t have that many humans. That’s where humanoid robots help. China is a populous country. The population of the united West is comparable to that, but the population of the U.S. is much lower than that.
I definitely think that the whole West should get its act together because, as the saying goes, ubi concordia, ibi victoria: there is always victory where there is union. As free nations of the world, we should get our act together because freedom is what unites us.
I’m also pretty mad at what’s happening in the European Union. I think the current U.S. administration is probably the best thing that has ever happened to Europe since World War II—or since the post–World War II period, because World War II wasn’t the best thing.
Shawn Wang
Trump withdrawing the image of omnipotent American support forced the Europeans to get their butts in gear, unite, and—
Lorenz Meier
Yeah, and also doing that not in the nice way.
Right? When Vance came to the Munich forum 1 year ago, he wasn't super nice. He wasn't saying, “Oh, please, our European friends, could you please increase your defense spending?” He was somewhat pushy, I'll put it that way. I think that was a necessary measure.
I've been thinking about that. Could he have been nicer? I was like, “No,” because the voters of European countries would not have understood this. They would not have gotten the message. I think the message got across, but Europe is still slow to wake up, I would put it that way. Things are getting better, but I'm not happy about the speed at which they're getting better.
When I would go to some of the European capitals, I would get back pretty depressed from talking to their military officials and their entrepreneurs, et cetera. I've been in the US for the last month or so, and I'm not depressed. I'm actually excited. I still think you should 10× the effort in making sure that you remain the strongest power in the world and can defend your values, et cetera.
But I'm very optimistic. Definitely, once we are in danger, I think there are lots of very smart people in the West who can figure these things out. But people in China are also extremely smart. It's very different even from the Cold War situation: the Soviet Union was an economically declining power. China is not like that.
When you look at the electric car race, I think China is ahead of the US and ahead of the whole world—definitely ahead of Europe. Europe used to be a car superpower. When you look at AI, I think they're almost where we are, maybe slightly behind. When you look at humanoid robotics, I would argue they're ahead.
In many other areas, like medicine and biosciences, there are lots of interesting things there. In the consumer space, there are lots of interesting things there as well. I don't know if you've heard this podcast called 996. I don't know if it's still airing or not, but there used to be a fantastic podcast by some American-Chinese businessmen, maybe venture fund managers.
Shawn Wang
About the Chinese economy?
Lorenz Meier
About China, from a sort of tech venture point of view. I lived in China for maybe 4 months, and I visited a couple of times. Even WeChat is so much more advanced than anything we have in the West.
It's very important not to be too arrogant, and I think we're guilty of that, definitely in the US. Sometimes we tend to be too arrogant. I think humility always helps, at least as a person. And I think we obviously don't have to be enemies.
With Ukraine and Russia, Russia came to kill all of these people and get all this territory. With China and the US, it's not like that, and thank God it's not like that, right?
Shawn Wang
It could be China and Taiwan, maybe.
Lorenz Meier
Hopefully not. Yeah, hopefully not. China has its own problems, probably with human rights, et cetera, but hopefully it's still not beyond the point of fixing. Hopefully. Hopefully.
We should be armed, right? We should be ready for whatever. That alone decreases the probability of any conflict. If you're weak, you're basically provoking the conflict.
The problem with Europe these days is that last year, Ukraine and Russia went from drone technology of 2025 to drone technology of 2026. Europe went from the winter of 2022 to the spring of 2022. Europe didn't even make 1 year of progress. The US, I would argue, made less progress than Europe as well in the last year.
The technological gap is getting wider and wider and wider. At some point, I'm looking at Poles who are very close to us and close to Russia. Polish people—sorry, it's not my first language.
Shawn Wang
When you're looking at the Poles, what are they saying?
Lorenz Meier
Yeah, Polish people—Poles. I'm looking at them, and they bought 100 tanks and 4 submarines. Dudes, you don't have 1,000 people who know how to operate an FPV. What the hell are you doing?
Shawn Wang
So Poland is not preparing for war correctly.
