Claude Is Building Claude: Where Scarcity Migrates When the Intelligence Factory Goes Autonomous

Anthropic disclosed that it is approaching “recursive self-improvement” to develop its models. The real story is what it means for scarcity and the moat as the company prepares to go public.

Image by Andrés Gómez via Unsplash

Anthropic’s Recursive Self-Improvement (RSI) research (i.e. AI autonomously designing and improving its own successors) isn’t about “superintelligence” or a “pause.” It is the seventh “tremor” in the shift from tools to goal-seeking agents. Intelligence and the Harness (routing, memory, orchestration code) are commoditizing fast and becoming self-improving, but real scarcity, which defines durable value and moats, migrates to the two true bottlenecks: scarce compute (which RSI actually intensifies) and operational context (the real-world data, outcomes, and judgment that labs can’t automatically generate or own). RSI accelerates everything except the parts enterprises control, giving Anthropic’s enterprise/Harness lead a powerful booster. But it’s not an unassailable moat yet.