Everything on Investment & Evaluation

Emerging benchmarks and test-time training methodologies are establishing measurable standards for out-of-distribution learning and on-the-job adaptation.

Impact: Investors and enterprise buyers will increasingly use continual learning benchmarks to validate startup claims and assess long-term model viability.

— from Beyond Frozen Models: The Business Case for AI Continual Learning · AI + a16z· Apr 28, 2026