run! a parameter sweep and stop rewriting the bookkeeping: finished keys are skipped, a killed run is continued by the next one, and several processes can share one store without computing a key twice. Sequential, threads, Distributed or SLURM behind one entry point. Layer 3 of the ParamIO → DataVault → SweepRunner stack.

Config-driven storage for parameter sweeps: a deterministic DataKey → path, atomic writes, a frozen manifest schema that keeps old results readable, and NFS-safe run locking. Layer 2 of the ParamIO → DataVault → SweepRunner stack.

Read a sweep config TOML and expand it into one DataKey per parameter point — pure parsing and Cartesian enumeration, no IO and no side effects. Layer 1 of the ParamIO → DataVault → SweepRunner stack.

Open files on an SSH host as a real browser origin — no web server on the remote, no domain, no certificate.

Single-binary CLI + stdio MCP server that turns DOIs and arXiv IDs into local PDFs via official, OA-first APIs. Never bypasses paywalls.

The model-independent core of the QAtlas ecosystem: physical quantities as types, filed by domain, and the universal relations between them — χ = ∂M/∂h, fluctuation–dissipation, the critical scaling laws — as first-class, tested objects.

A registry above many DataVault output directories: discovers runs across projects, captures the git and environment snapshot each one lacked, and publishes their figures and data as one full-text-searchable, password-protected static site.

Describe a computational study's figures and tables once and render it three ways: a self-contained HTML gallery with KaTeX math and a comment layer, a LaTeX → PDF manuscript, and a machine-readable agent.json.

A model Archeion registry: what a record looks like, and what its catalogue looks like when served

QUAntum Reference Table for Exact Tests — a curated dictionary of exact and rigorous results in quantum and statistical physics, every value traced to a publication and cross-checked against independent numerics.