Lorenz Meier
From what I can see, they're not doing it right. The problem is they'll be in a situation where they're so proud of their Winged Hussars and their cavalry, and the enemy is attacking with airplanes and tanks. That's literally the gap getting wider between Russia and Poland.
Shawn Wang
That happened in 1939.
Lorenz Meier
I don't want that to happen again.
Shawn Wang
All right. The Europeans need to wake up more. If you were advising America's defense establishment—which you might be doing in real life—but if you were saying things on a podcast that might be heard by some people connected to that defense establishment, which you may or may not be, what are the top priorities, besides more funding? We know more funding; that'll be necessary for anything, literally anything. What are the top policy priorities for America to increase its readiness right now? Let's say 3 to 5 priorities.
Lorenz Meier
Yeah. I really like this quote. I think it's by Arthur C. Clarke: “The future is already here—it's just not evenly distributed yet.”
Just the same way Silicon Valley is this sort of future location for all things tech, Kyiv in Ukraine is sort of a defense valley. It's the point where the future of defense has already arrived. There's a ton of things to learn from that, starting with, in particular, hundreds of companies in very particular fields, and the battlefield experience from battlefield commanders of every level, starting from soldier to sergeant to platoon-level commander to brigade-level commander.
There are special forces and intelligence, all of that. There's also how the government organizes the infrastructure and the playing field for all these businesses to flourish. I would definitely look into much tighter integration and exchanging experience. That would be 1 thing.
Reform of procurement would be another thing, and I think that's what is currently being done with Drone Dominance. I think Bidhat is leading that, and maybe some other people in the administration. I think that's extremely powerful and the right thing to do. They should scale that up big-time.
Obviously, any military person would say, “Well, yes, okay, you're fine, cool, but Ukraine and its theater of war are very different from potential scenarios that the US might have to fight in.” I agree. But there is still so much to learn, even from the sea warfare that Ukraine is doing.
Then there are long-range drones like these Shaheds that unfortunately damaged some of the American equipment in the Middle East. They can fly up to 2,000 km. If you think about the Pacific region, 2,000 km covers a lot of land with all the islands and aircraft carriers.
Shawn Wang
We're learning that lesson right now in Iran, in the Middle East.
Lorenz Meier
You would think so, but I'm not sure. There were so many chances to learn that lesson from Ukraine before, and I don't think it was fully learned. So I'm not sure how fully learned the Middle East lessons were.
Shawn Wang
Perhaps losing a war to a minor power will teach America.
Lorenz Meier
Well, yeah.
Shawn Wang
Although their economic weapon will be the most important and decisive by far, some of our bases were allegedly rendered unusable by their Shahed-type drones.
Lorenz Meier
Yeah, look, I think there are so many lessons to be taken from this. Russia was a much bigger power attacking Ukraine, given the same logic that we discussed: whoever has more production capacity should win. But Russia didn't achieve victory in Ukraine, and the US didn't get a full victory in Iran. It probably achieved some of its goals, but probably not all of them.
You can flip that as well. What if China has so much more capacity than the US? What if they attack us for whatever reason? How can we hold them back if we don't have the rare earths? As the Ukrainian and Iranian examples show, you actually can hold back something like that even if you're the less capable party.
Shawn Wang
Well, those examples did rely on Chinese supply chains, though.
Lorenz Meier
A partial yes, but if you think about Ukraine from February 22, 2022, through the first half-year or year, it wasn't much reliant on Chinese supply chains. We were just relying on whatever we got. So that's 1 side of things.
Another side of things is basically how much suffering you can withstand along multiple axes. It's not just the military axis. It's also the economic axis and the political axis, I would argue. One of the reasons why wars stop or start is because the political pressure on the leadership internally in the country is so high that you just have to stop it, right?
That differs big-time depending on whether you were the one seen by the population as the party that started the conflict or the one that was attacked. That's 1 part. Another factor is just the overall state of society.
One thing I'm worried about in Europe now is that people are not ready to fight even if they're attacked. When people are asked about that, they're like, “Oh, I'm just going to move somewhere where there's no war.” That's a challenge, and that's what makes Europe weaker right now.
