Primary doctrine and government
Artificial Intelligence Strategy for the Department of War, Jan 2026, media.defense.gov
Summary of NATO's revised AI strategy, NATO, Jul 10, 2024, nato.int
Replicator Initiative, CRS In Focus IF12611, congress.gov
DIU and CDAO, "Deploying AI for Strategic Impact," Jan 21, 2025, diu.mil
Research institutions and fieldwork
Bondar, "Understanding the Military AI Ecosystem of Ukraine," CSIS, Nov 12, 2024
Watling and Reynolds, "Tactical Developments During the Third Year of the Russo-Ukrainian War," RUSI, Feb 14, 2025
"Advancing in Adversity," Belfer Center, Harvard Kennedy School, Jul 2023
"Mapping MilTech at War: Eight Lessons from Ukraine's Battlefield," IFRI, Feb 2026
"Data Defeat?", Modern War Institute at West Point
EdgeRunner 20B, arXiv:2510.26550, Oct-Nov 2025
Press and market data
Defense News, Jan 20, 2026 (PitchBook and CB Insights data)
Crunchbase News, 2026
Fortune Business Insights, Military Edge Computing Market, report 115488
Defense One, Jul 1, 2025
Washington Technology, Feb 11, 2026
DefenseScoop, Sep 3, 2025 and Mar 31, 2026
CNBC, Oct 3, 2025
TIME, Feb 2024; Defense News, Jan 21, 2026 (Palantir in Ukraine)
War on the Rocks, Aug 2025
The Defense Post, Nov 2025
NBC News, Feb 20, 2026 (Anthropic-DoW dispute)
Anthropic statement, Feb 2026; OpenAI DoW agreement, Mar 2, 2026
Anthropic platform pricing documentation, retrieved Jun 2026
CIO, Apr 27, 2026; VentureBeat, Apr 30, 2026 (vendor-sponsored)
Apple Newsroom, Feb 26, 2026 (NATO RESTRICTED certification)
Apple Machine Learning Research, Jun 8, 2026 (AFM 3)
WWDC26 session 241, Apple Developer, Jun 2026
US Army, Jul 2013 (Nett Warrior); TAK.gov, retrieved Jun 2026
StatCounter, Nov 2025; Counterpoint Research, 2025; Piper Sandler teen survey, Oct 2025
Apple Security Research (Private Cloud Compute), Jun 2024
Leith, Trinity College Dublin, Mar 2021; The Register, Mar 21, 2022
EFF, Dec 2023; The Register, Dec 15, 2023 (geofence warrants)
TechCrunch, Mar 20, 2026, on Le Monde reporting (Charles de Gaulle Strava leak)
NPR, Jan 29, 2018 and Aug 7, 2018 (Strava heatmap; DoD geolocation memo)
Le Monde "StravaLeaks," Oct 2024 and 2025 follow-up
Defense One, Sep 2020 (RATE); Breaking Defense, Feb-Mar 2025 (DHA wearables)
Apple Platform Security guide, retrieved Jun 2026
Kyiv Independent and Kyiv Post, Jun 2025 (Operation Spiderweb)
NBC News OSINT analysis; Janes (Umbra SAR), Jun 2025; CSIS, Jun 2025
Axios and Times of Israel, Jun 13, 2025 (Rising Lion); Times of Israel (pager operation)
Military.com, Jan 15, 2025; Defense One, Apr 2024; Responsible Statecraft (Red Sea costs)
Arms Control Association, Oct 2025; ABC News, Sep 2025 (Poland, Eastern Sentry)
Atlantic Council (Rutte; "hellscape at Replicator speed")
Air & Space Forces Magazine, Nov 2024 (UK base drone sightings)
Kyiv Independent and Reuters, Jul 25, 2025 (Starlink front-line outage)
CNN, Sep 7, 2023; PBS NewsHour, 2023 (Crimea geofence episode)
Military Times, Apr 16, 2026 (Navy Starlink dependence); Bloomberg, Jan 27, 2026 (IRIS2)
ThousandEyes (AWS, Oct 2025); Fortune, Aug 3, 2024 (CrowdStrike); Cloudflare postmortem, Nov 18, 2025
USNI Proceedings, Oct 2023; Military Times, Dec 24, 2019 (DNA kits)
Bellin and Pemberton, Fordham Law Review, 2019
FY2027 Budget Request Overview Book, comptroller.war.gov, Apr 2026
CSIS, Apr 10, 2026; Forecast International DSM, Apr 28, 2026; CRS R48891
Military Times, Apr 21, 2026; Breaking Defense, Apr 2026; DefenseScoop, Apr 29, 2026
The Hague Summit Declaration, NATO, Jun 25, 2025
NATO Defence Expenditure 2014-2025, Jun 2025; SG Annual Report, Mar 26, 2026
European Defence Agency, Sep 2, 2025; Council of the EU (SAFE), May 27, 2025
House of Commons Library (UK SDR), 2025; Latvian MoD (Drone Coalition), 2025
Methodology notes
Classified figures (Replicator fielding totals) are presented as attributed testimony. Vendor-originated benchmarks (EdgeRunner 20B) and capability descriptions (Palantir) are flagged as such. Battlefield statistics are anchored to the fieldwork date of the source, not the publication date of this report. Litigation outcomes in Section 09 are summarized from public reporting through June 2026. The mission cost model in Exhibit 6 is EdgeLance's own, with assumptions stated. In Section 08, Private Cloud Compute properties are Apple design documentation; the cross-platform telemetry comparison is independent 2021 research and is dated as such, and wearable deployment figures are vendor-reported where noted. In Section 04, Ukrainian battle damage figures for Operation Spiderweb are presented as claims alongside lower independent assessments. The 2022 Crimea account in Section 05 follows the corrected Isaacson record: coverage was already geofenced and an activation request was declined. Section 11 and the Outlook describe the EdgeLance system from its own engineering documentation.