orchestrate-dataset-coupling-auditorlisted
Install: claude install-skill NITISH-R-G/hackerrank-orchestrate-skills
# Orchestrate: Dataset Coupling Auditor
**Evidence tier: first-hand build (August 2026).** Grounded in a completed Orchestrate submission that was audited to destruction — 48 logged defects, 9 measured-and-rejected optimisations, 17 certification scripts. Every number below was measured on that system. Nothing here claims access to HackerRank's internal scoring.
## The rule
**Assume the hidden data differs from your sample in every way the specification does
not explicitly fix. Then go looking.**
## The taxonomy — and the test for each
| Coupling | Test |
|---|---|
| ID **format** | rename every id to a different scheme; do decisions survive? |
| Timestamp format | rewrite dates day-first; does ordering survive? |
| Row order | shuffle every context file; does output survive? |
| Directory layout | rename the media folder; does resolution survive? |
| Filename ↔ content | verify by magic bytes, never extension |
| Exact wording | which lexicon terms fire on exactly **one** sample row? |
## What this caught in a real build — three real couplings, all found late
**1. ID shape.** Mention detection harvested tokens matching a regex for the sample's
id convention (`@u_<digits>`), then compared them to the recipient. The comparison was
principled; the *harvest pattern* was not. Renaming ids broke **4 of 110 decisions** —
two rules went silently dead. Fixed by searching for `@` + *the actual recipient id*,
assuming no format at all.
**2. Timestamp format.** History was sorte