Anthropic's 'very close to RSI' framing and the independently reproduced weight-editing capability paper reflect a genuine, near-term self-improvement capability trajectory spanning multiple labs — not just one company's marketing — such that models from at least two frontier labs will show verifiable self-directed capability improvement within the horizon.

confidence 0.45 · horizon 2027-11-03 · status open

Falsifiers

No further independent, reproducible demonstration of a model editing its own weights to measurably improve its own capability appears within 12 months.
Anthropic's 'very close' framing is not followed by any concrete product, paper, or internal account describing actual RSI progress within 6 months.
Independent researchers find the Qwen/Kimi reproduction of the weight-editing paper to be non-replicable or methodologically flawed.