envisage is live on arXiv → 2606.28628 paper read

computational neuroscience · structural biology · medical ai

somewhere between the
wet lab and a terminal
window, i found my thing.

UW '27. Biochemistry + neuroscience, 3.99 GPA. Three active labs plus an independent medical-AI build, spanning macaque cortex, vascular networks, protein complexes, and facial modeling.

3.99 GPA 3 active labs arXiv:2606.28628

I build analysis systems that turn biological data into claims you can trace back to the source.

At UW, I study how cross-orientation responses change across macaque V1 and how CNN weights encode feature selectivity. At Vanderbilt, I benchmark Boltz-2 and matched physics-based relaxation on 257 protein complexes. At Harvard, I connect neural activity to vascular topology and vessel response. Independently, I built Envisage, a 2D rhinoplasty goal-visualization system with a live first-author preprint, and I am extending it into interactive 3D facial modeling.

Earlier work took me through CRISPR and MAPKAPK2 signaling in tuberculosis-infected macrophages, docking and ADMET analysis for MDR-TB, and C++/Python models of neuronal networks. From September 2022 through May 2026, I completed 1,906 clinical hours: 1,623 as a registered medical assistant across cardiology and sleep medicine, plus 283 at Swedish Medical Center through COPE Health Scholars.

Outside research, I provide crisis-text support, volunteer at Recovery Cafe, and run The Overzealous Premed, where I publish direct, practical guidance on coursework, research, applications, and interviews.

I like problems that don't fit in one field. Computation, biology, medicine, engineering. The best work happens at the edges where nobody's looking.

University of Washington · BS Biochemistry/Neuroscience · anticipated June 2027 · coursework through Physical Chemistry

3.99 cumulative GPA
6 research labs
3 institutions
3 hospitals
3,224 research hours
1,623 clinical hours
379 volunteer hours
136 shadowing hours
3 terminal windows open
426 monsters consumed

three active labs, and one standard across all of them: the computation has to stay connected to the biology.

active / current

previous / foundations

jan - nov 2025

Hawn Lab · University of Washington

Infectious Disease / Immunology

Analyzed phosphoproteomic and MAPKAPK2-regulated signaling in M. tuberculosis-infected human macrophages; performed CRISPR-Cas9 perturbation, RT-qPCR, ELISA, and THP-1 cell culture.

second-author manuscript in prep

sep - dec 2024

Anderson Lab · University of Washington

Computational Drug Development

Combined AutoDock Vina docking and ADMET profiling to identify two lead rifampin alternatives for multidrug-resistant tuberculosis.

oral presentation · UW Research Symposium

dec 2023 - jun 2024

Stiber Lab · University of Washington

Computational Neuroscience

Built C++ and Python workflows for spike-train statistics, burst detection, and small-world analysis of neuronal networks.

C++ simulation · Python analysis

1,906 total clinical hours: 1,623 paid hours as a registered medical assistant, plus 283 hours of hospital service through COPE Health Scholars.

EvergreenHealth · Kirkland, WA

Registered Medical Assistant

jul 2023 - may 2026

1,026 hrs

Cardiology

Roomed patients, collected vitals, acquired 12-lead EKGs, documented in the EMR, and supported provider workflows.

597 hrs

Sleep Medicine

Coordinated sleep studies, completed patient intake, fitted and set up CPAP equipment, and managed scheduling.

COPE Health Scholars · Swedish Medical Center

COPE Health Scholar

sep 2022 - jun 2023

283 hrs

Hospital Service

Completed hospital-unit rotations, clinical observation, nursing support, and patient transport.

systems I built end to end: research interfaces, retrieval tools, workflow automation, and the occasional bare-metal detour.

public2D preprint live · 3D in prep

Envisage

2D goal visualization + mask-decomposed evaluation + interactive 3D facial modeling

The 2D system uses FLUX.1-Fill, depth ControlNet, thin-plate-spline warping, hard masking, and 24 anatomy-grounded presets to visualize a rhinoplasty goal from one frontal photo. SurgicalScore measures the localized edit instead of copied full-face pixels. The 3D extension converts photographs into rotatable meshes, maps rhinoplasty regions with MediaPipe, and supports browser-based mesh interaction through trimesh, FastAPI, and Three.js.

FLUX.1-Filldepth ControlNetMediaPipePyTorchtrimeshFastAPIThree.js

Scope: A pre-consult goal-visualization and modeling system, not a patient-specific outcome predictor.

leadership

jan 2024 - present · founder

The Overzealous Premed

Publish educational videos and mentor students on coursework, research, applications, and interviews. The point is to separate what actually matters from the noise and make the path less opaque for the next person.

volunteering

dec 2025 - present

Crisis Text Line Counselor

Provide real-time text support through active listening, risk assessment, collaborative problem-solving, and de-escalation. Connection first, then the next useful question.

jun 2025 - present

Recovery Cafe Volunteer

Serve meals and build consistent community with people navigating addiction recovery, mental-health challenges, and homelessness.

one first-author preprint live, seven manuscripts in preparation, and work presented at SfN, WANPRC, UW, and Vanderbilt.

languages

PythonC++RJavaMATLABSQLBashJavaScript/TypeScript

frameworks

PyTorch/torchvisionJAXTensorFlowMLX/MLX-LMHugging Face TransformersLangChainLangGraphFastAPIPydanticThree.jsMediaPipetrimesh

analysis

NumPypandasSciPyscikit-learnstatsmodelsMatplotlibSuite2pNapari

computational biology

Boltz-2AlphaFoldRosettaAMBER/OpenMMProteinMPNNThermoMPNNESMTM-scoreDockQMolProbityPoseBustersPyMOLAutoDock Vina

systems + local ai

Apple-silicon LLM inferencequantized-model benchmarkingMLX OpenAI-compatible servingmulti-model routingembeddingsretrieval/RAGPostgreSQL/SQLiteGitSLURMmacOSLinux

laboratory

mouse handling + scruffingIP injectionhead-plate fixationtail-cuff BPperfusion + dissectionmock osmotic-pump implantationtwo-photon imagingwidefield imagingconfocal imagingCRISPR-Cas9RT-qPCRELISAcell cultureDNA library construction

certifications

Registered Medical Assistant (MA-R)Basic Life Support (BLS)

mentorship

The premed process felt way harder than it needed to be. Not because the material is impossible. Because nobody tells you what actually matters vs what's just noise.

I run 1-on-1 mentorship for pre-med students. MCAT strategy, application walkthroughs, personal statement feedback, school list building, interview prep, and the "what should I even be doing right now?" conversations.

Whether you're a freshman trying to figure out what research even means, a junior panicking about your personal statement, or someone who just needs to hear that it's normal to feel behind, I've probably been there.

Interested in mentorship, research collaboration, or just want to say what's up?

contact

$ send another? [y/n]