And, you know, the US didn't really have to ever, I think, fight a foreign war on its own turf. I hope that never happens, but in case that did happen, I don't know—how would the rich cities on the East or West Coast behave? Would all the Wall Street bankers and Silicon Valley VCs mobilize and really start working on defense?
I'd love to think so. I like that. That's the way I think about the American spirit.
swyx
They did in World War II.
In a way, but look, it wasn't that clear in World War II. Churchill famously said, “America will always make the right decision after trying all the wrong ones,” right?
One could argue that there's this sort of USA that lives in popular culture and was created by Hollywood: cool dudes who will always come and do the right thing. But if you look at international politics, it doesn't necessarily always look like that. Take the Budapest Memorandum: Ukraine gave up all of its nuclear weapons, the world's third-largest nuclear arsenal, because the US, Russia, and the others were very persuasive. They said, “Yeah, just give it away. We guarantee your security.”
Then they said, “Oh, it's not guarantees; it's assurances. We use the word ‘assurances,’ so we didn't promise you much. You just gave it away for free.” Then Russia attacks, and there's no reaction. So, the whole world in 2022 looks at it and says, “Oh, okay. So maybe we should get nukes.” My prediction is that, in the next couple of decades, more countries will be working on their nukes.
Alessio Fanelli
They really should. I've consistently advocated for specifically Japan, South Korea, and Poland to get nukes. Obviously, Ukraine should as well.
Someone could argue that if a country currently doesn't work on its own nuclear program, it's doing a disservice to its country, and the government should be fired. It seems like, from recent world history, that this is the only way to actually provide credible deterrence.
So, I guess I think that in Europe, people are not quite sure how America will behave. Will it behave as the Hollywood hero, or will it behave pragmatically, as it did at the beginning of World War II, or as it did when Ukraine was attacked by Russia? I know the US just decided to sort of push the Budapest Memorandum aside because, of course, Russia is a nuclear power, and we don't want to mess with it.
swyx
Everyone says Russia's behind right now in the drone war.
Okay.
Alessio Fanelli
But that wasn't true a year ago. A year ago, people were saying either Russia was ahead or they were at parity. Or maybe that was a year and a half ago. Russia has more people—about 4 times as many people, or more.
Yeah, I think, give or take, yeah.
swyx
Yeah.
Alessio Fanelli
30 versus about 120, yeah.
Yeah. So, 4 times as many people, more help from China.
swyx
The economy is, like, 10 to 20 times bigger, I think.
A lot of oil money that Ukraine just doesn't have. More direct help from China than Ukraine is getting. So, Russia just has this massive advantage in scaling against Ukraine itself. Ukraine has financial assistance from the EU, but right now, Ukraine is ahead in the drone race.
swyx
I'm not sure about that, by the way.
Okay.
Alessio Fanelli
Well, that was going to be my next question. Is that true? And if it is true, how long before Russia manages to pivot, course-correct, and regain the lead?
swyx
Sorry, for my own curiosity, can we define “drone race”?
Yeah, look, I think it's also helpful for our listeners to understand that there are at least 30 different types, or categories, of drones. First, you have different domains: flying drones, ground vehicles, sea vehicles, and underwater vehicles. Then, for each of those domains, you have multiple use cases.
For ground vehicles, you have logistics, evacuation, mining, demining, and maybe something else. For aerial drones, you have reconnaissance, front strike, mid-strike, deep strike, mining, demining, radio repeating, kamikaze bombing, ISR, and different types of surveillance: tactical surveillance, operational-level surveillance, and maybe strategic-level surveillance at some point. Logistics also applies to aerial drones.
For sea drones, it's the same thing. In each of those categories, you have dozens, sometimes over 100, companies and products competing. That's the current Ukrainian battlefield. From the Russian side, it's less of a zoo, as we say. In each category, they usually have 1, 2, maybe 3 products, and then they scale them in a centralized fashion.
