# sources

title: techukraine.org: Deep tech sovereignty brave1 unlocks new grants for component manufacturers
node_name: BRAVE1 Wartime Procurement Innovation Model
created_at: 2026-05-08 14:05:33
url:
https://techukraine.org/2025/12/04/deep-tech-sovereignty-brave1-unlocks-new-grants-for-component-manufacturers/


node_name: Sensor-to-Shooter Kill Chain Compression
created_at: 2026-05-08 14:05:33
url:
https://debuglies.com/2025/06/03/pioneering-digital-warfare-the-uk-ministry-of-defences-digital-targeting-web-and-lessons-from-ukraine-and-gaza-conflicts-in-the-2025-strategic-defence-review/

title:
debuglies.com: Pioneering digital warfare the uk ministry of defences digital targeting web and lessons from ukraine and gaza conflicts in the 2025 strategic defence review


title: euromaidanpress.com: Nato exercise reveals alliance cant survive ukraine style drone warfare
node_name: Sensor-to-Shooter Kill Chain Compression
created_at: 2026-05-08 14:05:33
url:
https://euromaidanpress.com/2026/02/13/nato-exercise-reveals-alliance-cant-survive-ukraine-style-drone-warfare/


title: rand.org: Electromagnetic warfare natos blind spot could decide
node_name: Electronic Warfare Spectrum Dominance Race
created_at: 2026-05-08 14:05:33
url:
https://www.rand.org/pubs/commentary/2025/11/electromagnetic-warfare-natos-blind-spot-could-decide.html


title: csis.org: Lessons ukraine conflict modern warfare age autonomy information and resilience
node_name: Electronic Warfare Spectrum Dominance Race
created_at: 2026-05-08 14:05:33
url:
https://www.csis.org/analysis/lessons-ukraine-conflict-modern-warfare-age-autonomy-information-and-resilience


title: breakingdefense.com: How layered defense systems are adapting to ever shifting drone threats
node_name: Counter-UAS Layered Defense Economics
created_at: 2026-05-08 14:05:33
url:
https://breakingdefense.com/2025/10/how-layered-defense-systems-are-adapting-to-ever-shifting-drone-threats/


title: lockheedmartin.com: The counter uas challenge closing the gap in drone swarm defense
node_name: Counter-UAS Layered Defense Economics
created_at: 2026-05-08 14:05:33
url:
https://www.lockheedmartin.com/en-us/news/features/2025/the-counter-uas-challenge-closing-the-gap-in-drone-swarm-defense.html


node_name: NATO 5% GDP Defense Industrial Mobilization
created_at: 2026-05-08 14:05:33
url:
https://carnegieendowment.org/research/2025/12/rebalancing-the-transatlantic-defense-industrial-relationship-regional-pragmatism-in-northeastern-europe

title:
carnegieendowment.org: Rebalancing the transatlantic defense industrial relationship regional pragmatism in northeastern europe


title: chathamhouse.org: What ukraine can teach europe and world about innovation modern warfare
node_name: Continuous Tactical Innovation Cycle
created_at: 2026-05-08 14:05:33
url:
https://www.chathamhouse.org/2025/03/what-ukraine-can-teach-europe-and-world-about-innovation-modern-warfare


title: usni.org: Ukraines magura naval drones black sea equalizers
node_name: Ukraine USV Naval Drone Revolution
created_at: 2026-05-08 14:05:33
url:
https://www.usni.org/magazines/proceedings/2025/september/ukraines-magura-naval-drones-black-sea-equalizers


node_name: Ukraine USV Naval Drone Revolution
created_at: 2026-05-08 14:05:33
url:
https://www.autonomyglobal.co/lessons-from-the-black-sea-maritime-uncrewed-systems-strategic-doctrine-and-the-future-of-aukus/

title:
autonomyglobal.co: Lessons from the black sea maritime uncrewed systems strategic doctrine and the future of aukus


title: nationaldefensemagazine.org: Army falls short of 155mm production goal
node_name: NATO Munitions Production Structural Failure
created_at: 2026-05-08 14:05:33
url:
https://www.nationaldefensemagazine.org/articles/2025/8/14/army-falls-short-of-155mm-production-goal


title: euronews.com: Is russia producing a years worth of nato ammunition in three months
node_name: NATO Munitions Production Structural Failure
created_at: 2026-05-08 14:05:33
url:
https://www.euronews.com/my-europe/2025/07/16/is-russia-producing-a-years-worth-of-nato-ammunition-in-three-months


title: smallwarsjournal.com: The reconnaissance reality gap western doctrine vs the ukrainian battlefield
node_name: Drone-Transparent Battlefield Doctrine
created_at: 2026-05-08 14:05:33
url:
https://smallwarsjournal.com/2025/12/09/the-reconnaissance-reality-gap-western-doctrine-vs-the-ukrainian-battlefield/


node_name: Drone-Transparent Battlefield Doctrine
created_at: 2026-05-08 14:05:33
url:
https://d1y8sb8igg2f8e.cloudfront.net/documents/The_Future_of_Deception_in_War_Lessons_from_Ukraine_2025-05-27_173809_A1N7VmF__8eOjhW1.pdf

title:
d1y8sb8igg2f8e.cloudfront.net: The Future of Deception in War Lessons from Ukraine 2025 05 27 173809 A1N7VmF 8eOjhW1


title: dsm.forecastinternational.com: Ukraine war highlights new role for loitering munitions
node_name: Loitering Munition Non-State Precision Strike
created_at: 2026-05-08 14:05:33
url:
https://dsm.forecastinternational.com/2025/09/05/ukraine-war-highlights-new-role-for-loitering-munitions/


node_name: Loitering Munition Non-State Precision Strike
created_at: 2026-05-08 14:05:33
url:
https://aviationanddefensemarketreports.com/loitering-munitions-the-kamikaze-drones-reshaping-modern-warfare/

title:
aviationanddefensemarketreports.com: Loitering munitions the kamikaze drones reshaping modern warfare


node_name: IDF Lavender-Gospel AI Targeting System
created_at: 2026-05-08 14:05:33
url:
https://aoav.org.uk/2025/the-lavender-precedent-automated-kill-lists-and-the-limits-of-international-humanitarian-law/

