Zhiyuan Song

Zhiyuan Song

Personal projects, work, collaborations, research, and notes—collected here.

Recent projects

Last calendar year

Personal builds from the latest full calendar year. Older entries are at the bottom under “Earlier projects.”

2026

Recent work

Recent lab work

Research

Research
Accepted at Nature · Preprint Aug 2025

Sleep chart · multi-organ aging clocks

UK Biobank / MULTI: sleep vs organ–omics clocks, genetics, survival; charts and full text on the summary page.

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Nature Medicine · Open access · Oct 2025

MRI multi-organ biological age (MRIBAG)

MRI organ age gaps, omics, GWAS, risk, A4 cognition; full text via Nature Medicine OA.

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Notes

Notes
Agent · Skill · Engineering · 2026-04

Agent skills: constraints over scripted workflows

Prefer constraints over hard-coded workflows when shaping agent skills.

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Earlier projects

Archive

2025

2024