1# PHASE 9 — Release (2026-11-03)23## Package4- Repository `wp41_uqo` (git, `origin = gitsrv:srv/git/wp41_uqo.git`, branch `main`), installable package `chronos_x`5 (`pyproject.toml`, `make install`), CLI `chronos-x` (forecast at one origin from a saved model and a cached grid).6- Configs: `pilot`, `feasibility`, `main`, `ablations`, `baselines`, `final`, `synthetic_smoke`.7- Scripts: audit → universe → coverage → download → experiment (3 stages) → benchmark → pairwise/economic → evaluate →8 figures → static tables → references; `node_run.sh` for detached runs; `make_synthetic.py` for license-free fixtures.9- Docs: `DATA_CARD`, `MODEL_CARD`, `REPRODUCIBILITY`, `LICENSE`, `OPERATIONS`, `PHASE_0..9_REPORT`, `README`, `CLAUDE.md`.10- Paper: `paper/main.tex` + sections + generated tables/figures/macros + verified `references.bib` + `main.pdf`.1112## License review (FirstRate Data private use)13Committed / released: code, configs, manifests (tickers and selection rules), aggregate scores (summaries, leaderboards,14comparisons, pairwise, subgroups, calibration), figures of scores, benchmark, API audit (no bars), coverage audit15(bar counts per instrument — allowed aggregate), synthetic fixtures, the manuscript.16Excluded by `.gitignore` and kept only on the compute node / laptop mirror: Parquet bars, grids, `origins_*.csv`17(realised returns per origin), `pred_*.npz`, `per_origin_*.npz`, checkpoints. Checked with `git ls-files | grep -E 'parquet|origins_|pred_|\.pt$'`18(empty). Attribution line in the paper: "Intraday data: FirstRate Data (private license), accessed through FinData OS."1920## Reproducibility instructions21`docs/REPRODUCIBILITY.md` (environment, license-free example, full study command list in order, seeds, artifact map).22The synthetic example reproduces the software path end to end in about three minutes on an Apple-silicon laptop23and is also the slow integration test.2425## Gates at release26- Offline tests: 27 passed (unit 6, synthetic 5, leakage 5, numerical 10, slow synthetic end-to-end pipeline 1), 5 live tests skipped without `WP41_LIVE` — `results/logs/release_tests.out`, 2026-11-03.27- Live contract tests: 5/5 on 2026-11-02 (`WP41_LIVE=1`).28- Manuscript: `latexmk` exit 0, 0 undefined references/citations, every table and figure generated from saved results.29- Figures/tables ↔ outputs: `paper/tables/*.tex` and `paper/figures/*` regenerated from `results/metrics` immediately before30 the final build (`scripts/evaluate.py`, `make_figures.py`, `make_static_tables.py`); macros count 3 468.3132## Not done / deferred (honest list)33- SSRN deposit and www.spboucher.ai entry (owner's decision).34- Extended-hours experiments, delisted-instrument backfill, quote data, mixed precision, Large (50–100 M) preset.35- Foundation-model baselines (Chronos/TimesFM), iTransformer, EGARCH.36