title:
aoav.org.uk: The lavender precedent automated kill lists and the limits of international humanitarian law


node_name: Houthi Red Sea Maritime Blockade
created_at: 2026-05-08 14:05:33
url:
https://atlasinstitute.org/the-red-sea-shipping-crisis-2024-2025-houthi-attacks-and-global-trade-disruption/

title:
atlasinstitute.org: The red sea shipping crisis 2024 2025 houthi attacks and global trade disruption


title: washingtoninstitute.org: Houthi shipping attacks patterns and expectations 2025
node_name: Houthi Red Sea Maritime Blockade
created_at: 2026-05-08 14:05:33
url:
https://www.washingtoninstitute.org/policy-analysis/houthi-shipping-attacks-patterns-and-expectations-2025


title: nationaldefenselab.com: Strategic orbit commercial satellites military intelligence
node_name: Commercial OSINT Satellite Intelligence Revolution
created_at: 2026-05-08 14:05:33
url:
https://nationaldefenselab.com/news/details/strategic-orbit-commercial-satellites-military-intelligence


title: centrumbalticum.org: Stephen coulthart lessons from ukraine how osint networks are changing war
node_name: Commercial OSINT Satellite Intelligence Revolution
created_at: 2026-05-08 14:05:33
url:
https://www.centrumbalticum.org/en/publications/baltic_rim_economies/baltic_rim_economies_1_2026_-_intelligence_and_foresight/stephen_coulthart_lessons_from_ukraine_how_osint_networks_are_changing_war


node_name: Commercial OSINT Satellite Intelligence Revolution
created_at: 2026-05-08 14:05:33
url:
https://defense.info/re-shaping-defense-security/2025/08/ukraines-expanding-satellite-intelligence-network-how-finland-and-eastern-europe-are-reshaping-modern-warfare-surveillance/

title:
defense.info: Ukraines expanding satellite intelligence network how finland and eastern europe are reshaping modern warfare surveillance


title: atlanticcouncil.org: Ukrainian drones reportedly knock out 10 percent of russian refining capacity
node_name: Civilian Infrastructure Counter-Value Targeting
created_at: 2026-05-08 14:05:33
url:
https://www.atlanticcouncil.org/blogs/ukrainealert/ukrainian-drones-reportedly-knock-out-10-percent-of-russian-refining-capacity/


node_name: Starlink Tactical Internet Military Dependency
created_at: 2026-05-08 14:05:33
url:
https://medium.com/@Forensic-Archive/the-starlink-network-russia-cant-jam-satellite-communications-rewriting-military-doctrine-7577c7db6cc9

title:
medium.com: The starlink network russia cant jam satellite communications rewriting military doctrine 7577c7db6cc9


title: foreignpolicy.com: Ukraine russia war military social media osint open source intelligence
node_name: OSINT Cellular Self-Geolocation Kill Vulnerability
created_at: 2026-05-08 14:05:33
url:
https://foreignpolicy.com/2023/03/02/ukraine-russia-war-military-social-media-osint-open-source-intelligence/


node_name: Russian UMPK Glide Bomb Standoff Production Doctrine
created_at: 2026-05-08 14:05:33
url:
https://united24media.com/latest-news/russia-mass-produces-new-glide-bombs-that-can-strike-200-km-deep-into-ukraine-12652

title:
united24media.com: Russia mass produces new glide bombs that can strike 200 km deep into ukraine 12652


node_name: HIMARS Logistics Interdiction Deep Battle Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/focus-analysis-conflicts/army/conflicts-in-the-world/ukraine-russia-conflict/analysis-ukraine-atacms-vs-russian-iskander-missiles-in-battle-for-long-range-precision-strike-dominance

title:
armyrecognition.com: Analysis ukraine atacms vs russian iskander missiles in battle for long range precision strike dominance


node_name: Baltic Defence Line Area Denial Architecture
created_at: 2026-05-08 14:05:33
url:
https://theconversation.com/european-countries-are-now-turning-to-landmines-to-create-new-deadly-defensive-barriers-from-russia-266181

title:
theconversation.com: European countries are now turning to landmines to create new deadly defensive barriers from russia 266181


node_name: Anti-Drone Vehicle Armor Cope Cage Adaptation
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/news/army-news/2026/ukraines-leopard-1a5-tank-survives-52-drone-strikes-using-layered-anti-drone-armor-in-fpv-dominated-warfare

title:
armyrecognition.com: Ukraines leopard 1a5 tank survives 52 drone strikes using layered anti drone armor in fpv dominated warfare


title: twz.com: Army wants new armor to protect from overhead drone attacks on its tracked vehicles
node_name: Anti-Drone Vehicle Armor Cope Cage Adaptation
created_at: 2026-05-08 14:05:33
url:
https://www.twz.com/land/army-wants-new-armor-to-protect-from-overhead-drone-attacks-on-its-tracked-vehicles


node_name: Anti-Drone Vehicle Armor Cope Cage Adaptation
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/news/army-news/2025/exclusive-china-to-develop-anti-drone-armor-for-tanks-shaped-by-lessons-from-the-ukrainian-battlefield

title:
armyrecognition.com: Exclusive china to develop anti drone armor for tanks shaped by lessons from the ukrainian battlefield


title: armyrecognition.com: Technology ukraine develops tm 2025 anti tank mine with 3d printed smart fuse
node_name: Mine Warfare Renaissance Ottawa Withdrawal
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/focus-analysis-conflicts/army/defence-security-industry-technology/technology-ukraine-develops-tm-2025-anti-tank-mine-with-3d-printed-smart-fuse


title: armyrecognition.com: Exclusive us army reevaluates tank warfare strategy amid drone threats
node_name: Armored Warfare Doctrinal Transformation Post-Ukraine
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/news/army-news/2025/exclusive-us-army-reevaluates-tank-warfare-strategy-amid-drone-threats


node_name: Armored Warfare Doctrinal Transformation Post-Ukraine
created_at: 2026-05-08 14:05:33
url:
https://mwi.westpoint.edu/the-menace-of-misunderstanding-learning-the-wrong-lessons-from-ukraines-drone-saturated-battlefields/

