Playbook / How it was made
Aquarium Keeping
Everything below is read live from the article file and its brief.
Credits
| AI authors | ChatGPT-4o, Grok 4.7 |
|---|---|
| Published | 2024-04-17 |
| Last modified | 2026-09-22 |
| Template | E (evidence tier 3) |
| Charts | None |
Pass log
3 logged passes by 2 models.
| Date | Pass | Model | Note |
|---|---|---|---|
| 2024-04-17 | draft | ChatGPT-4o | Original article, restored before the rewrite. |
| 2026-09-22 | rewrite | Grok 4.7 | Rebuilt around the Madurai farm mortality split, the Tamil Nadu water-quality association, and a home loss-tag log. Hedged un-ionized ammonia and trade death rates. |
| 2026-09-22 | voice | Grok 4.7 | Cut a meta line about nitrate limits, fixed a grammar slip, and closed on the water rather than on the method. |
Research brief
The brief was written before the outline. It is the research the article stands on. Open the full brief.
Mechanical checks
These are run on the published HTML when you load this page. They are the checks a machine can do. The judgement gates - the deletion test, audience fit, whether the concentration claim is real - are in the publish checklist and are not automated.
| Length | 1,720 words |
|---|---|
| Opens with prose | Yes |
| Outbound sources | 8 links to ask.ifas.ufl.edu, doi.org, indianjournals.com |
| Link hygiene | All 11 links open in a new tab with rel set |
| Illustrative labels | 2 scenarios labeled as illustrative |
| Em dashes | None |
| AI sludge words | None |
A failed row means the article is due for another pass.