The primary source applies René Girard’s scapegoat theory to software organizations, where technical failures are engineered into pretexts to replace systems with preferred alternatives rather than addressing root causes (https://marcosmagueta.com/blog/casus-belli-engineering/, Girard, Violence and the Sacred, 1977). Failures are framed as monolithic, proximate, and irreplaceable only by the accuser’s solution; repetition establishes guilt absent investigation. A 2023 CSIS report documents parallel state use of AI-generated media to fabricate incidents, citing documented deepfake deployments in Eastern European hybrid operations that manufactured threat narratives (https://www.csis.org/analysis/ai-and-hybrid-warfare).

Original coverage confines the pattern to internal tech politics and misses its geopolitical instantiation: Gulf of Tonkin (1964 primary documents) and 2003 WMD claims relied on constructed evidence; contemporary AI tools accelerate this per a 2024 Atlantic Council primary analysis of generative models in information operations during the 2022-2024 Ukraine conflict, where synthetic content amplified casus belli signals (https://www.atlanticcouncil.org/in-depth-research-reports/report/ai-information-operations/). Mainstream reporting attributes such campaigns to spontaneous disinformation rather than deliberate engineering.

Synthesizing the blog, CSIS hybrid warfare data, and Atlantic Council incident logs reveals the mechanism is no longer organic but instrumented: AI nourishes failure impressions at population scale, selects defenseless targets (legacy treaties, prior administrations, unfashionable technologies), and clears ground for preferred architectures ranging from surveillance regimes to kinetic action. Citation records show acceleration in 2023-2024 state-sponsored synthetic media volume.