# Project Maven **Domain:** Military AI / Intelligence analysis **Doc Type:** Developed Program Node **Maturity:** Developed **Collection:** [[collections/Gamification|Gamification Collection]] ## Definition **Project Maven**, formally the Algorithmic Warfare Cross-Functional Team, is a U.S. Department of Defense initiative begun in 2017 to accelerate the use of artificial intelligence and machine learning in analyzing imagery and other operational data. ## Significance Maven connects sensing, machine classification, analyst workflow, and operational decision support. It belongs in the article's ontology tier because recognition becomes consequential only through a human-machine process with provenance, confidence, tasking, review, and rules for action. The updated [[articles/A History of Machine Intelligence|Project X history]] follows this line into the [[wiki/Maven Smart System|Maven Smart System]], where perception, target-data fusion, command workflow, and fire-control support form an operational stack. The distinction between the original 2017 project and the later system is preserved as a program-evolution relationship. ## Evidence Ledger ### Established - The Department of Defense created the Algorithmic Warfare Cross-Functional Team in 2017 to accelerate computer-vision analysis of operational imagery. - Later official and authoritative reporting identifies Maven Smart System as a deployed command-and-control and targeting capability. ### Strongly indicated - Maven's program evolution joins machine perception to a larger operational decision architecture. ### Plausible - Its deployment supplies a model for transferring AI workflows across combatant commands and allied systems. ### Unresolved - The precise machine/human allocation in individual targeting decisions. System documentation, rules of engagement, logs, and after-action records can promote or demote specific claims. ## Routes [[wiki/Palantir Ontology|Palantir Ontology]] · [[wiki/Algorithmic Governance|Algorithmic Governance]] · [[wiki/Operational Terrain of Meaning|Operational Terrain of Meaning]] · [[wiki/CJADC2|CJADC2]] ## Sources - [[articles/gamification/America Loves Games and the Home Court Advantage|America Loves Games and the Home Court Advantage]] - [U.S. Department of Defense, Project Maven announcement](https://www.defense.gov/News/News-Stories/Article/Article/1254719/project-maven-to-deploy-computer-algorithms-to-war-zone-by-years-end/) - [[articles/A History of Machine Intelligence|A History of Machine Intelligence]]. ## Relationships - **article-linked mechanism or framework:** [[wiki/Crowd Annotation|Crowd Annotation]]. - **article-linked institution or supplier:** [[wiki/Google|Google]]. - **article-linked institution or supplier:** [[wiki/CrowdFlower|CrowdFlower]]. - **article-linked mechanism or framework:** [[wiki/Maven Smart System|Maven Smart System]]. - **collection route:** [[collections/The Civilian Intelligence Marketplace|The Civilian Intelligence Marketplace]]. - **counterterrorism architecture:** [[collections/Terrorism, Counterterrorism, and the Intelligence Environment|Terrorism, Counterterrorism, and the Intelligence Environment]]. - **source article:** [[articles/The Coming Market for Civilian Spycraft|The Coming Market for Civilian Spycraft]]. - **Program successor:** [[wiki/Maven Smart System|Maven Smart System]]. - **Operational context:** [[wiki/Operation Epic Fury|Operation Epic Fury]]. - **Command architecture:** [[wiki/CJADC2|CJADC2]] and [[wiki/Algorithmic Governance|Algorithmic Governance]]. - **Historical route:** [[wiki/Denial Wars|Denial Wars]] and [[wiki/Project X - Machine Intelligence History|Project X - Machine Intelligence History]]. ## Civilian intelligence marketplace Defense initiative begun in 2017 to apply AI and machine learning to operational imagery and other data. The article follows the annotation layer feeding model development and connects it with later military planning software. The task board recruits work, the sensor board recruits coverage, the commission board recruits qualified capability, and the agent board recruits executable workflows. A client engages a prime, the prime organizes contributors, and the resulting product returns to a model, operational center, or case. The boards make the market’s vocabulary and entry roles legible. ### Marketplace sources - [[articles/The Coming Market for Civilian Spycraft#XIV. The Board Already Exists|The Coming Market for Civilian Spycraft — XIV. The Board Already Exists]] — October 2026 revision; immediate source for this entry’s place in the marketplace. - [The Intercept, Google Hired Gig Economy Workers to Improve Artificial Intelligence in Controversial Drone-Targeting Project (February 4, 2019).](https://theintercept.com/2019/02/04/google-ai-project-maven-figure-eight/) - [Gizmodo, California App Maker Turns Overseas Gig Workers Into Intelligence-Gathering Military Assets (June 25, 2021; reporting The Wall Street Journal).](https://gizmodo.com/california-app-maker-turns-overseas-gig-workers-into-in-1847174853) - [Jack Poulson, Premise Data Confirms Secret Military and Intelligence Contracts in Court Filing (2023).](https://jackpoulson.substack.com/p/premise-data-confirms-secret-military) ## Connected marketplace roles The source article connects this entry with [[wiki/Google|Google]], [[wiki/CrowdFlower|CrowdFlower]], [[wiki/Crowd Annotation|Crowd Annotation]], [[wiki/Wide-Area Motion Imagery|Wide-Area Motion Imagery]], [[wiki/Military-Targeting AI|Military-Targeting AI]]. These routes locate the associated people, implementations, methods, and operational contexts in [[articles/The Coming Market for Civilian Spycraft|The Coming Market for Civilian Spycraft]]. **Collections:** [[collections/The Civilian Intelligence Marketplace|The Civilian Intelligence Marketplace]] · [[collections/Terrorism, Counterterrorism, and the Intelligence Environment|Terrorism, Counterterrorism, and the Intelligence Environment]]. ## Chronological Proximity Project Maven began in 2017, the same year the transformer architecture was introduced and immediately before the 2018 Google employee protest and the IVAS procurement. ## Relational Proximity It connects commercial AI labor and Google research to Pentagon imagery analysis, later Palantir participation, and the broader return of venture-backed firms to defense missions. ## Chronology and Collection Routes [[research/Chronology of Signals, Silos, and Sovereign Software - Research|Chronology of Signals, Silos, and Sovereign Software]] · [[wiki/Signals, Silos, and Sovereign Software|Signals, Silos, and Sovereign Software]] · [[collections/The Civilian Intelligence Marketplace|The Civilian Intelligence Marketplace]] · [[collections/Terrorism, Counterterrorism, and the Intelligence Environment|Terrorism, Counterterrorism, and the Intelligence Environment]]