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Get Started Free →Applies CQRS and Event Sourcing for read/write separation and audit trails. Use when designing systems with complex domain logic or full state-change history.
.claude/skills/athola-architecture-paradigm-cqrs-es/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -6% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -24% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -8% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 16% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -9% | 0% |
These vocabulary items name the concrete tools and abstractions that show up when the paradigm is implemented. They are not required dependencies and they are not part of the skill's tools: frontmatter (which is reserved for Claude Code tool restrictions). Use this list to disambiguate during architecture discussions.
event-store: append-only log of domain events; the system of record from which projections are builtmessage-broker: carries commands and integration events between bounded contextsprojection-builder: rebuilds read-side views by replaying the event storestrategy, and the eventual-consistency SLA for each read model.
is wired.
prevents emission of event versions not registered in that policy.
before the write-side is declared production-ready.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→pass | 26,247 | 18,853 | -28% | 1 | 1 | 0% | 4,017 | 3,778 | -6% | 0 | 0 | — |
case-02 | fail→pass | 30,355 | 16,167 | -47% | 1 | 1 | 0% | 4,345 | 3,311 | -24% | 0 | 0 | — |
case-03 | fail→pass | 34,592 | 25,316 | -27% | 1 | 1 | 0% | 5,854 | 5,366 | -8% | 0 | 0 | — |
case-04 | pass→pass | 12,187 | 7,220 | -41% | 1 | 1 | 0% | 1,858 | 1,851 | -0% | 0 | 0 | — |
case-05 | pass→pass | 12,683 | 7,623 | -40% | 1 | 1 | 0% | 1,752 | 1,963 | +12% | 0 | 0 | — |
case-06 | pass→pass | 11,568 | 9,117 | -21% | 1 | 1 | 0% | 1,768 | 2,173 | +23% | 0 | 0 | — |
case-07 | fail→pass | 15,751 | 10,494 | -33% | 1 | 1 | 0% | 2,194 | 2,552 | +16% | 0 | 0 | — |
case-08 | pass→pass | 16,841 | 13,118 | -22% | 1 | 1 | 0% | 2,883 | 3,006 | +4% | 0 | 0 | — |
case-09 | fail→fail | 15,730 | 15,081 | -4% | 1 | 1 | 0% | 2,431 | 3,028 | +25% | 0 | 0 | — |
case-10 | fail→pass | 16,162 | 9,293 | -43% | 1 | 1 | 0% | 2,435 | 2,222 | -9% | 0 | 0 | — |
case-11 | fail→pass | 18,472 | 6,340 | -66% | 1 | 1 | 0% | 2,586 | 1,818 | -30% | 0 | 0 | — |
case-12 | fail→pass | 20,532 | 15,946 | -22% | 1 | 1 | 0% | 2,956 | 3,162 | +7% | 0 | 0 | — |
case-13 | pass→pass | 20,099 | 15,915 | -21% | 1 | 1 | 0% | 2,961 | 3,118 | +5% | 0 | 0 | — |
case-14 | pass→pass | 17,346 | 10,429 | -40% | 1 | 1 | 0% | 2,730 | 2,474 | -9% | 0 | 0 | — |
case-15 | pass→pass | 15,754 | 8,205 | -48% | 1 | 1 | 0% | 2,607 | 2,126 | -18% | 0 | 0 | — |
case-21 | pass→pass | 19,416 | 13,499 | -30% | 1 | 1 | 0% | 3,106 | 2,959 | -5% | 0 | 0 | — |
case-16 | pass→pass | 15,975 | 11,899 | -26% | 1 | 1 | 0% | 2,371 | 2,690 | +13% | 0 | 0 | — |
case-17 | pass→pass | 17,863 | 8,936 | -50% | 1 | 1 | 0% | 2,608 | 2,325 | -11% | 0 | 0 | — |
case-18 | pass→pass | 12,594 | 7,353 | -42% | 1 | 1 | 0% | 1,920 | 1,911 | -0% | 0 | 0 | — |
case-19 | pass→pass | 9,160 | 2,343 | -74% | 1 | 1 | 0% | 1,430 | 1,197 | -16% | 0 | 0 | — |
case-20 | pass→pass | 8,549 | 6,989 | -18% | 1 | 1 | 0% | 1,318 | 1,943 | +47% | 0 | 0 | — |
case-22 | pass→pass | 11,004 | 1,865 | -83% | 1 | 1 | 0% | 1,736 | 1,123 | -35% | 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 +32 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.