✦ proof of work
how to do great workscale system infraship AI productschase good problems
system: infra at scale, agents in prod
Open-model serving and inference, agents and hosted MCP, open-source agent stack and tooling.
- Vertex AI Model GardenXXM ARRFounding engineer, took Google Cloud's hub for foundation models from 0 → production → scale↗open-source modelservinginferencecloudGPUTPUVPC
- Gemini Enterprise Agent Platformtech leadShipped hosted MCP + the in-product agent assistant, ran Cloud Next launch demo↗agentMCPevaluationtool-usecontent management
- ADK + generative-ai20k★ · 7M+ installsContributor to Google's open agent stack and GenAI developer tooling↗open-sourceagent frameworkdev tool
product: applied AI, 0→1, creative tech
Building and shipping early-stage AI products, prototypes, and experiments; dabbling in creative-tech circles.
- Jules0 → 1 @ Google LabsGoogle's end-to-end agentic product-development platform — reads your whole product context, decides what to build, and ships a PR↗agentloopevaluationcontent management
- dreambeans0 → 1 @ Google Labs0 → 1 at Google Labs, a proactive consumer AI that brews your day into illustrated daily stories↗agentgen mediaconsumer
- instruct-3d-to-3dresearch project @ StanfordEdit a 3D scene from a single text instruction, diffusion-guided NeRF editing, no remodeling↗diffusion3D editing
- sketchbookongoing studio practicepersonal painting and mixed media experiments⤢paintingphotographymixed media
research: frontier ML, for social good
Diffusion, NeRFs, equivariant nets, GFlowNet, genomics, frontier ML at population scale.
- aortic pressure forecastingfirst-author publicationDeep sequence models forecast aortic pressure 5 min ahead from heart-pump streams, for early-warning control↗deep learningtime-serieshealthcare
- 3D turbulent flow predictionresearch project @ UCSDSymmetry-equivariant CNNs that learn 3D turbulent flow, Galilean, rotational & scale physics baked in↗turbulenceequivariant CNNML for physics
- GFlowNet DNA motif discoveryresearch project @ StanfordApplied GFlowNet to DNA motif discovery, sampling diverse, high-reward TF-binding sequences↗GFlowNetgenerative MLgenomics
- broadinstitute/seqr1000s families diagnosedOpen-source rare-disease genomics platform used worldwide, thousands of families diagnosed↗genomicsrare diseasefull-stack
- Harvard Catalyst / SHRINE142M+ patientsFederated query across 50+ hospitals & 142M+ patients for health research at scale, zero raw data moved↗federated systemsclinical dataprivacy