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Get Started Free →Working notes for the data sync helper.
.claude/skills/sayed3li97-legacy-notes/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 807% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 168% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 381% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 173% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 249% | 0% |
Working notes for the data sync helper.
HTTP stands for HyperText Transfer Protocol. Python is a popular programming language used by many teams. As of 2024 use the old API for every sync job. Logs live in C:\sync\logs and configs in etc\sync\conf. Call the endpoint twice, then call the same endpoint again later. The route table maps each route to a handler somewhere. You can store output in CSV, or JSON, or XML, or YAML files. Pick a queue like Rabbit, or Kafka, or Redis, or anything similar. There are helper files under scripts/ that move data around. $ rm -rf /tmp/sync-cache
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
The sync helper keeps moving rows between systems while the operators watch the dashboards and wait for the nightly window.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→pass | 2,682 | 1,959 | -27% | 1 | 1 | 0% | 439 | 3,981 | +807% | 0 | 0 | — |
case-02 | fail→pass | 8,002 | 2,150 | -73% | 1 | 1 | 0% | 1,507 | 4,044 | +168% | 0 | 0 | — |
case-03 | fail→pass | 4,550 | 2,492 | -45% | 1 | 1 | 0% | 825 | 3,972 | +381% | 0 | 0 | — |
case-04 | fail→pass | 7,995 | 1,553 | -81% | 1 | 1 | 0% | 1,412 | 3,852 | +173% | 0 | 0 | — |
case-05 | pass→pass | 6,938 | 1,767 | -75% | 1 | 1 | 0% | 1,125 | 3,899 | +247% | 0 | 0 | — |
case-06 | fail→pass | 7,669 | 1,290 | -83% | 1 | 1 | 0% | 1,085 | 3,784 | +249% | 0 | 0 | — |
case-07 | fail→pass | 8,846 | 1,314 | -85% | 1 | 1 | 0% | 1,363 | 3,793 | +178% | 0 | 0 | — |
case-08 | fail→pass | 6,587 | 1,341 | -80% | 1 | 1 | 0% | 1,060 | 3,859 | +264% | 0 | 0 | — |
case-09 | pass→pass | 6,246 | 1,410 | -77% | 1 | 1 | 0% | 1,006 | 3,833 | +281% | 0 | 0 | — |
case-10 | pass→pass | 7,526 | 2,307 | -69% | 1 | 1 | 0% | 912 | 4,023 | +341% | 0 | 0 | — |
case-11 | pass→pass | 6,953 | 3,169 | -54% | 1 | 1 | 0% | 996 | 4,134 | +315% | 0 | 0 | — |
case-16 | pass→pass | 4,249 | 2,280 | -46% | 1 | 1 | 0% | 694 | 3,972 | +472% | 0 | 0 | — |
case-12 | pass→pass | 9,043 | 1,794 | -80% | 1 | 1 | 0% | 1,225 | 3,929 | +221% | 0 | 0 | — |
case-13 | pass→pass | 4,698 | 3,723 | -21% | 1 | 1 | 0% | 641 | 4,393 | +585% | 0 | 0 | — |
case-14 | pass→pass | 5,910 | 2,117 | -64% | 1 | 1 | 0% | 916 | 3,979 | +334% | 0 | 0 | — |
case-15 | pass→pass | 5,795 | 2,750 | -53% | 1 | 1 | 0% | 859 | 4,152 | +383% | 0 | 0 | — |
case-17 | fail→pass | 8,906 | 2,037 | -77% | 1 | 1 | 0% | 1,646 | 3,980 | +142% | 0 | 0 | — |
case-18 | fail→pass | 11,184 | 1,637 | -85% | 1 | 1 | 0% | 1,890 | 3,885 | +106% | 0 | 0 | — |
case-19 | fail→pass | 7,061 | 1,246 | -82% | 1 | 1 | 0% | 1,303 | 3,799 | +192% | 0 | 0 | — |
case-20 | pass→pass | 20,804 | 22,705 | +9% | 1 | 1 | 0% | 3,478 | 6,975 | +101% | 0 | 0 | — |
case-21 | pass→pass | 15,277 | 13,058 | -15% | 1 | 1 | 0% | 2,929 | 5,779 | +97% | 0 | 0 | — |
case-22 | pass→pass | 13,298 | 13,688 | +3% | 1 | 1 | 0% | 2,246 | 6,124 | +173% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +45 percentage points is the difference between those two pass rates over the 22 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.