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EmilioVenegas/README.md

Hi, I'm Emilio Venegas 👋

🚀 Featured Research & Projects

  • Strider: A biophysical framework for nucleic acid thermodynamics, kinetics, and DNA/RNA circuit assembly. Computes ensemble free energies and maps toehold-mediated strand displacement (TMSD) landscapes natively without external dependencies.
  • Mantis: An open-source symbolic analyzer for Chemical Reaction Network Theory (CRNT). Bridges network topology with mass-action kinetics to generate symbolic ODEs and certify qualitative, parameter-independent structural stability guarantees.
  • LAVA: Latent Aging Velocity Atlas: Mapped continuous-time biological aging by compressing multi-domain clinical deficits into an 8D latent manifold via a β-VAE, integrated with Neural ODEs for longitudinal forecasting.
  • ATOMICA-Diffusion: A unified pipeline for de novo antibiotic design. Developed an SE(3)-equivariant cross-attention mechanism to condition the DiffSBDD generative model on deep protein embeddings.
  • Arq Molecular Engineering: An autonomous AI multi-agent system (CrewAI/LangGraph) using graph-based state machines to optimize molecules based on structural guardrails and RDKit calculations.

🛠️ Tech Stack & Skills

Programming AI / ML / Data Systems & Web Bio-Design & Lab
Python Python
C++ C++
R R
TypeScript TypeScript
PyTorch PyTorch
TensorFlow TensorFlow
Pandas NumPy / Pandas
LangChain LangGraph
React React
FastAPI FastAPI
Docker Docker
Raspberry Pi Embedded (ESP32/Pi)
Fusion 360 CAD (Fusion 360/Rhino)
Bioinformatics Genomic Data Analysis
🔬 Organic Synthesis & PCR
📊 Flow Cytometry & Cell Culture

🤝 Let's Connect

LinkedIn   Email

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  1. mantis-delta mantis-delta Public

    A Python library for Chemical Reaction Network Theory (CRNT) bridging network topology with symbolic mass-action kinetics and algebraic stability certification.

    Python 1

  2. strider strider Public

    A Python library for nucleic acid thermodynamics, kinetics, and DNA/RNA circuit design with end-to-end simulation pipelines.

    Python 1

  3. cadence cadence Public

    A foundational reference map for the continuous dynamics of human aging. LAVA leverages β-VAE manifold learning and Gaussian Process derivatives to provide an empirical "atlas" of clinical decline,…

    Python

  4. ATOMICA-Diffusion-Antibiotic-design ATOMICA-Diffusion-Antibiotic-design Public

    ATOMICA-Diffusion-RL is a unified pipeline for de novo antibiotic design. It conditions an SE(3)-equivariant diffusion model (DiffSBDD) using ATOMICA’s universal interaction interface embeddings. T…

    Python 1 1