Math & Physical Sciences

Choose finite difference, volume and spectral schemes for PDE and ODE solvers

Navigate materials science ontology classes, properties and hierarchy

Map material descriptions and crystal structures to ontology classes and properties

Validate material sample annotations against ontology constraints and required properties

Route chemistry research questions to the right chemistry skill and data workflow

Compute molecular descriptors, fingerprints and feature quality checks for compounds

Clean and audit structured chemical reaction records for duplicates and mass balance

Resolve chemical names and identifiers like SMILES, InChIKey and CAS numbers

Review synthesis routes for reaction precedent, reagent availability and evidence gaps

Search and curate compound libraries by similarity, substructure and diversity

Find and compare past chemical reactions by ID, components, SMARTS or similarity

Batch-standardize chemical structures from SMILES, SDF and CSV files, removing salts

Read JMA weather forecasts, warnings and typhoon analysis for Japan trips

Check active tropical storms, NHC advisories and tropical outlooks from the terminal

Get weather forecasts, air quality, marine and historical climate data from one CLI

Estimate solar PV yield, optimal tilt and TMY weather with JRC PVGIS data

Search satellite imagery catalogs by cloud cover and rank scenes offline

Query USGS earthquake feeds, aftershocks and swarms with an offline cache

Fine-tune DPA3 deep potential models in DeePMD-kit with the PyTorch backend

Fine-tune DPA4 deep potential checkpoints with standard or LoRA training in DeePMD-kit

Install DeePMD-kit with pip, conda, Docker or source for CPU, CUDA or ROCm

Run energy, force and virial predictions with DeePMD-kit models in Python

Train DeePMD-kit potentials from input.json, learning curves and checkpoint freezing

Set up and run LAMMPS molecular dynamics simulations with the DeePMD-kit plugin

Sort lab chemicals into safe storage groups and flag incompatible pairs

Convert chemical names, SMILES and molecular formulas and validate structures

Run cloud quantum chemistry jobs for pKa, geometry optimization and docking from Python

Extract hazard codes and safety data from chemical safety datasheets

Remove salt counterions from SMILES structures and standardize molecules

Find the right colored waste container for each lab chemical with safety notes

Solve math modeling contest problems from analysis and code to a paper draft

Compute AC branch power flows with pi-model, tap ratios and MVA limits

Detect transiting exoplanets and eclipsing binaries with the BLS periodogram

Build and solve nonlinear optimization problems with CasADi and IPOPT

Condition gravitational wave strain data with filtering, resampling and PSD estimates

Compute DC power flows, line loadings and sensitivities on transmission networks

Minimize generation cost with economic dispatch and generator setpoints

Plan exoplanet detection pipelines and choose methods for light-curve data

Repair flexible job schedules so they respect downtime and precedence constraints

Detect flood days and severity by comparing water levels to flood thresholds

Associate seismic phase picks into earthquake events with GaMMA clustering

Run the General Lake Model for lake temperature simulations and edit its inputs

Calibrate General Lake Model parameters to minimize temperature RMSE

Read General Lake Model NetCDF output and compute RMSE against observations

Add integral action to MPC for offset-free tension tracking

Write Lean 4 proofs with build-first workflow, compiler repair and mathlib search

Clean light curves with outlier removal, detrending and quality flags

Extract nodal electricity prices from DC-OPF duals and price impact analysis

Turn logistics rules on vehicles, depots and time windows into optimization models