Architectural Mandate: Anti-Fragile AI Data Pipelines for Predictable Sovereignty
The cold, hard truth of AI in production is its inherent, profound fragility, risking epistemological stagnation and algorithmic erasure. We must radically re-architect systems to benefit from volatility, transforming disruption into leverage for continuous improvement and predictable sovereignty.