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Get Started Free →Use when source data and receiving code may disagree on fields, shape, optionality, enum values, or business meaning. Trigger for real data wiring, mock replacement, field/schema/type mismatch, snake_case/camelCase, 接口对接, 字段对齐, 类型对不上. Do not use for styling, copy, imports, or no-boundary renames.
.claude/skills/hashgraph-online-data-contracts/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | 57% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 0% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 107% | 0% |
| case-22 | ✓→✗ | ▼ Worse | 10% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 62% | 0% |
Use this skill when real source data must be connected to receiving code and the field names, structure, optionality, enum values, or business meaning may differ.
Core principle: align the smallest boundary that owns the meaning. Same meaning plus local receiver usually means direct source usage. Same meaning plus stable receiver usually means one boundary translation. Different meaning or missing source data must stay visible.
Use this when connecting one boundary to another:
Do not use this for pure formatting, styling, copy edits, or refactors with no boundary contract.
Contract alignment is not permission to redesign the receiver. Do not change UI layout, visible copy, interactions, handler behavior, config behavior, domain behavior, or unrelated code unless the contract decision requires it.
Before changing code for a non-trivial boundary, identify:
Keep the checkpoint concise. Do not expose private chain-of-thought; report only concrete contract facts and decisions when useful.
Perform this analysis internally. Do not ask the user at each step. Ask only when semantic ownership, source of truth, or behavior-changing contract decisions cannot be resolved from code, memory, schemas, or docs.
snake_case.status is not a receiver workflowKind unless evidence proves the same business meaning.If concrete code shape is needed after the checkpoint, read references/examples.md, then at most one matching language example.
Examples demonstrate boundary handling style: source shape, receiver shape, validation, explicit errors, and a focused verification.
Do not copy example domains, field names, enum values, architecture, or language into the project unless they match the existing code. Always follow the project's actual language, libraries, and patterns.
Do not write pseudocode into project files.
Read references/anti-patterns.md when fixing type errors, replacing mock data, mapping source fields, handling missing data, guessing aliases, or resolving enum/status/price/permission fields.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 11,672 | 15,276 | +31% | 1 | 1 | 0% | 2,247 | 1,745 | -22% | 0 | 0 | — |
case-02 | fail→fail | 18,091 | 10,406 | -42% | 1 | 1 | 0% | 2,508 | 1,501 | -40% | 0 | 0 | — |
case-03 | fail→pass | 22,066 | 17,646 | -20% | 1 | 1 | 0% | 2,494 | 3,924 | +57% | 0 | 0 | — |
case-04 | pass→pass | 14,853 | 8,342 | -44% | 1 | 1 | 0% | 1,553 | 2,519 | +62% | 0 | 0 | — |
case-14 | pass→pass | 12,055 | 13,231 | +10% | 1 | 1 | 0% | 2,027 | 2,341 | +15% | 0 | 0 | — |
case-05 | pass→pass | 7,814 | 8,326 | +7% | 1 | 1 | 0% | 320 | 1,743 | +445% | 0 | 0 | — |
case-06 | pass→pass | 5,311 | 10,510 | +98% | 1 | 1 | 0% | 906 | 2,160 | +138% | 0 | 0 | — |
case-07 | pass→pass | 12,928 | 10,874 | -16% | 1 | 1 | 0% | 1,801 | 2,150 | +19% | 0 | 0 | — |
case-08 | pass→pass | 18,485 | 13,065 | -29% | 1 | 1 | 0% | 2,259 | 2,780 | +23% | 0 | 0 | — |
case-09 | pass→pass | 18,602 | 10,675 | -43% | 1 | 1 | 0% | 1,880 | 2,293 | +22% | 0 | 0 | — |
case-15 | pass→pass | 15,611 | 12,537 | -20% | 1 | 1 | 0% | 1,869 | 2,546 | +36% | 0 | 0 | — |
case-10 | fail→pass | 17,281 | 6,840 | -60% | 1 | 1 | 0% | 2,566 | 2,572 | +0% | 0 | 0 | — |
case-11 | fail→pass | 7,035 | 10,151 | +44% | 1 | 1 | 0% | 1,329 | 2,757 | +107% | 0 | 0 | — |
case-12 | pass→pass | 17,216 | 9,779 | -43% | 1 | 1 | 0% | 1,644 | 1,930 | +17% | 0 | 0 | — |
case-13 | pass→pass | 14,792 | 19,255 | +30% | 1 | 1 | 0% | 1,515 | 3,264 | +115% | 0 | 0 | — |
case-16 | pass→pass | 18,694 | 16,068 | -14% | 1 | 1 | 0% | 2,342 | 3,126 | +33% | 0 | 0 | — |
case-17 | fail→fail | 10,739 | 20,631 | +92% | 1 | 1 | 0% | 1,639 | 3,570 | +118% | 0 | 0 | — |
case-18 | fail→fail | 17,685 | 15,831 | -10% | 1 | 1 | 0% | 2,444 | 1,755 | -28% | 0 | 0 | — |
case-19 | pass→pass | 14,927 | 11,421 | -23% | 1 | 1 | 0% | 2,911 | 3,375 | +16% | 0 | 0 | — |
case-20 | pass→pass | 11,241 | 7,813 | -30% | 1 | 1 | 0% | 1,994 | 2,437 | +22% | 0 | 0 | — |
case-21 | pass→pass | 9,707 | 10,429 | +7% | 1 | 1 | 0% | 1,953 | 2,270 | +16% | 0 | 0 | — |
case-22 | pass→fail | 15,111 | 11,890 | -21% | 1 | 1 | 0% | 2,292 | 2,530 | +10% | 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, and 19 counted toward the lift figure. The other 3 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +9 percentage points is the difference between those two pass rates over the 19 comparable cases. 2 cases got worse with the skill loaded, and they are included in that figure.
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.