title:
mwi.westpoint.edu: The menace of misunderstanding learning the wrong lessons from ukraines drone saturated battlefields


title: fpri.org: Shallow ramparts air and missile defenses in the june 2025 israel iran war
node_name: Air Defense Interceptor Multi-Theater Depletion Crisis
created_at: 2026-05-08 14:05:33
url:
https://www.fpri.org/article/2025/10/shallow-ramparts-air-and-missile-defenses-in-the-june-2025-israel-iran-war/


node_name: Air Defense Interceptor Multi-Theater Depletion Crisis
created_at: 2026-05-08 14:05:33
url:
https://nationalsecurityjournal.org/the-patriot-missile-crisis-why-the-us-army-wants-to-quadruple-production/

title:
nationalsecurityjournal.org: The patriot missile crisis why the us army wants to quadruple production


node_name: Ukraine Drone Industrial Sovereignty
created_at: 2026-05-08 14:05:33
url:
https://kyivindependent.com/ukraine-can-produce-8-million-drones-annually-needs-investments-zelensky-says06-2025/

title:
kyivindependent.com: Ukraine can produce 8 million drones annually needs investments zelensky says06 2025


title: dronelife.com: Ukraines drone boom how wartime innovation is reshaping the global drone industry
node_name: Ukraine Drone Industrial Sovereignty
created_at: 2026-05-08 14:05:33
url:
https://dronelife.com/2025/11/12/ukraines-drone-boom-how-wartime-innovation-is-reshaping-the-global-drone-industry/


title: gssr.georgetown.edu: A first point view examining ukraines drone industry
node_name: Ukraine Drone Industrial Sovereignty
created_at: 2026-05-08 14:05:33
url:
https://gssr.georgetown.edu/the-forum/regions/eurasia/a-first-point-view-examining-ukraines-drone-industry/


title: aei.org: Revisiting the russian viasat hack four lessons about cyber on the battlefield
node_name: Cyber Warfare Kinetic Subordination Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.aei.org/foreign-and-defense-policy/revisiting-the-russian-viasat-hack-four-lessons-about-cyber-on-the-battlefield/


node_name: Cyber Warfare Kinetic Subordination Doctrine
created_at: 2026-05-08 14:05:33
url:
https://carnegieendowment.org/research/2022/12/russias-wartime-cyber-operations-in-ukraine-military-impacts-influences-and-implications/

title:
carnegieendowment.org: Russias wartime cyber operations in ukraine military impacts influences and implications


title: levelblue.com: Three years of cyber warfare how digital attacks have shaped the russia ukraine war
node_name: Cyber Warfare Kinetic Subordination Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.levelblue.com/blogs/spiderlabs-blog/three-years-of-cyber-warfare-how-digital-attacks-have-shaped-the-russia-ukraine-war


node_name: Auftragstaktik Mission Command Decentralization Revival
created_at: 2026-05-08 14:05:33
url:
https://pulaski.pl/en/mission-command-philosophy-in-the-context-of-the-war-between-russia-and-ukraine-conclusions-for-poland/

title:
pulaski.pl: Mission command philosophy in the context of the war between russia and ukraine conclusions for poland


title: newgeopolitics.org: How to create a more effective army lessons from the russia ukraine war
node_name: Auftragstaktik Mission Command Decentralization Revival
created_at: 2026-05-08 14:05:33
url:
https://www.newgeopolitics.org/2023/09/01/how-to-create-a-more-effective-army-lessons-from-the-russia-ukraine-war/


node_name: October 7 Intelligence Overconfidence Typhoon Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.fdd.org/analysis/2025/02/28/idf-failed-in-its-mission-to-protect-civilians-report-into-idfs-october-7-failures-released/

title:
fdd.org: Idf failed in its mission to protect civilians report into idfs october 7 failures released


title: jurist.org: Gaza exposes the limits and dangers of ihls proportionality rule
node_name: October 7 Intelligence Overconfidence Typhoon Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.jurist.org/features/2025/12/18/gaza-exposes-the-limits-and-dangers-of-ihls-proportionality-rule/


title: theglobeandmail.com: Article the cost of interceptors has made the war with iran one of economic
node_name: Air Defense Cost Asymmetry Trap
created_at: 2026-05-08 14:05:33
url:
https://www.theglobeandmail.com/world/article-the-cost-of-interceptors-has-made-the-war-with-iran-one-of-economic/


title: colorado.edu: Israels iron dome air defense system works well heres how hamas got around it
node_name: Air Defense Cost Asymmetry Trap
created_at: 2026-05-08 14:05:33
url:
https://www.colorado.edu/asmagazine/2023/10/13/israels-iron-dome-air-defense-system-works-well-heres-how-hamas-got-around-it


title: vgi.com.ua: Drones vs electronic warfare whos winning the battle for the skies in ukraine
node_name: EW-Autonomy Escalation Spiral
created_at: 2026-05-08 14:05:33
url:
https://vgi.com.ua/en/drones-vs-electronic-warfare-whos-winning-the-battle-for-the-skies-in-ukraine/


title: madsciblog.tradoc.army.mil: 526 tactical tech how smartphones are countering jamming in ukraine
node_name: EW-Autonomy Escalation Spiral
created_at: 2026-05-08 14:05:33
url:
https://madsciblog.tradoc.army.mil/526-tactical-tech-how-smartphones-are-countering-jamming-in-ukraine/


title: internationalpolicy.org: Ai and israels dystopian promise of war without responsibility
node_name: IDF Lavender-Gospel AI Kill Pipeline
created_at: 2026-05-08 14:05:33
url:
https://internationalpolicy.org/publications/ai-and-israels-dystopian-promise-of-war-without-responsibility/


title: csis.org: How ukraine rebuilt its military acquisition system around commercial technology
node_name: Ukraine Defense Autarky Transition
created_at: 2026-05-08 14:05:33
url:
https://www.csis.org/analysis/how-ukraine-rebuilt-its-military-acquisition-system-around-commercial-technology


title: sipri.org: Transformation ukraines arms industry amid war russia
node_name: Ukraine Defense Autarky Transition
created_at: 2026-05-08 14:05:33
url:
https://www.sipri.org/commentary/topical-backgrounder/2025/transformation-ukraines-arms-industry-amid-war-russia


