Simular AI and Computer Use is the Final Frontier in AI with Ang Li

Autonomous computer use represents the final frontier for achieving AGI, shifting the paradigm from conversational chatbots to agents capable of executing recurring, deterministic digital workflows. Ang Li, CEO of Simular and former DeepMind research scientist, argues that current AI development relies too heavily on probabilistic models that struggle with reliability and catastrophic forgetting. Instead, systems must evolve through a "continual learning" loop that codifies successful task sequences into deterministic, low-cost operations. By moving beyond simple token-based metrics toward "tokens per task" efficiency, businesses can automate repetitive, compliance-heavy processes in industries like insurance and healthcare. This approach democratizes productivity, allowing human workers to offload tedious, robotic tasks to agents and focus on creative, high-value innovation, ultimately transforming the digital workspace into a more natural, autonomous environment.