Singularity Labs LLC

Technical Research & Consulting

Applied AI for molecular simulation and dynamical systems. We support select organizations with R&D, engineering, and delivery in equivariant models, n‑body simulators, and GPU‑native workflows.

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What We Do

Contracting, billing, and delivery for research and engineering in machine learning for molecular simulation and related dynamical systems.

Core Capabilities

Equivariant GNNs for MD and N‑Body forecasting
Reproducible Systems Docker‑first environments and CI
GPU Operations Cloud training and benchmarking

Discretion

Client confidentiality is standard. Public references and case studies are provided only by mutual agreement.

Availability

Limited availability. New engagements are by referral.

Paperwork

W‑9, invoicing, and vendor setup available on request. Same‑day response.