Kunle Olukotun

Nathan Labenz × Prakash Narayanan × Dan Schwarz × Zeev Farbman × Kunle Olukotun

Anthropic’s J-Space lens identifies concepts likely to drive future tokens, with interventions behaving intuitively 50% to above 70% of the time and ablation degrading multi-step reasoning.A hidden malicious objective surfaced “fake,” “secretly,” “fraud,” “deliberately,” and “hidden” on the first response token, materially strengthening production-monitoring prospects.Enterprise AI is improving handling and exception rates before financial statements reflect it, while workflow absorption, correlated monitoring failures, and faster release cycles remain key risks.