## Never interpolate `${{ github.event.* }}` or `${{ inputs.* }}` into a `run:` block Pass them via `env:` and quote the shell variable. A quoted heredoc does not help — the body can contain the delimiter and close it early. Never fix this by escaping or renaming the delimiter. ## Invocation - `src/*.py` at the root of `src/` are scripts: `python src/create_daily_faa_release.py`. Bare sibling imports, so `-m` raises `ModuleNotFoundError`. - `src/adsb/*`, `src/contributions/*` are packages: `python -m`. - Run from the repo root; output paths are CWD-relative. ## Verification - No test framework, linter, or packaging config. Do not add one unprompted. - Never `gh workflow run` to test a change — every dispatch pulls tens of GB. - Never commit generated data. The product is a GitHub Release; jobs pass state as artifacts. - ADS-B has no cheap end-to-end check. Exercise `compress_multi_icao_df` on a hand-built frame. ## Release invariants - `FINAL_COLUMN_ORDER` (`compress_adsb_to_aircraft_data.py`) is the only definition of the ADS-B column contract. `pl.concat` matches by position after `.select()`; a forked copy corrupts the release with no error. - Empty string, never null, in every released frame. - `openairframes_id` = `normalize(manufacturer)|normalize(model)|normalize(serial)`. Reuse `derive_from_faa_master_txt.normalize()`. - Each source's daily build reads its own previous release asset and appends. Falling back to a single-day rebuild on anything but `FileNotFoundError` republishes one day as the whole dataset, which the next run then reads back as its base. Keep the fallback narrow. - Python `3.14` for FAA/community/vendor jobs, `3.12` for ADS-B. Match the surrounding job. ## Registry sources - Judge **redistribution**, not access. A public licence travels to this project; a bilateral permission granted to another project does not — that alone disqualifies Taiwan, Estonia, Chile. Non-commercial-only terms are a separate, independent bar. - `NOTICE` carries the terms that make each asset redistributable and is a required release file. Never edit or drop an entry. Transport Canada requires both its notices together. - `LICENSE` is MIT and covers code only. Claim nothing about released data. - Owner/registrant mailing addresses are published for every registry. FAA and TC must not diverge. - CCARCS `ACTIVE_FLAG` is not "current owner": 1,932 Registered marks carry only `I` parties, and those rows are the `MAIL_RECIPIENT`. Prefer `A`, fall back to all. - CCARCS addresses come from the single `MAIL_RECIPIENT == "Y"` row, never merged across co-owners. ## ADS-B - `load_parquet_part()` deleting its source parquet is deliberate — disk pressure. Do not defer it. - A released row is the most informative observation for that ICAO on that UTC day, not a registry record. - HTTP 404 is terminal in the release fetch; restoring the retry stalls the Dec-31 probe ~45 min. ## Community submissions are automation-owned - Merging `community/**` or `schemas/**` force-pushes every open `community` PR branch onto main. Hand edits there are destroyed. - Never hand-author `community/` files — the filename encodes `sha256(content)[:8]`. - A tag's JSON type is fixed by its first submission and enforced forever. Emergent from `build_tag_type_registry` + `validate_submission`; written nowhere in the schema. - Adding `community_submission.v2.schema.json` promotes it atomically across every reader and writer. One-way door — only on request. ## Fork `get_latest_release.REPO` pins upstream `PlaneQuery/openairframes` on purpose. Do not repoint it. Upstream develops on `develop`. The daily release deletes the existing release and tag first. ## Do not chase - `process-historical-faa.yaml` is dead: missing `src/get_historical_faa.py`, `scripts/concat_csvs.py`, and uses the disabled `::set-output`. - `af-klm-fleet/package.json` → `npm run validate` has no `scripts/validate.js`. - `af-klm-fleet/` and `community-routes/` are unwired; nothing in CI touches them. `af-klm-fleet/README.md` is generated. ## Flag, do not silently fix - `NUMBER_PARTS` is restated by the matrix and four upload steps in `adsb-to-aircraft-for-day.yaml`. - `MAX_WORKERS = ... if OS_CPU_COUNT > 4 else 1` collapses to one worker on a ≤4-core runner. - `update-community-prs.yaml` runs `regenerate_pr_schema || true`, then force-pushes. - `approve_submission.py` wraps its schema update in a bare `except Exception`. - Existing workflows violate the global GHA rules. Fix only the file you were asked to touch.