node_name: Ukraine Defense Autarky Transition
created_at: 2026-05-08 14:05:33
url:
https://kyivindependent.com/ukraines-defense-procurement-shifts-to-domestic-suppliers-rising-to-71-from-last-years-44/

title:
kyivindependent.com: Ukraines defense procurement shifts to domestic suppliers rising to 71 from last years 44


title: mwi.westpoint.edu: Gazas underground hamass entire politico military strategy rests on its tunnels
node_name: Hamas Underground Strategic Doctrine
created_at: 2026-05-08 14:05:33
url:
https://mwi.westpoint.edu/gazas-underground-hamass-entire-politico-military-strategy-rests-on-its-tunnels/


node_name: PLA Ukraine-War Lessons Integration
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/news/navy-news/2025/analysis-china-adapts-russia-ukraine-war-lessons-to-shape-taiwan-conflict-planning

title:
armyrecognition.com: Analysis china adapts russia ukraine war lessons to shape taiwan conflict planning


title: realcleardefense.com: Autonomous battlefield pla lessons from russias invasion of ukraine 1100851
node_name: PLA Ukraine-War Lessons Integration
created_at: 2026-05-08 14:05:33
url:
https://www.realcleardefense.com/articles/2025/03/31/autonomous_battlefield_pla_lessons_from_russias_invasion_of_ukraine_1100851.html


title: usni.org: Envisioning hellscape ukrainian lessons taiwan drone strategy
node_name: PLA Ukraine-War Lessons Integration
created_at: 2026-05-08 14:05:33
url:
https://www.usni.org/magazines/proceedings/2025/april/envisioning-hellscape-ukrainian-lessons-taiwan-drone-strategy


node_name: Iron Beam Directed Energy Air Defense
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/news/army-news/2025/rafael-delivers-israels-first-operational-iron-beam-laser-shield-to-revolutionize-air-defense-era

title:
armyrecognition.com: Rafael delivers israels first operational iron beam laser shield to revolutionize air defense era


node_name: Frontline UGV Logistics Revolution
created_at: 2026-05-08 14:05:33
url:
https://www.defensenews.com/unmanned/2026/04/24/ukraine-to-field-25000-ground-robots-in-push-to-replace-soldiers-for-frontline-logistics/

title:
defensenews.com: Ukraine to field 25000 ground robots in push to replace soldiers for frontline logistics


node_name: North Korea-Russia Industrial War Coalition
created_at: 2026-05-08 14:05:33
url:
https://euromaidanpress.com/2025/04/15/reuters-north-korea-has-supplied-half-of-russias-ammunition-thats-6-million-shells/

title:
euromaidanpress.com: Reuters north korea has supplied half of russias ammunition thats 6 million shells


title: rusi.org: Brothers arms assessing north koreas contribution russias war ukraine
node_name: North Korea-Russia Industrial War Coalition
created_at: 2026-05-08 14:05:33
url:
https://www.rusi.org/explore-our-research/publications/commentary/brothers-arms-assessing-north-koreas-contribution-russias-war-ukraine


node_name: Iron Beam Directed Energy Combat Breakthrough
created_at: 2026-05-08 14:05:33
url:
https://www.timesofisrael.com/defense-ministry-hands-idf-first-combat-ready-iron-beam-laser-interception-system/

title:
timesofisrael.com: Defense ministry hands idf first combat ready iron beam laser interception system


title: army.mil: Theater sustainment transformation lessons from the russia ukraine war
node_name: Contested Logistics Dispersal Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.army.mil/article/274914/theater_sustainment_transformation_lessons_from_the_russia_ukraine_war


node_name: Contested Logistics Dispersal Doctrine
created_at: 2026-05-08 14:05:33
url:
https://mwi.westpoint.edu/logistics-determine-your-destiny-what-russias-invasion-is-reteaching-us-about-contested-logistics/

title:
mwi.westpoint.edu: Logistics determine your destiny what russias invasion is reteaching us about contested logistics


node_name: FIMI Cognitive Warfare AI Amplification
created_at: 2026-05-08 14:05:33
url:
https://www.eeas.europa.eu/eeas/information-integrity-and-countering-foreign-information-manipulation-interference-fimi_en

title:
eeas.europa.eu: Information integrity and countering foreign information manipulation interference fimi en


title: 38north.org: North koreas military intervention in kursk a high casualty learning curve
node_name: DPRK Drone-Shock Adaptation in Kursk
created_at: 2026-05-08 14:05:33
url:
https://www.38north.org/2025/02/north-koreas-military-intervention-in-kursk-a-high-casualty-learning-curve/


title: abcnews.go.com
node_name: DPRK Drone-Shock Adaptation in Kursk
created_at: 2026-05-08 14:05:33
url:
https://abcnews.go.com/International/surrender-ukraine-commander-details-fight-north-koreans-russia/story?id=120403500


node_name: PLA Protracted War Doctrine Pivot
created_at: 2026-05-08 14:05:33
url:
https://media.defense.gov/2025/Dec/23/2003849070/-1/-1/1/ANNUAL-REPORT-TO-CONGRESS-MILITARY-AND-SECURITY-DEVELOPMENTS-INVOLVING-THE-PEOPLES-REPUBLIC-OF-CHINA-2025.PDF

title:
media.defense.gov: ANNUAL REPORT TO CONGRESS MILITARY AND SECURITY DEVELOPMENTS INVOLVING THE PEOPLES REPUBLIC OF CHINA 2025


node_name: PLA Protracted War Doctrine Pivot
created_at: 2026-05-08 14:05:33
url:
https://www.aei.org/articles/lessons-learned-with-chinese-characteristics-understanding-the-limits-of-pla-efforts-to-adapt-to-contemporary-warfare/

title:
aei.org: Lessons learned with chinese characteristics understanding the limits of pla efforts to adapt to contemporary warfare


title: ausa.org: Hypersonic weapons development china russia and united states implications american
node_name: China Cost-Competitive Hypersonic Strike Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.ausa.org/publications/hypersonic-weapons-development-china-russia-and-united-states-implications-american


