tmi
If you’ve bothered finding this page I imagine there’s something more you want to find out about me. So here’s too much information (tmi). The existence of this page is motivated by the fact that I can never seem to get the full scope of what people do, so I hope that, with me, everything is as meets the eye. This is not a resume.
1. Research/Work Experience
June 2024 - March 2026: Machine Learning Scientist at Nabla Bio
- Hired at L1 -> L2 in February 2025 -> L3 in September 2025
- Subject matter: design of (de novo) antibodies and soluble proxies for multi-pass membrane proteins (MPMPs)
- Types of work: partner projects, large-scale inference, model training, data wrangling, onboarding new hires
- Whitepapers:
- De novo design of epitope-specific antibodies against soluble and multipass membrane proteins (January 2025)
- De novo design of hundreds of functional GPCR-targeting antibodies enabled by scaling test-time compute (May 2025)
- JAM-2: Fully computational design of drug-like antibodies with high success rates (December 2025)
February 2023 - May 2024: Undergraduate researcher in Professor Regina Barzilay's group at MIT CSAIL
- Advised by Dr. Jason Yim
- Wrote my senior thesis here, titled Symmetric Diffusion Models for Scalable Cyclic Protein Complex Backbone Generation
- 2023 Herchel Smith fellow
- Built by extending a protein structure generative model (FrameDiff)
- Modified diffusion process and architecture to respect the equivariances of symmetric protein complexes, which makes modeling more efficient
- Train on symmetric protein complex data from the PDB that I standardized
- Evaluated unconditional generation via self-consistency: competitive with RFdiffusion in designability, but lagged behind in novelty and diversity
- See FrameDiff section 5.1 for definitions
- Also found that designability evaluation was influenced by the training data of the structure prediction model:
- UF-MuSSe is a fine-tuned version of ESMFold trained on protein complexes
- I had some models trained on monomers + multimers and others only trained on monomers
- ESMFold tended to rate monomer-only models higher in designability (of generated complexes) than UF-MuSSe. I think that ESMFold is probably overrating because it too is only trained on monomers and might be picking up a similar failure mode
March 2022 - January 2023: Undergraduate researcher in Professor Debora Marks' group at Harvard Medical School
- Tried Potts models for multiple sequence alignment (MSA) clustering
- 2022 summer HCRP fellow
December 2020 - August 2021: Undergraduate researcher in Professor Philippe Cluzel's group in Harvard Department of Molecular and Cellular Biology
- Studied evolutionary dynamics of E. coli in long-term stationary phase (experimental & computational)
- 2021 PRISE fellow
2. Coursework & Test Scores
2020 - 2024: Harvard (A.B. in Chemical and Physical Biology + Mathematics, A.M. in Statistics)
- if you want course planning help please reach out, I have spreadsheets and I love doing it
- Courses were taken at Harvard, undergraduate-level, and I got As unless otherwise noted
- pass implies class was taken pass fail. I promise I didn’t fail anything
- Grouped by what requirements they counted for
- CPB = Chemical and Physical Biology
Awards: summa cum laude, 3x John Harvard Scholar, Detur Book Prize, Sophia Freund Prize
| Course | Description | Requirements | Notes |
|---|---|---|---|
| 6.036 | Intro to Machine Learning | Stat | MIT |
| 6.7900 | Intro to Machine Learning | MIT, Graduate | |
| Chem 20 | Organic Chemistry I | CPB | |
| Chem 30 | Organic Chemistry II | CPB | |
| Chem 154 | Physical Inorganic Chemistry | CPB | |
| Chem 160 | Quantum Chemistry | CPB | |
| Chem 161 | Statistical Thermodynamics | CPB | |
| CPB 99A | Thesis | CPB | |
| CPB 99B | Thesis | CPB | |
| CS 124 | Data Structures & Algorithms | Pass | |
| Ec 50 | Big Data | Social Sciences | |
| Expos 20 | Intro to Expository Writing | Writing | |
| French 10 | Intro French I | Language | |
| French 11 | Intro French II | Language | |
| Gened 1102 | Law and Politics of Social Change | GenEd | |
| Gened 1110 | Classical Mythology | GenEd | |
| Gened 1121 | Economic Justice | GenEd | Pass |
| Gened 1158 | Water | GenEd | |
| LS 1b | Genetics | CPB | |
| Math 22a | Linear Algebra | CPB, Math | |
| Math 22b | Multivariate Calculus | CPB, Math | |
| Math 112 | Real Analysis | Math | |
| Math 122 | Algebra I: Group Theory | Math | |
| Math 136 | Differential Geometry | Math | |
| MCB 60 | Cellular Biology | CPB | |
| MCB 65 | Physical Biochemistry | CPB | |
| Music 2 | Intro to Music Theory | Arts & Humanities | |
| Physics 15a | Mechanics | CPB | |
| PS 12b | Electricity & Magnetism | CPB | |
| Stat 110 | Probability | Stat | |
| Stat 111 | Statistical Inference | Stat | |
| Stat 210 | Probability | Stat | Graduate |
| Stat 211 | Statistical Inference | Stat | Graduate, A- |
| Stat 220 | Bayesian Statistics | Stat | Graduate |
| Stat 234 | Reinforcement Learning | Stat | Graduate |
| Stat 244 | Linear and Generalized Linear Models | Stat | Graduate |
2016 - 2020: High School
- Took & got 5s on 13 APs:
- 9th: Chemistry
- 10th: Calculus AB, Statistics (self-study)
- 11th: Biology, Calculus BC, Computer Science A, English Language and Composition, Physics: Mechanics
- 12th (online due to COVID): English Literature and Composition, Macroeconomics, Microeconomics, Psychology
- Dual-enrolled at a local community college in 12th grade for Multivariate Calculus and Differential Equations.