When you talk about whether we are behind, or who's behind or ahead in drone warfare, you've got to analyze that area by area. If you're talking about front strike, I would argue that Ukraine has gotten ahead recently after scaling fiber-optic drones. Before that, Russia was slightly ahead.
With mid-strikes, something like 40 to 200 kilometers, it's hard for me to judge. At some point, Russia was ahead. I think maybe we're getting ahead as well. In deep strike, we recently got ahead, so we were doing more damage to Russia with deep-strike drones than they're doing to us.
In sea drones, we're consistently ahead; we were always ahead. In ground drones, I think we're ahead.
swyx
Where are they still ahead?
In general, I think we're ahead. Where they are still ahead, I think, is in certain components, like GPS-free navigation. Their CRP antennas are pretty good. They have these winged bombs that they drop from their bomber planes. I forgot the English name for it.
Alessio Fanelli
Glide bomb?
Yeah, sort of. So, they're ahead on that side, and it's difficult to protect against those.
swyx
What's the range of that?
It can be pretty big. I think it can be up to 80 kilometers.
Alessio Fanelli
And then, obviously, the range of the plane?
swyx
Like a strike plane?
Yeah, the range is a very iffy subject here because the range is basically the distance from where you drop the bomb to where it lands. But you drop it from a fighter plane, and fighter planes are susceptible to aerial interceptor missiles.
On our side, we have our own fighter planes, and we have ground anti-air systems. Those 2 assets have their radars and radar fields. Depending on the enemy's tactics, you can calculate how big the aerial area is that you cover with those assets.
I'm not a professional military guy, so I'm covering these topics in layman's terms. Don't quote me on this. I'm just trying to make this as understandable to an average listener as possible.
swyx
Helicopters—I’ve recently seen reports of drones taking out helicopters in the air, and that this is new. Is that new? Is that going to be a big deal? Is that eventually going to get rid of helicopters, the way drones are getting rid of tanks from the battlefield?
Yeah, look, helicopters are also very versatile assets. Front-strike helicopters, I think we're going to be seeing fewer and fewer of them. These few Russian helicopters that Ukraine has intercepted with drones were more like edge cases than a systematic sort of helicopter-hunting campaign. I think it is possible to turn it into a systematic countermeasure against helicopters.
swyx
What kind of—will those be battery-powered drones themselves?
Yeah, potentially. There are so many different scenarios. You can have large aerial drone carriers carrying interceptor drones.
Alessio Fanelli
That then go hit the helicopters.
For example. Or you can have battery-powered interceptor drones, but not of the missile-with-a-propeller type, like many of these well-known drones, such as Sting or P-1 Sun. They look basically like a missile with a quadcopter behind it. But you can also have plane-like, fixed-wing aerial interceptors.
swyx
So then, does anyone have a little drone that flies super low under the helicopter and shoots it from underneath?
Alessio Fanelli
A surface-to-surface drone that carries surface-to-air missiles somehow.
Yeah, I don't think that's very practical because whatever you have going on land will be super slow and not fast enough to hunt down a helicopter.
swyx
I mean, in the air, is there a drone capable of carrying a small surface-to-air missile that can skim low and then launch its little missile, like a flying missile platform?
But a big part of a mission like that is not just kinetically getting to a helicopter, but also identifying it, either by means of first radar and then visually, and placing the asset you have—the interception asset you have—in the right place at the right time.
The combination of those things is much more complex than just asking how we can strike it from behind or from below. But that doesn't mean helicopters are becoming completely useless. For example, helicopters are used to intercept deep-strike drones.
Like Ukraine uses a lot of helicopters to shoot down Shaheds. Russia used helicopters to shoot down our deep-strike drones.
swyx
A lot of people talk about drone countermeasures—things people do technologically to try to shoot down FPV drones or bomber drones. Dumb question that I probably already know the answer to, but for the listeners: Why can't you use a shotgun to shoot down drones that are coming after you? That's the main weapon that people use against them. Why aren't they very good?
