Architecture Choice in Intelligence Analysis: Human Intelligence, Cyber Espionage, Artificial Intelligence, and the Limits of Hybrid Systems by Bhuvan Jakkula (Author)
Stop assuming more data, more technology, and more collaboration automatically lead to better decisions. In an era of information abundance, modern institutions can collect, store, and process more data than ever before. Yet intelligence failures, surprise escalations, and costly analytical blind spots continue to occur. In Architecture Choice in Intelligence Analysis, Dr. Bhuvan Jakkula challenges the prevailing dogma that human–AI collaboration and multi-source fusion are universal silver bullets. Drawing on rigorous decision science, proper scoring rules, and empirical meta-analyses, this monograph demonstrates that complex hybrid systems frequently underperform simpler alternatives unless rigorously structured against adversarial manipulation and shared dependencies. Rather than offering a one-size-fits-all framework, this book introduces a disciplined, comparative method of architecture choice: defining decisions, establishing proper baselines, stress-testing evidence depe...