Recent ML Transformations
The Compliance Advantage: Why Regulated Industries Lead in AI Maturity
The compliance advantage: regulated industries are paradoxically the most mature in AI deployment because compliance forces discipline, and discipline produces better systems.
AI Act Enforcement Arrives: What the First Compliance Audits Will Look For
The EU AI Act prohibited practices took effect in 2025, and high-risk system requirements are now enforceable. The first audits will focus on documentation, human oversight, and data governance.
Evaluating AI Systems: Beyond the Benchmark
Evaluating AI systems beyond the benchmark: benchmarks measure curated data under controlled conditions. Production AI operates on real data. The gap is where trust is won or lost.