They're pretty good. There are hundreds—definitely thousands—of cases of drones being shot down with shotguns, both by Ukrainians and Russians. There's even statistics on what percentage of Ukrainian FPV drones didn't accomplish their mission because they were shot down with a shotgun.
swyx
All right. So, if I'm a guy with a shotgun, I'm walking around, and an FPV drone comes for me—
I don't recommend that.
swyx
No, I don't plan on it. But suppose that were the case.
Okay.
swyx
Or suppose there's a guy—he's not me.
Yeah.
swyx
He's dumber than me, okay? He's got a shotgun, he's walking around, and an FPV drone is sent after him. Someone says, “Okay, there's a guy walking around. Kill him. FPV drone, go.” The FPV drone goes after him, and he has a shotgun. What are his chances of using that shotgun to shoot down the drone before the drone gets him? Can you say that?
Depending on how good you are with a shotgun. I was talking to some Ukrainian pilot groups, and they told me there was this Russian guy who was just like Rambo. He shot down 7 FPV drones. They couldn't get him. They finally got him, but it was like nothing they'd seen before.
swyx
Non-Rambo—
Noah
The average non-Rambo will just die.
swyx
Will just die. So there's a very low chance that they'll be able to use a shotgun to shoot down the drone.
Low chance, yeah.
swyx
Got it. That was the kind of question I was getting at. There's no sort of portable electronic countermeasure that can get FPV drones if you're just holding it, very effectively.
There are plenty of them. It just depends. Electronic countermeasures are used all across the front line. The tricky thing is that electronic countermeasures cover certain radio-electronic bands of frequencies.
swyx
Let me simplify my question. Is there a man-portable system that will give me a greater-than-50% chance of living if an FPV drone specifically targets me and comes to kill me right now?
If your system jams the frequency the drone works on, and the drone doesn't have optical fiber or last-mile autonomy, then you have a 100% chance that it will not fly toward you. But then, what is the chance of encountering a drone that can either use a different frequency, autonomy, or fiber optics? That depends on the area you're in and who your adversary is in that area and zone.
swyx
Okay. I guess this question was maybe too dumb.
No, it's a great question. There are no dumb questions here. If you feel a common theme in my answers, it's that things in practice, in war, are way more complex than they seem.
swyx
I want listeners to understand why. I've read tons of things that say that, basically, if you're walking around in the open and drones come for you, you're not 100% dead, but you're probably dead. I've read a bunch of things that say that, and I want listeners to understand why—people who are paying a tiny bit of attention to this debate from far away and intermittently in America don't understand the weakness of our military against this kind of attack, against a drone attack.
We have a lot of psychological mechanisms by which we cope with the mental idea of drones. I would like to bust those mechanisms by explaining why drones defeat human infantry on the battlefield.
Yeah, I mean, it's just like a guided bomb flying at you, and it knows exactly where you are. It's not the ultimate weapon, but one of the things that went viral in the Ukrainian defense-tech bubble, even before the words of the CEO of Rheinmetall, was an American battle-tank pilot who was interviewed. He was asked whether he was afraid of FPV drones, and he said, “No. Our tanks are strong.”
That went viral among Ukrainians because they were like, “Dude, you have no idea what you're talking about. Don't mess with those drones.” The Abrams is a great tank, but against an FPV drone, sorry, dude, that's not going to work. Maybe not against 1 drone, but a dozen drones will take it out.
There is hope, though. You just have to have kinetic countermeasures.
swyx
An interesting thing: “kinetic countermeasure” means a thing that shoots down the drone.
It can mean many things. If you go to the Ukrainian east and territories close to the front lines—about 50 km in from the frontline—all the roads are covered by fishnets. You literally ride in a corridor of fishnets. That's the mechanical countermeasure against the drone.
swyx
You count that as a kinetic countermeasure?
Well, a mechanical countermeasure.
swyx
Okay, okay. I don't know all the jargon.
Yeah, whatever. Then the tanks—if you look at Russian tanks, and sometimes even Ukrainian tanks or equipment, they all look like porcupines. They have these long, sticking-out poles. I don't know the proper term.
swyx
We talked about poles already.