- Standardized Tests
- SAT: 1600 (once per school year for 8th - 11th grade, 1520 -> 1520 -> 1570 -> 1600)
- ACT: 36 (once per school year from 7th - 10th grade, 32 -> 35 -> 36 -> 36)
- Subject tests: 800 on Math Level 2, Biology, Chemistry, Physics, 780 on Math Level 1
- PSAT: 1470 (10th) -> 1490 (11th)
3. Teaching
Harvard course assistant (paid)
- TF = teaching fellow: teach section, grade, hold office hours
- CA = course assistant: mainly office hours
| Course | Role | Terms |
|---|---|---|
| Stat 110 - Probability | TF | Fall 2021, Fall 2022, Fall 2023 |
| Stat 111 - Statistical Inference | TF | Spring 2024 |
| CS 181 - Machine Learning | TF | Spring 2023 |
| Chem 20 - Organic Chemistry I | CA | Spring 2022 |
| Chem 30 - Organic Chemistry II | CA | Fall 2022 |
Also volunteer (grade school) math tutoring 2016 - 2023, volunteer AP chemistry tutoring 2017 - 2020
4. Activities
At this point, mainly just running & lifting but I’m slowly working my way back from some knee pain.
Percussion
- College
- High school
- Marching band (marimba), concert band (percussion), orchestra (timpani)
- Also played in Detroit Symphony Youth Orchestra & Wind Ensemble senior year
Awards
- 3x MSBOA All-State, 1st chair orchestra in 2023
- North Oakland concerto competition winner (Prism Rhapsody, marimba)
In school:
- Front ensemble section leader
- 1st chair in concert band
- Department award
Most of my solo/duet rep
- Solos:
- Rain Dance by Alice Gomez
- Preludio No. 1 by Ney Rosauro
- Dream of the Cherry Blossoms by Keiko Abe
- Concertos/concertinos:
- Concertino for Xylophone and Orchestra by Toshiro Mayuzumi (mvts. 1 & 2)
- Concerto No. 2 for Marimba and Orchestra by Ney Rosauro, mvt. 2 (video)
- Prism Rhapsody by Keiko Abe (partial audio)
- NEC audition rep (I did not get in):
- Duets:
- 2+1 (2 players on 1 marimba)
- Verve (marimba + bass clarinet)
Recreational sports
- Running (since late 2022)
- 5K: PR 24:29 (2024)
- Half-Marathon: 1:56:39 (2023) -> 1:49:49 (2024)
- Marathon: 4:07:07 (2025)
- Lifting (since late 2024)
- Played a lot of intramurals in Quincy House at Harvard my last two years
- especially ultimate frisbee (Spring 2024 intramural champions!)
- Also was a practice player for Harvard Bredline for a bit
- Was an IM house rep my senior year and received a Quincy Scroll and David A. Aloian-Robert L. Beal Award “for significant contributions to the quality of life of the Quincy House Community”
- 2017 JV tennis benchwarmer
Math
Grew up doing math contests, learned at ICAE
Highlights:
- 2023 Putnam: 42/120
- 2x USAJMO qualifier (2017, 2018): 11/42 -> 12
- 6x AIME qualifier (2015 - 2020): 5/15 -> 5 -> 10 -> 10 -> 6 -> 9
- Math department award in high school
- 2016 MathCounts State Champion
Chemistry
- 2x USNCO Honors (2019, 2020)
School clubs/activities
College:
- GUSH (2020-2023), president 2022-2023
- Harvard-Radcliffe Orchestra (2020-2024), percussionist sometimes
- Cambridge Afterschool Program (2021-2023), volunteer tutor
High school:
- HOSA (2016-2020), medical math competitor, president 2019-2020
- Math club (2016-2020), math competitor, president 2018-2020
- National Honor Society (2018-2020), president 2019-2020
- DECA (2019-2020), business finance series
- ACEing Autism tennis clinic volunteer