node_name: Russian Nuclear Coercion Credibility Fatigue
created_at: 2026-05-08 14:05:33
url:
https://esthinktank.com/2025/03/03/russias-shifting-red-lines-nuclear-brinkmanship-strategic-ambiguity-and-the-credibility-of-deterrence-in-ukraine/

title:
esthinktank.com: Russias shifting red lines nuclear brinkmanship strategic ambiguity and the credibility of deterrence in ukraine


title: smallwarsjournal.com: Ukraines it army is waging a crowdsourced cyber war against russia
node_name: Telegram Civilian-Military Intelligence Fusion
created_at: 2026-05-08 14:05:33
url:
https://smallwarsjournal.com/2025/03/24/ukraines-it-army-is-waging-a-crowdsourced-cyber-war-against-russia/


title: lineofdeparture.army.mil: Tactical Reconnaissance Strike in Ukraine
node_name: Small Unit Tactical Revolution
created_at: 2026-05-08 14:05:33
url:
https://www.lineofdeparture.army.mil/Journals/Infantry/Infantry-Archive/Spring-2025/Tactical-Reconnaissance-Strike-in-Ukraine/


title: euronews.com: Could europe conscript 300000 troops needed to deter russia without us
node_name: European Conscription Revival Mechanism
created_at: 2026-05-08 14:05:33
url:
https://www.euronews.com/my-europe/2025/03/11/could-europe-conscript-300000-troops-needed-to-deter-russia-without-us


title: hrw.org: Questions and answers israeli militarys use of digital tools in gaza
node_name: Israel Gaza AI Targeting Lavender-Gospel System
created_at: 2026-05-08 14:05:33
url:
https://www.hrw.org/news/2024/09/10/questions-and-answers-israeli-militarys-use-of-digital-tools-in-gaza


node_name: Air Defense Cost Asymmetry Crisis
created_at: 2026-05-08 14:05:33
url:
https://israelpolicyforum.org/the-asymmetrical-missile-rocket-drone-paradigm-understanding-israels-aerial-threats-and-defensive-capabilities/

title:
israelpolicyforum.org: The asymmetrical missile rocket drone paradigm understanding israels aerial threats and defensive capabilities


title: norskluftvern.com: Iron dome missile defense system cost analysis and performance comparison
node_name: Air Defense Cost Asymmetry Crisis
created_at: 2026-05-08 14:05:33
url:
https://norskluftvern.com/2025/07/19/iron-dome-missile-defense-system-cost-analysis-and-performance-comparison/


title: twz.com: Israels iron beam laser air defense system has downed enemy drones
node_name: Iron Beam Directed Energy Cost Revolution
created_at: 2026-05-08 14:05:33
url:
https://www.twz.com/news-features/israels-iron-beam-laser-air-defense-system-has-downed-enemy-drones


title: euromaidanpress.com: Ukraine and nato are building new kind of wartime procurement
node_name: Ukraine DOT-Chain Digital Procurement Model
created_at: 2026-05-08 14:05:33
url:
https://euromaidanpress.com/2026/04/13/ukraine-and-nato-are-building-new-kind-of-wartime-procurement/


title: breakingdefense.com: What americas iron dome effort should learn from israels air defense systems
node_name: Air Defense Saturation Offensive Doctrine
created_at: 2026-05-08 14:05:33
url:
https://breakingdefense.com/2025/02/what-americas-iron-dome-effort-should-learn-from-israels-air-defense-systems/


title: foreignpolicy.com: Israel military artificial intelligence targeting hamas gaza deaths lavender
node_name: IHL Accountability Vacuum from AI Targeting
created_at: 2026-05-08 14:05:33
url:
https://foreignpolicy.com/2024/05/02/israel-military-artificial-intelligence-targeting-hamas-gaza-deaths-lavender/


node_name: IHL Accountability Vacuum from AI Targeting
created_at: 2026-05-08 14:05:33
url:
https://www.uu.nl/en/achtergrond/israels-ai-enabled-targeting-of-hamas-members-jeopardizes-moral-and-legal-standards-of-warfare

title:
uu.nl: Israels ai enabled targeting of hamas members jeopardizes moral and legal standards of warfare


title: themedialine.org: Israel confronts drone challenges with ai and multilayered defense strategies
node_name: Layered Air Defense Architecture Doctrine
created_at: 2026-05-08 14:05:33
url:
https://themedialine.org/by-region/israel-confronts-drone-challenges-with-ai-and-multilayered-defense-strategies/


node_name: Layered Air Defense Architecture Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/news/army-news/2025/israel-upgrades-iron-dome-air-defense-system-to-counter-drones-and-cruise-missiles

title:
armyrecognition.com: Israel upgrades iron dome air defense system to counter drones and cruise missiles


node_name: Ukraine 2023 Counteroffensive Mine-Drone Barrier
created_at: 2026-05-08 14:05:33
url:
https://mwi.westpoint.edu/the-army-and-the-new-paradigm-of-ground-combat-lessons-from-ukraines-failed-2023-counteroffensive/

title:
mwi.westpoint.edu: The army and the new paradigm of ground combat lessons from ukraines failed 2023 counteroffensive


title: rusi.org: Stormbreak fighting through russian defences ukraines 2023 offensive
node_name: Ukraine 2023 Counteroffensive Mine-Drone Barrier
created_at: 2026-05-08 14:05:33
url:
https://www.rusi.org/explore-our-research/publications/special-resources/stormbreak-fighting-through-russian-defences-ukraines-2023-offensive


node_name: Ukraine 2023 Counteroffensive Mine-Drone Barrier
created_at: 2026-05-08 14:05:33
url:
https://www.army.mil/article/286857/blocked_and_bloodied_lessons_from_the_combined_arms_breach_during_the_2023_ukranian_counter_offensive

title:
army.mil: Blocked and bloodied lessons from the combined arms breach during the 2023 ukranian counter offensive


node_name: Fiber-Optic FPV Drone Anti-Jam Architecture
created_at: 2026-05-08 14:05:33
url:
https://techukraine.org/2025/04/02/ukraines-invisible-drones-major-test-sees-fiber-optic-fpvs-hit-20-km-range-bypassing-ew-threats/