A different kind of pole.
And that's the way to protect against drones. That's the way to make the drone detonate maybe half a meter or a meter away from the actual shell of the tank. Sometimes there are nets on top of these tanks, just welded on with some extra equipment.
Then, of course, there are guns. What both Russians and Ukrainians are beginning to experiment with is a kind of interceptor drone—an anti-FPV interceptor drone—which you put on top of something like a gun, like a harpoon, sort of thing. When you see a drone coming at you, maybe you can notice or hear it from 200 m or 100 m away, so you have a couple of seconds. You grab that thing, point it, and fire it.
On board, it has certain AI that helps it guide the small drone toward an attacking drone and intercept it that way. Those are the things being developed, and we're working on some of these things as well. You can imagine an armored vehicle with hundreds of drones on top of it, which are protector drones. They're sort of like active armor. Whenever they see a drone coming at you, they take off.
swyx
What about the kind of thing the Germans are building, which is basically a big truck with some sort of automated shotgun on it?
Yeah, they have Skynex. It's by Rheinmetall, by the guy whom we mentioned today. Skynex is considered an okay weapon. Its shots are quite expensive, though.
swyx
The cost to fire each shot, really?
Yeah, cost to effect in a more abstract way. Last year I was speaking at the LANDEURO conference. It's the biggest U.S. Army conference in Europe, called LANDEURO. There was an expo there, and there was a Raytheon RTX booth.
Raytheon is an amazing company. Gosh, we love Raytheon. They're making Patriots. Patriots are the best. They make a bunch of other things, too. They had this laser gun.
swyx
I was going to ask about that next. It's a laser.
A laser thing. They have it in 2 variations: a 10-kW laser and a 20-kW laser. I'm like, “Okay, 10-kW laser, tell me about it. Can it take down an FPV drone?” They're like, “Yes, of course it can.”
I'm like, “Okay, cool. How much time does it take to take down an FPV drone?” They're like, “Well, maybe 3 seconds.” I'm like, “Hmm, 3 seconds. That's a lot of time.” But okay, maybe fine. And if an FPV drone tries to evade, they're like, “Well, we will retarget it again.” Then 3 seconds starts again.
I'm like, “What can it take down, like a dozen FPV drones?” They're like, “Yeah, for sure.” I'm like, “Okay, a dozen FPV drones, 30 seconds, maybe yes. 2 km, maybe yes, maybe no.” Then I'm like, “How much does it cost?” He says something like $3 million.
I'm like, “Okay, $3 million. So that is 6,000 FPV drones.” I doubt this thing will be able to handle 6,000 FPV drones, or even 600 FPV drones, coming at it at the same time.
You have this kind of economic problem, and this product may not necessarily be a product against an FPV drone in an active battlefield environment. It might be guarding a stadium in a peaceful country. If some random dudes launch a couple of drones above a stadium, you shoot them down.
swyx
Okay. Everyone's happy, although the drone will fall down, maybe fall on someone's head. That wouldn't be cool. So, you would want something like catching bad drones with a net above a stadium or something like that. But whatever, my point is that the economics matter.
Alessio Fanelli
If you sent them one by one, it wouldn't—it would just be pew, pew, pew, pew.
Noah
But who would send them one?
Alessio Fanelli
But if you sent a massive swarm of 6,000 drones—
Noah
Yeah.
Alessio Fanelli
What about a more powerful laser, like a 100-kilowatt laser or something? They wouldn't need to spend the money on the—
Noah
That's worse. You need a less powerful laser that achieves the same effect. A more powerful laser would be more expensive, heavier, and more difficult to transport. It would be more difficult to make many of them, and therefore you wouldn't be able to cover a long front line. It would be super expensive to replace if it gets damaged—all of those issues.
The reason why drones or iPhones become so popular is because they're small and everyone can have one. And so it is with countermeasures. That's another mental shift that you've got to go through. It's no longer about an aircraft carrier that costs, whatever, $14 billion and takes forever to build.
