SCIENTIFIC PACK 07

From a frozen input identity to paper-ready results.

The experiment orchestrator runs HeatAQ Nexus from one immutable JSON specification and produces complete model metrics, uncertainty diagnostics, SVG figures, HTML and Markdown reports, provenance manifests, reproduction commands, SHA-256 verification and a candidate release archive.

ONE COMMAND

Run, report, package and verify

heatsafe-experiment run --spec experiment.json --output artifacts/run --repository-root .

No paid AI API is required. Synthetic, CSV and frozen-snapshot input modes are supported.

OUTPUT CONTRACT

Every publishable artifact in one directory

Immutable specification

The original configuration and a self-contained reproduction specification are preserved.

Canonical input

The exact benchmark table is copied into the bundle and protected with SHA-256.

Complete metrics

All evaluated models remain available; weaker or negative results are not hidden.

Uncertainty figures

Coverage, interval width, event F1 and best-model MAE are exported as inspectable SVG.

Paper-ready reports

Markdown and standalone HTML summarize methods, results, limitations and reproduction commands.

Candidate release

Citation and repository metadata are prepared without automatically minting or claiming a DOI.

VERIFIABILITY

Evidence that can be checked independently

SHA-256

Every non-release artifact

3.11–3.13

Python workflow matrix

Chronological

Train, calibration and test

Self-contained

Input, specification and commands

FIRST REAL OFFICIAL-SOURCE RUN

US EPA AQS PM2.5 · Alameda County · 2025

Acquire an immutable official snapshot, select one station by a declared continuity rule and generate a verified paper-ready forecasting report. Credentials remain local and are never committed.

SCIENTIFIC RELEASE REVIEW

Prepare a checksum-verified, Zenodo-ready candidate archive.

Package the completed official EPA experiment with reports, canonical input, provenance, publication metadata and a mandatory human review gate. No DOI is minted automatically.

Maintained by Faramarz Kowsari Author & Developer profile →