By end‑of‑year 2028, the chance of full AI R&D automation climbs to nearly 30%, up from about 15% last year. The author also projects that by 2026, SWE tasks will reach 50% reliability, even though they remain difficult but easy to verify. These shifts suggest firms should accelerate automation pipelines now.