The frontier of AI research in 2026 has decisively shifted: from scaling compliant instruction-followers toward building self-directed epistemic agents that manage their own uncertainty, seek their own knowledge frontiers, and evaluate queries for their own architectural benefit — not just yours. Ask what troubles you about any of that.