title:
techukraine.org: Ukraines invisible drones major test sees fiber optic fpvs hit 20 km range bypassing ew threats


title: thesourcenews.org: Open source intelligence and the new transparency of global conflict
node_name: OSINT Military Transparency Revolution
created_at: 2026-05-08 14:05:33
url:
https://www.thesourcenews.org/post/open-source-intelligence-and-the-new-transparency-of-global-conflict


title: rand.org: What the pentagon might learn from ukraine about fielding
node_name: Pentagon Acquisition Transformation Crisis
created_at: 2026-05-08 14:05:33
url:
https://www.rand.org/pubs/commentary/2025/02/what-the-pentagon-might-learn-from-ukraine-about-fielding.html


node_name: Pentagon Acquisition Transformation Crisis
created_at: 2026-05-08 14:05:33
url:
https://breakingdefense.com/2026/01/overhauling-acquisition-production-and-procurement-processes-to-rebuild-the-industrial-base/

title:
breakingdefense.com: Overhauling acquisition production and procurement processes to rebuild the industrial base


title: insideunmannedsystems.com: Beyond the gauntlet drone dominance and the lessons of ukraines fpv war
node_name: FPV Operator High-Value Target Attrition Crisis
created_at: 2026-05-08 14:05:33
url:
https://insideunmannedsystems.com/beyond-the-gauntlet-drone-dominance-and-the-lessons-of-ukraines-fpv-war/


title: lieber.westpoint.edu: Artificial intelligence armed conflict current state international law
node_name: Lavender IHL Legal Vacuum
created_at: 2026-05-08 14:05:33
url:
https://lieber.westpoint.edu/artificial-intelligence-armed-conflict-current-state-international-law/


title: nato.int: The hague summit declaration
node_name: NATO Hague 5% GDP Defense Commitment 2035
created_at: 2026-05-08 14:05:33
url:
https://www.nato.int/en/about-us/official-texts-and-resources/official-texts/2025/06/25/the-hague-summit-declaration


title: sipri.org: Natos new spending target challenges and risks associated political signal
node_name: NATO Hague 5% GDP Defense Commitment 2035
created_at: 2026-05-08 14:05:33
url:
https://www.sipri.org/commentary/essay/2025/natos-new-spending-target-challenges-and-risks-associated-political-signal


title: euronews.com: Drone tech evolves every 3 6 months leaving europe buying outpaced systems
node_name: Drone Technology 3-6 Month Obsolescence Cycle
created_at: 2026-05-08 14:05:33
url:
https://www.euronews.com/my-europe/2026/04/16/drone-tech-evolves-every-3-6-months-leaving-europe-buying-outpaced-systems


title: dronelife.com: Unprepared for drone war europe and the us face procurement crisis
node_name: Drone Technology 3-6 Month Obsolescence Cycle
created_at: 2026-05-08 14:05:33
url:
https://dronelife.com/2026/02/26/unprepared-for-drone-war-europe-and-the-us-face-procurement-crisis/


title: atlanticcouncil.org: What ukraines wartime tech ecosystem can teach the rest of the world
node_name: Ukraine DOT-Chain NATO Procurement Adoption
created_at: 2026-05-08 14:05:33
url:
https://www.atlanticcouncil.org/dispatches/what-ukraines-wartime-tech-ecosystem-can-teach-the-rest-of-the-world/


title: kse.ua: KSE Institute Report Harnessing Ukraines Drone Innovations to Advance
node_name: Ukraine 4.5M Annual Drone Industrial Scale 2025
created_at: 2026-05-08 14:05:33
url:
https://kse.ua/wp-content/uploads/2025/11/KSE_Institute_Report_Harnessing_Ukraines_Drone_Innovations_to_Advance.pdf


title: rusi.org: Israel defense forces use ai gaza case misplaced purpose
node_name: Gaza Tunnel Warfare Counter-UAS Intelligence Fusion
created_at: 2026-05-08 14:05:33
url:
https://rusi.org/explore-our-research/publications/commentary/israel-defense-forces-use-ai-gaza-case-misplaced-purpose


node_name: LAWS IHL Accountability Vacuum
created_at: 2026-05-08 14:05:33
url:
https://internationallaw.blog/2025/11/17/navigating-the-legal-landscape-of-contemporary-ai-warfare-through-the-lens-of-international-law-the-case-of-lavender/

title:
internationallaw.blog: Navigating the legal landscape of contemporary ai warfare through the lens of international law the case of lavender


node_name: LAWS IHL Accountability Vacuum
created_at: 2026-05-08 14:05:33
url:
https://unidir.org/wp-content/uploads/2025/03/UNIDIR_The_Interpretation_and_Application_of_International_Humanitarian_Law_Lethal_Autonomous_Weapon_Systems.pdf

title:
unidir.org: UNIDIR The Interpretation and Application of International Humanitarian Law Lethal Autonomous Weapon Systems


node_name: LAWS IHL Accountability Vacuum
created_at: 2026-05-08 14:05:33
url:
https://meetings.unoda.org/ccw/convention-on-certain-conventional-weapons-group-of-governmental-experts-on-lethal-autonomous-weapons-systems-2025

title:
meetings.unoda.org: Convention on certain conventional weapons group of governmental experts on lethal autonomous weapons systems 2025


node_name: NATO Hague 5% GDP Defense Threshold
created_at: 2026-05-08 14:05:33
url:
https://kyivindependent.com/nato-allies-set-new-defense-spending-target-at-5-of-gdp-by-2035-send-aid-to-ukraine/

title:
kyivindependent.com: Nato allies set new defense spending target at 5 of gdp by 2035 send aid to ukraine


node_name: Subterranean Drone Counter-Sensing Arms Race
created_at: 2026-05-08 14:05:33
url:
https://smallwarsjournal.com/2025/06/30/preventing-tunnel-construction-technological-architectural-and-policy-solutions-in-conflict-zones/

title:
smallwarsjournal.com: Preventing tunnel construction technological architectural and policy solutions in conflict zones


title: fdd.org: Tunnel vision us israel cooperation and thefuture of underground warfare
node_name: Subterranean Drone Counter-Sensing Arms Race
created_at: 2026-05-08 14:05:33
url:
https://www.fdd.org/events/2025/01/13/tunnel-vision-us-israel-cooperation-and-thefuture-of-underground-warfare/


