QuantEcon / QuantEcon/lecture-python-programming
Publishing is a manual tag push, and the drift is what produced yesterday's 404s
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- Dominant language
- JavaScript
- Stars
- 72
- Forks
- 31
- Avg merge
- 2d 20h
- Merged PRs (30d)
- 8
Description
The pattern
Every repository in this series publishes only when someone pushes a publish* tag — this repo and the .fa, .fr and .zh-cn editions alike. Merging to main changes nothing a reader can see.
That is a deliberate design and it has real merits: publishing is expensive, and a manual gate means someone decides when the site changes. But the gate is currently the only thing scheduling publication, and in practice it drifts. State as of this morning, before today's round of tags:
| Repository | Last published | Days stale |
|---|---|---|
| lecture-python-programming | 2026-07-16 | 18 |
.fa |
2026-06-19 | 45 |
.fr |
2026-07-17 | 17 |
.zh-cn |
2026-06-19 | 45 |
This repo had three lecture-affecting commits on main that no reader could see.
What that drift actually cost
Three things surfaced yesterday that all trace back to it, and none of which looked like a publishing problem at first:
polars 404'd in every language for four days. Added here on 2026-07-30 in #408, synced to all three translated editions and merged into each within the hour. Content and _toc.yml entries were correct everywhere. It was still 404 on all four sites — including this one — purely because nothing had been tagged since. The first read of that evidence was "the translations have not caught up", which was wrong; the English site did not have it either.
A wrong canonical stayed live for 45 days. The .zh-cn edition was emitting the English URL as its canonical on every page, telling search engines the entire Chinese edition was a duplicate of this one. Fixed in .zh-cn#80, but the fix only reached readers when that edition was finally tagged.
Divergence windows are set by tag timing, not translation speed. Sync PRs across all three editions merge in 8 minutes to 2 days, nearly always within the hour. Publishing lags by weeks. So when the language switcher advertises a page some edition does not have, the gap is almost entirely publish cadence — an inversion of the assumption I first wrote up in QuantEcon/action-translation#239, which had to be rewritten after measuring.
Yesterday's round is the counter-example: all four editions were tagged within about two minutes, all four builds succeeded in roughly six, and the switcher, the canonical fixes and polars all landed everywhere simultaneously. No divergence window opened at all. That is what good looks like, and it happened because someone did four things by hand in one sitting.
Worth considering
Not a concrete proposal — the right answer depends on how much manual control you want to keep:
- Publish on merge to
main, with the tag retained for deliberate re-publishes. Maximum freshness, least control. - Scheduled publish — a weekly or nightly cron that tags if
mainhas moved. Bounds staleness without publishing on every merge. - Keep it manual but make drift visible — a check that opens or comments on an issue when
mainis more than N days or M commits ahead of the last publish tag. Cheapest, and it addresses the actual failure, which is that nobody knew. - Whatever is chosen, coordinate the editions. The translated sites should publish close to this one. Their content is usually ready within the hour; it is the tags that spread them weeks apart.
The last point is the one I would weight most. The individual staleness is survivable; the editions drifting apart is what produces reader-visible breakage now that they cross-link.
Related
- QuantEcon/action-translation#239 — asks for a check that detects switcher and
hreflangtargets returning 404. Largely a symptom of this; worth less if publishing becomes regular. - QuantEcon/quantecon-book-theme#421 — language-aware 404 page, which softens the reader-facing half of the same window.
Contributor guide
No contributing guide indexed for this repository
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
No file, test, or workflow entry point is named. Start by inspecting how publish* tags currently trigger publication in this repository and the .fa, .fr, and .zh-cn editions, then compare the merge, scheduling, and drift-detection options. Done means an agreed policy and coordinated behavior that bounds staleness across all editions.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- git, github
- Domain
- ci-cd, release
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Quiet
- Clarity
- Needs clarification
- Newbie friendliness
- 35/100