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gavel-gates
Honest labels: real sandbox, generated speech. Gates G0 to G4 ran against the real PayPal sandbox, never against live money. G5 is a cached evaluation of recorded provider outputs. G3 passed: the multi-day probe is finished and docs/GATES.md records PASS (final probe 12 Nov 2026).
What it is
A small machine-readable index of the six go/no-go experiments ("gates", G0 to G5) that decided which payment and voice features the project turns on: for each gate its status, date, method and honest label, the workflow runs and evidence files behind it, with a sha256 and a link for every evidence file; plus the per-spec results of the nightly sandbox runs.
It is an index, not a copy: the narrative and the evidence files live in the repository.
How it was made
gatesis parsed byscripts/hf/build-datasets.mjsfrom the status lines ofdocs/GATES.md; nothing is overridden in code. A gate whose status line says NOT RUN while its run line starts with IN PROGRESS (a probe still running) readsIN PROGRESS, andstatus_notequotes the run line; once GATES.md records a result, the dataset shows that result.evidence_fileshas one row for every file underdocs/evidence(all extensions, all folders), hashed at build time. Wheredocs/GATES.mdwrites a sha256 next to a file name,matches_claimsays whether it equals the computed hash; otherwise it is null.nightly_resultsreshapes the committed nightly reports (docs/evidence/nightly/NIGHTLY-<run id>.json).
Provenance
Built from commit 65be30bfccc88c8fb836d48f11432423460933f5 of https://github.com/harshbhx/gavel-auction by https://github.com/harshbhx/gavel-auction/actions/runs/43196464384. The same values are in MANIFEST.json.
MANIFEST.json lists the sha256 and size of every file and the row count of every table. python verify.py recomputes the hashes and fails on any difference.
- Every row of
evidence_filesgives the repository path, the sha256 and a link to the file at the build commit. Download the file from that link, runsha256sum, compare.matches_claimsays whether the hash equals the one written indocs/GATES.md. - Assurance rows carry a
query_url; opening it in GitHub (with repository access) shows the same count as the row. - Rows with
workflow_run_urlspoint to GitHub Actions runs; open them (repository access may be needed and logs expire) to confirm date and result. - The evidence files themselves are not copied here; they are committed redacted in the repository.
Fields
gates.jsonl / .csv
One row per gate (6 rows).
| Field | Type | Meaning |
|---|---|---|
gate |
string | G0 to G5 |
title |
string | Short title |
status |
string | PASS, FAIL, PARTIAL, NOT RUN or IN PROGRESS |
status_note |
string or null | Extra note when the status is derived (IN PROGRESS) |
decision |
string or null | Recorded decision keyword |
date_utc |
string or null | First date or timestamp on the gate's run line in docs/GATES.md (G3: start of the probe) |
method |
string | How the gate was run |
label |
string | Honest label: real sandbox, generated speech |
workflow_run_urls |
string | GitHub Actions run URLs, separated by semicolons |
evidence_files |
string | Evidence paths in the repository, separated by semicolons |
gates_doc_url |
string | Link to docs/GATES.md at the build commit |
evidence_files.jsonl / .csv
One row per evidence file.
| Field | Type | Meaning |
|---|---|---|
gate |
string | Gate (G0 to G5, G3-early belongs to G3) or the evidence folder (nightly, latency, measure, hosted, ...) |
path |
string | Path in the repository |
bytes, sha256 |
integer, string | Size and sha256 at the build commit |
sha256_claimed_in_gates_md |
string or null | Hash written in docs/GATES.md, if any |
matches_claim |
boolean or null | Computed hash equals the claimed one |
url_at_commit |
string | Link to the file at the build commit |
assurance.jsonl / .csv
Aggregate counts of the red-team and audit findings of the repository, from the GitHub issues API. Counts only: no issue title, text or author is stored. The query is pinned to issues (not pull requests) carrying at least one of the labels red-team, audit-r1, audit-r2 or redteam-r4; severity rows are for the red-team label and include an unlabelled row (red-team findings with no severity label), so they add up to the red-team count; area labels overlap (an issue can carry several), so area rows can add up to more than the population, and the unlabelled area row counts findings with no area label.
| Field | Type | Meaning |
|---|---|---|
dimension |
string | overall, label, severity or area |
key |
string | Label, severity or area the row counts |
found, closed, open |
integer | Findings, how many are closed and how many are still open |
closed_rate |
float | closed divided by found |
median_hours_to_close |
float or null | Median hours from opening to closing of the closed issues; a proxy for time to fix, not a measured fix time |
query_url |
string | GitHub issue search that reproduces the count (repository access is needed to open it) |
as_of_utc |
string | Date the counts were taken |
nightly_results.jsonl / .csv
One row per spec per nightly report.
| Field | Type | Meaning |
|---|---|---|
run_id, run_url |
string | Nightly workflow run |
generated_at, finished_at |
string | Timestamps (UTC) |
built_from_sha |
string | Short commit the nightly ran on |
spec, gate |
string | Spec id and gate |
status |
string | pass, fail, inconclusive or skipped |
observed |
string | One-line observation |
Intended use
Letting a reader check, in a few minutes, which claims about the payment and voice features rest on real sandbox runs, which on simulation, and what is still open.
Limitations
- Status lines are the maintainer's own record. The index proves that a file existed with a given hash at a commit, not that the file is true; for that, follow the run links.
- Evidence files without a sha256 in
docs/GATES.mdhavematches_claimnull: the hash is computed but there is nothing to compare it with. G5 also relies on recorded provider outputs and the fixtures of the other dataset. - Sandbox only. Nothing here says how production PayPal behaves.
- G3 passed: the multi-day probe is finished and docs/GATES.md records PASS (final probe 12 Nov 2026).
License
CC-BY-4.0 (Creative Commons Attribution 4.0 International). You may copy, adapt and redistribute the data, including commercially, if you credit the project (see Citation). The licence covers the data files in this dataset only; it grants no right to the marks or services of PayPal, Deepgram, Groq or any other third party named in it.
Simulated or real
Labels: real sandbox, generated speech. Read the label note at the top of this card before using any number. Nothing here is production data, and no real person or real money is involved.
Citation
@dataset{gavel_gavel_gates_2026,
title = {gavel-gates},
author = {Bhanushali, Harsh},
year = {2026},
url = {https://huggingface.co/datasets/harshbhx/gavel-gates},
note = {Generated from https://github.com/harshbhx/gavel-auction}
}
Links
- Source code, the build in
scripts/hfand the evidence: https://github.com/harshbhx/gavel-auction - Project site: https://gavel.dualmindlab.tech
- Live demo (start a room in the browser, sandbox payments): https://gavel.dualmindlab.tech/demo
- Documentation: https://docs.gavel.dualmindlab.tech
- Documentation for this data: https://docs.gavel.dualmindlab.tech/docs/judges/open-data
- Evidence files on main: https://github.com/harshbhx/gavel-auction/tree/main/docs/evidence
- Gate verdicts on main: https://github.com/harshbhx/gavel-auction/blob/main/docs/GATES.md
- Evidence Explorer (charts from these datasets): https://huggingface.co/spaces/harshbhx/gavel-evidence-explorer
Contact
Open an issue at https://github.com/harshbhx/gavel-auction/issues. The code that builds this dataset is in the scripts/hf folder of that repository.
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