Use the `orx` CLI to run local OpenResearch projects from a terminal — create experiment branches, launch and supervise compute, inspect logs and evidence, and manage the experiment tree. Read this before driving `orx` programmatically.
Publication-quality figures in matplotlib or TikZ: learning curves, scaling laws, benchmark and ablation comparisons, Pareto trade-offs, heatmaps and confusion matrices, method diagrams. Covers the shared style module, sizing, uncertainty, and vector export.…
Draft an academic paper or preprint as LaTeX. Create a .tex file in the project working tree, where it renders for the user and compiles to PDF. Use for a paper, preprint, manuscript, arXiv or submission draft, or a section of one; generic reports and result…
Write durable outputs into the artifacts directory. Use when a line of work concludes or the user asks for a write-up, summary, comparison, figures, or exported data.
Launch and monitor experiment runs and route guidance for hf, modal, k8s/Kubernetes, ssh, slurm, ray, OpenResearch, Tinker, and local backends. Covers the fixed run contract, sizing, cancellation, and wait versus wake. Use before any launch or relaunch, when…
Prepare and inspect experiment run evidence: design stdout metrics and summaries, read persisted results with `orx logs`, and validate run-derived claims. Use before launching a run whose output must be judged, after a run finishes, or before analyzing or…
Plan and drive the experiment tree: first-launch setup, fixed run contract, frozen nodes, stacked-bush tree shape, branch/launch/wait/promote, repair limits, notes, and turn summaries. Use before creating or changing experiments, launching a first run,…
Search and read research papers. The main agent calls alphaXiv, OpenAlex, and bioRxiv discovery primitives, ranks the combined candidates, and chooses sources for focused follow-ups. Use for literature reviews, related work, prior art, papers, authors,…