Agentic AI
HEP-Genesis Agent
A desktop and CLI research agent that drives science tools and runs compute locally or on ALCF and NERSC.
Highlights
Recent software, datasets, agents and tutorials from my group and collaborations. Most are open source, so pick one up and try it.
Ecosystem for trustworthy agentic AI
Open MCP servers that wrap established physics codes as tools, so agents compute answers instead of guessing them, plus the client that runs them on laptops and supercomputers.
MCP servers
DESC 54 tools over the LSST DESC stack (CCL, Firecrown, TXPipe, NaMaster…), with optional HPC execution. Cosmic Emulators ~20 public cosmology emulators (nonlinear P(k), modified gravity, CMB, baryons) as agent tools. Spectra CLASS matter power spectra compared against eBOSS Lyman-α forest data; Part 1 of the agents tutorial. Gaia Reproduces the Gaia DR2 Hertzsprung–Russell diagram of 212K stars within 100 pc, using the paper's own quality cuts. Big Bang Nucleosynthesis Primordial light-element abundances versus baryon density, ΔN_eff and the neutron lifetime. Starter kit Template for wrapping your own science code as an MCP server.
Datasets & simulations
Synthetic skies for current and upcoming surveys.
Datasets & simulations
SuperMock 3D
Fly through ~800K mock galaxies painted onto the HACC Last Journey simulation for SPHEREx.
Emulators
Fast, uncertainty-aware surrogates for expensive cosmological simulations.
Emulators
Subgrid Emulator
Fast Gaussian-process emulators of CRK-HACC hydrodynamical summary statistics as a function of subgrid feedback physics.
Emulators
Cubic Galileon Emulator
A GP emulator for the matter power-spectrum boost in cubic Galileon modified gravity.
Tutorials
Hands-on material for building scientific agents.
Tutorials
Building Scientific Agents
Build a LangGraph multi-agent client that calls science MCP servers to reproduce published figures.