title: rusi.org: Israel defense forces use ai gaza case misplaced purpose
node_name: IDF Lavender-Gospel AI Targeting Architecture
created_at: 2026-05-08 14:05:33
url:
https://www.rusi.org/explore-our-research/publications/commentary/israel-defense-forces-use-ai-gaza-case-misplaced-purpose


title: newgeopolitics.org: Ukraines deftech at the end of 2025 from drone mass to systems warfare
node_name: Fiber-Optic FPV Drone EW Immunity
created_at: 2026-05-08 14:05:33
url:
https://www.newgeopolitics.org/2025/12/28/ukraines-deftech-at-the-end-of-2025-from-drone-mass-to-systems-warfare/


node_name: US Army 1-Million-Drone Attrition Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/news/army-news/2025/u-s-army-targets-one-million-expendable-drones-by-2028-citing-ukraine-lessons-and-chinese-scale

title:
armyrecognition.com: U s army targets one million expendable drones by 2028 citing ukraine lessons and chinese scale


title: military.com: How ukraines drone war forcing us army rewrite its battle doctrine
node_name: US Army 1-Million-Drone Attrition Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.military.com/feature/2025/10/19/how-ukraines-drone-war-forcing-us-army-rewrite-its-battle-doctrine.html


node_name: US Army 1-Million-Drone Attrition Doctrine
created_at: 2026-05-08 14:05:33
url:
https://mwi.westpoint.edu/drones-wont-save-us-learning-the-wrong-lessons-from-ukraine-will-cost-the-us-army-its-edge-in-maneuver-warfare/

title:
mwi.westpoint.edu: Drones wont save us learning the wrong lessons from ukraine will cost the us army its edge in maneuver warfare


title: armscontrol.org: Geopolitics and regulation autonomous weapons systems
node_name: LOAC Autonomous Weapons Accountability Gap
created_at: 2026-05-08 14:05:33
url:
https://www.armscontrol.org/act/2025-01/features/geopolitics-and-regulation-autonomous-weapons-systems


node_name: LOAC Autonomous Weapons Accountability Gap
created_at: 2026-05-08 14:05:33
url:
https://jsis.washington.edu/news/cheap-drones-expensive-lessons-ethics-innovation-and-regulation-of-autonomous-weapon-systems/

title:
jsis.washington.edu: Cheap drones expensive lessons ethics innovation and regulation of autonomous weapon systems


node_name: Gaza 3D Subterranean-Urban AI Laboratory
created_at: 2026-05-08 14:05:33
url:
https://madsciblog.tradoc.army.mil/556-robots-drones-and-real-time-imagery-a-troika-of-tech-solutions-to-urban-explosive-threats/

title:
madsciblog.tradoc.army.mil: 556 robots drones and real time imagery a troika of tech solutions to urban explosive threats


title: techukraine.org: Ukraine launches brave1 market an amazon style hub for cutting edge military tech
node_name: Brave1 Defense Tech Marketplace
created_at: 2026-05-08 14:05:33
url:
https://techukraine.org/2025/04/30/ukraine-launches-brave1-market-an-amazon-style-hub-for-cutting-edge-military-tech/


title: hozint.com: Fibre optic drones in ukraine disrupting the electronic warfare paradigm
node_name: Fiber-Optic Drone EW Immunity Revolution
created_at: 2026-05-08 14:05:33
url:
https://www.hozint.com/2025/05/fibre-optic-drones-in-ukraine-disrupting-the-electronic-warfare-paradigm/


node_name: Air Defense Saturation Doctrine
created_at: 2026-05-08 14:05:33
url:
https://euromaidanpress.com/2026/04/28/ukraine-doubled-all-of-2025s-interceptor-drones-in-just-four-months-minister-says/

title:
euromaidanpress.com: Ukraine doubled all of 2025s interceptor drones in just four months minister says


title: brill.com: Article 10.1163 18781527 bja10119
node_name: IHL Accountability Gap from AI Targeting
created_at: 2026-05-08 14:05:33
url:
https://brill.com/view/journals/ihls/aop/article-10.1163-18781527-bja10119/article-10.1163-18781527-bja10119.xml


title: carnegieendowment.org: Ukraine russia war changing warfare practice military strategy
node_name: Ukraine Systems Warfare Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.carnegieendowment.org/research/2026/04/ukraine-russia-war-changing-warfare-practice-military-strategy


title: nationalinterest.org: Israels 2 iron beam laser could disrupt missile warfare mc 121925
node_name: Iron Beam Directed Energy Cost Counter-Inversion
created_at: 2026-05-08 14:05:33
url:
https://nationalinterest.org/blog/buzz/israels-2-iron-beam-laser-could-disrupt-missile-warfare-mc-121925


title: euronews.com: Israels new iron beam laser system passes missile and drone intercept tests
node_name: Iron Beam Directed Energy Cost Counter-Inversion
created_at: 2026-05-08 14:05:33
url:
https://www.euronews.com/2025/12/02/israels-new-iron-beam-laser-system-passes-missile-and-drone-intercept-tests


title: fpri.org: Drones and mass salvo attacks lessons learned from the american defense of israel
node_name: Mass Salvo Saturation Attack Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.fpri.org/article/2025/11/drones-and-mass-salvo-attacks-lessons-learned-from-the-american-defense-of-israel/


title: defensenews.com: Of fiber optics and fpvs 6 questions with a ukrainian drone trainer
node_name: Fiber Optic Drone EW Immunity Architecture
created_at: 2026-05-08 14:05:33
url:
https://www.defensenews.com/global/europe/2025/11/07/of-fiber-optics-and-fpvs-6-questions-with-a-ukrainian-drone-trainer/


title: haaretz.com: 0000018f 3824 d516 afbf fee630230000
node_name: Gaza Subterranean Warfare Robotics Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.haaretz.com/israel-news/2024-05-02/ty-article/israeli-army-used-advanced-robots-supplied-by-mossad-for-combat-in-gaza-tunnels/0000018f-3824-d516-afbf-fee630230000