It's about mass that you can iterate on very quickly, upgrade, and have everyone operate. Then that mass, when it is combined—or the technologies, when they're extrapolated from one domain to another domain—they add up, right, as it happens with software. So, I think that's important.
swyx
Can I ask a follow-up question? Russia is not necessarily the smartest army you could be fighting. What would happen if your adversary was smarter? Do you think things would change meaningfully?
Look, I don't know if I fully agree with “not the smartest army.” Who is the smartest army?
swyx
I don't know.
That's a question. I don't know. I think those are very dangerous assumptions to make.
swyx
Who was the smartest army in World War I?
I would define “smart.” Why do you think so? Why do you think Russia is not the smartest army?
swyx
Okay. Maybe this is just my own information bubble.
Maybe I agree with you, but I'm naturally wired now to challenge those assumptions.
swyx
Okay. No, no, that's a really good point. I guess, from my information bubble, it seems like Russia's strategy has largely been to just throw resources at people.
In a Western propaganda information bubble, of course. As am I. We're all rooting for Ukraine to win, right? But, yeah, sorry, go on.
swyx
Yeah, yeah. But going back to this, there's a history of large powers failing to take over smaller ones, strategically speaking—
David and Goliath.
swyx
Yeah, this is—
They fail a lot more now than they used to.
swyx
Yeah. The success rate of taking places over has gone way down.
Yeah, and certainly. But regardless, I do wonder if Russia had not essentially assumed victory early on—
No, they're super stupid, of course. They were marching at Kyiv with their parade costumes, thinking they were going to have a parade in Kyiv in a few days. That was super stupid. There were lots of stupid things. They have no regard, no care for human life. They're sending those Russian folks without armor, without anything—folks on crutches—sending them to storm Ukrainian positions. It's like—
Shawn Wang
Do you think, at this point, there's—
Noah
I actually have a good friend. He's American, from Seattle. He served in special forces here in the US and had been on maybe 3 deployments. Then he went to Ukraine as a volunteer, and he's been fighting since 2022. He's a very good friend of mine.
At some point, he's been texting me, and he's like, “Okay, I'm near Pokrovsk.” It wasn't Pokrovsk; it was—gosh, the other city—Chasiv Yar. And he's like, “Okay, so what the Russians are doing, they're just creating so much work for all the psychologists who are going to heal those Ukrainian riflemen or machine gunners who are just shooting at the Russians who are going nonstop, right?”
The Russians are causing psychological trauma to Ukrainians because they're dying in such a stupid way. That is indeed stupid of the Russian high command, et cetera, et cetera. But then, that's the resource they have.
Alessio Fanelli
If you've got Zerglings, you use your Zerglings.
Noah
That's the way—that's their strategy, right?
Alessio Fanelli
Zerg—
Noah
Yeah.
Alessio Fanelli
Back in the day, that's what you did. If you play StarCraft, that's how Zergs win, right?
Noah
The Terrans?
Alessio Fanelli
I don't know. I'm working on that.
Noah
Hopefully, we can do Protoss technology with Zerg speed. That would be the best. I think that's what the Ukrainian housewives are working on.
Alessio Fanelli
In fact, you cannot beat those housewives. Do not oppose Ukrainian housewives.
Noah
Housewives, for sure. Yeah.
Shawn Wang
Two final questions. First one, you started out by telling us a story about going to a chapel on February 23rd.
Noah
Yeah.
Shawn Wang
Were you able to get married there? And, yeah, can you finish that story?
Noah
We actually did get married, but we postponed the wedding as a social event until the war is over.
Shawn Wang
Okay, cool. And then, last question: What do you want our audience to take away? If you have 1 point you want them to walk away with, what would it be?
Noah
One piece: be prepared for war. You've got to invest in defense and security.
Shawn Wang
Right. Thanks. Thank you for talking with us.
Noah
Thank you.
Shawn Wang
And thank you, Noah, for all the great—
Alessio Fanelli
Absolutely great. Yeah, great to—
Shawn Wang
Yeah, that was fantastic. Thanks so much.
Alessio Fanelli
Awesome. Thanks.