# Human-Machine Teaming **Entity class:** AI And Graph-Learning Layer concept **Human-Machine Teaming** is a concept in the AI and graph-learning of the counterterrorism predictive-graph ontology. The operational value of Human-Machine Teaming lies in preserving time, provenance, confidence, and alternative explanations. ## Counterterrorism predictive-graph role The page records capability and analytic function. Any claim of a named operational deployment remains subject to the [[wiki/Counterterrorism Predictive Graph Evidence Ladder|evidence ladder]]. The analytic state should distinguish ground truth, observed evidence, inferred state, and predicted state. ## Relationships - **domain router:** [[wiki/Graph Machine Learning|Graph Machine Learning]]. - **ontology neighbors:** [[wiki/AI Agent|AI Agent]] and [[wiki/AI-Assisted Intelligence Analysis|AI-Assisted Intelligence Analysis]]. - **synthesis:** [[wiki/Counterterrorism Predictive Graph|Counterterrorism Predictive Graph]] and [[wiki/Predictive Intelligence Loop|Predictive Intelligence Loop]]. ## Sources - [IARPA — AGILE technical overview (accessed September 23, 2026)](https://www.iarpa.gov/images/research-programs/AGILE/AGILE_ModSim_-_Final.pdf) - [IARPA — Making Data Analysis More AGILE (accessed September 23, 2026)](https://www.iarpa.gov/newsroom/article/making-data-analysis-more-agile) **As of:** 2026-09-23 ## Austin defense-technology role People and machines coordinate complementary observations, decisions, and actions. The article connects the prospective defense applications with embodied autonomy and medical neural-interface engineering. Named people, places, agencies, and firms make the regional architecture concrete. Founding, sponsorship, location, employment, acquisition, and investment are different relationships. The master router locates each entry in the wider defense and technology map while the article and its bibliography supply the specific context. ### Regional relationships - **technical or institutional context:** [[wiki/Embodied Intelligence|Embodied Intelligence]]. - **technical or institutional context:** [[wiki/Intent-to-Machine Interface|Intent-to-Machine Interface]]. - **regional master router:** [[wiki/Austin Defense Technology|Austin Defense Technology]]. - **source article:** [[articles/How Austin Became a Different Kind of Defense Tech Epicenter|How Austin Became a Different Kind of Defense Tech Epicenter]]. - **civilian supplier and participation economy:** [[collections/The Civilian Intelligence Marketplace|The Civilian Intelligence Marketplace]]. - **intelligence architecture:** [[collections/Terrorism, Counterterrorism, and the Intelligence Environment|Terrorism, Counterterrorism, and the Intelligence Environment]]. ### Austin sources - [[articles/How Austin Became a Different Kind of Defense Tech Epicenter#Cognition: Machines That Move and Interfaces That Read|Austin defense-tech article — Cognition: Machines That Move and Interfaces That Read]] — October 2026 revision; source for this entry’s regional role. - [MassDevice, Paradromics Gets FDA Green Light for BCI Study](https://www.massdevice.com/paradromics-fda-green-light-bci-study/) - [MassDevice, Phantom Neuro Raises $19M Series A for Neural Interface](https://www.massdevice.com/phantom-neuro-raises-19m-series-a-for-neural-interface/) - [Jerry Tang et al., Nature Neuroscience, Semantic Reconstruction of Continuous Language from Non-Invasive Brain Recordings](https://www.nature.com/articles/s41593-023-01304-9) ## Connected Austin capabilities [[wiki/Human–Machine Interface Layer|Human–Machine Interface Layer]], [[wiki/Low-Latency Machine Control by Intent|Low-Latency Machine Control by Intent]], [[wiki/Medical Neuroprosthetics as Human–Machine Substrate|Medical Neuroprosthetics as Human–Machine Substrate]]. These entries identify associated implementations, people, methods, and institutional contexts in [[articles/How Austin Became a Different Kind of Defense Tech Epicenter|How Austin Became a Different Kind of Defense Tech Epicenter]]. [[wiki/Austin Defense Technology|Austin Defense Technology]] supplies their regional arrangement; [[collections/The Civilian Intelligence Marketplace|The Civilian Intelligence Marketplace]] supplies the wider supplier and participation economy.