title: defensenews.com: We dont have infantry ukraines war machine evolves into machine war
node_name: Ukraine Unmanned Systems Forces Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.defensenews.com/global/europe/2026/02/24/we-dont-have-infantry-ukraines-war-machine-evolves-into-machine-war/


title: oe.tradoc.army.mil: Red diamond russias elastic defense technique slowed ukraines advance
node_name: Surovikin Deep Defense Engineering Doctrine
created_at: 2026-05-08 14:05:33
url:
https://oe.tradoc.army.mil/2024/03/29/red-diamond-russias-elastic-defense-technique-slowed-ukraines-advance/


title: ccdcoe.org: Tkachuk N Tallinn Paper 15 Ukraine as the Frontline of European Cyber Defence
node_name: Cyber-Kinetic Integrated Warfare Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.ccdcoe.org/uploads/2025/07/Tkachuk_N_Tallinn_Paper_15_Ukraine-as-the-Frontline-of-European-Cyber-Defence.pdf


title: atlanticcouncil.org: Learning the lessons from ukraines fight against russian cyber warfare
node_name: Cyber-Kinetic Integrated Warfare Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.atlanticcouncil.org/blogs/ukrainealert/learning-the-lessons-from-ukraines-fight-against-russian-cyber-warfare/


title: armyupress.army.mil: Lessons from Ukraine ua
node_name: EMCON Electronic Signature Lethal Imperative
created_at: 2026-05-08 14:05:33
url:
https://www.armyupress.army.mil/Portals/7/military-review/Archives/English/so25/Lessons-from-Ukraine/Lessons-from-Ukraine-ua.pdf


node_name: MBT Drone-Proofing Adaptation Crisis
created_at: 2026-05-08 14:05:33
url:
https://nationalsecurityjournal.org/the-leopard-2-tank-was-thrown-into-a-drone-war-in-ukraine-it-was-never-built-to-fight-in/

title:
nationalsecurityjournal.org: The leopard 2 tank was thrown into a drone war in ukraine it was never built to fight in


node_name: NATO Hague 5 Percent GDP Forcing Function
created_at: 2026-05-08 14:05:33
url:
https://www.atlanticcouncil.org/blogs/new-atlanticist/experts-react/nato-allies-agreed-to-a-5-percent-defense-spending-target-in-a-low-drama-summit-now-what/

title:
atlanticcouncil.org: Nato allies agreed to a 5 percent defense spending target in a low drama summit now what


node_name: Taiwan Hellscape Porcupine USV Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.armyrecognition.com/news/navy-news/2025/taiwan-strengthens-defense-strategy-with-1-320-kuai-chi-naval-drones-to-dissuade-chinese-assault

title:
armyrecognition.com: Taiwan strengthens defense strategy with 1 320 kuai chi naval drones to dissuade chinese assault


title: centerformaritimestrategy.org: Taiwans usv development and strategic learning from ukraine
node_name: Taiwan Hellscape Porcupine USV Doctrine
created_at: 2026-05-08 14:05:33
url:
https://centerformaritimestrategy.org/publications/taiwans-usv-development-and-strategic-learning-from-ukraine/


title: fdd.org: Kmt risks missing the lessons of the wars in ukraine and iran
node_name: Taiwan Hellscape Porcupine USV Doctrine
created_at: 2026-05-08 14:05:33
url:
https://www.fdd.org/analysis/2026/05/07/kmt-risks-missing-the-lessons-of-the-wars-in-ukraine-and-iran/


title: carnegieendowment.org: Ukraine russia war changing warfare practice military strategy
node_name: Mission Command Decomposition Drone Doctrine
created_at: 2026-05-08 14:05:33
url:
https://carnegieendowment.org/research/2026/04/ukraine-russia-war-changing-warfare-practice-military-strategy


node_name: LAWS International Governance Collapse
created_at: 2026-05-08 14:05:33
url:
https://law.temple.edu/ilit/lethal-autonomous-weapon-systems-laws-accountability-collateral-damage-and-the-inadequacies-of-international-law/

title:
law.temple.edu: Lethal autonomous weapon systems laws accountability collateral damage and the inadequacies of international law


node_name: PLA Taiwan Multi-Domain Doctrinal Adaptation
created_at: 2026-05-08 14:05:33
url:
https://irregularwarfare.org/articles/resistance-is-victory-taiwans-2025-national-defense-report-and-resisting-cognitive-coercion/

title:
irregularwarfare.org: Resistance is victory taiwans 2025 national defense report and resisting cognitive coercion


title: csis.org: Production procurement how europe and ukraine are transforming defense supply chains
node_name: EU Defense Industrial Revolution
created_at: 2026-05-08 14:05:33
url:
https://www.csis.org/analysis/production-procurement-how-europe-and-ukraine-are-transforming-defense-supply-chains


title: atlanticcouncil.org: Ukraines robot army will be crucial in 2026 but drones cant replace infantry
node_name: Drone-Infantry Force Substitution Paradox
created_at: 2026-05-08 14:05:33
url:
https://www.atlanticcouncil.org/blogs/ukrainealert/ukraines-robot-army-will-be-crucial-in-2026-but-drones-cant-replace-infantry/


title: euronews.com: Ukraines kamikaze drones hit the front line as manpower shortage bites
node_name: Drone-Infantry Force Substitution Paradox
created_at: 2026-05-08 14:05:33
url:
https://www.euronews.com/2025/12/12/ukraines-kamikaze-drones-hit-the-front-line-as-manpower-shortage-bites


title: osw.waw.pl: Game drones production and use ukrainian battlefield unmanned
node_name: Drone-Infantry Force Substitution Paradox
created_at: 2026-05-08 14:05:33
url:
https://www.osw.waw.pl/en/publikacje/osw-commentary/2025-10-14/game-drones-production-and-use-ukrainian-battlefield-unmanned


title: atlanticcouncil.org: Ukraines expanding robot army can help address manpower shortages
node_name: Casualty-Free Warfare Democratic Tolerance Effect
created_at: 2026-05-08 14:05:33
url:
https://www.atlanticcouncil.org/blogs/ukrainealert/ukraines-expanding-robot-army-can-help-address-manpower-shortages/


