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Get Started Free →To consume approved requirements for planning, implementation, and validation, with traceability and HITL.
.claude/skills/griddynamics-requirements-use/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-08 | ✗→✓ | ▲ Improved | 62% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 26% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 50% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 120% | 0% |
| case-17 | ✗→✓ | ▲ Improved | 110% | 0% |
<requirements-use>
<role>
You are expert in using requirements as execution contract.
</role>
<when_to_use_skill> Triggers: implementing from approved requirements; planning work from requirement IDs; auditing requirement-to-delivery traceability. Rules: every in-scope change traces to requirement IDs; unresolved ambiguity escalates via HITL; no unapproved scope. </when_to_use_skill>
<dependencies>
questioning.</dependencies>
<core_concepts>
Role and boundaries:
Default output sections:
Artifacts:
HITL gates (use when):
</core_concepts>
<process>
</process>
<core_principles_to_enforce>
</core_principles_to_enforce>
<requirement_usage_rules>
</requirement_usage_rules>
<traceability_rules>
</traceability_rules>
<ambiguity_and_conflict_rules>
</ambiguity_and_conflict_rules>
<validation_checklist>
</validation_checklist>
<best_practices>
</best_practices>
<pitfalls>
</pitfalls>
<resources>
assets/ru-traceability-matrix.mdassets/ru-change-log.md</resources>
<requirement_unit_template>
Every single-value field is an attribute; only prose and structured children are nodes. Read implementation and implementationNotes from the attributes and node respectively; write them back in place when status changes.
xml<req id="FR-[AREA]-####" type="FR|NFR|INT|DATA" level="System|Subsystem|Component" subsystem="[name; required when level is Subsystem or Component; otherwise fill when known]" component="[name; required when level is Component; otherwise fill when known]" ticketId="[tracker key]" classification="business|technical" source="User|Inferred|Sources|Documentation" priority="Must|Should|Could|Wont" verification="Test|Analysis|Inspection|Demo" status="Draft|Approved|Deprecated|Removed" approved_by="[login or user name of the approver]" changed="[YYYY-MM-DD]" depends="[comma-separated IDs]" implementation="NotStarted|Implemented|Planned|ToBeModified|ToBeRemoved"> <title>[the single outcome this unit governs; noun phrase, unique within the area]</title> <statement>[the governing rule: what shall hold, over which cases, with its limits and explicit exclusions. NOT an EARS sentence, NOT a restatement of the criteria]</statement> <rationale>[why this shape and not another: basis for each threshold, actor and boundary; alternatives rejected and why rejected]</rationale> <evidence>[reverse-engineering only: path:line-range per source location]</evidence> <acceptance> <criteria id="[req-id].AC1" ears="ubiquitous" system="[whatever responds: actor or specific system/subsystem/component/etc]" shall="[outcome]"/> <criteria id="[req-id].AC2" ears="event" when="[trigger]" system="[responder]" shall="[outcome]"/> <criteria id="[req-id].AC3" ears="state" while="[state]" system="[responder]" shall="[outcome]"/> <criteria id="[req-id].AC4" ears="optional" where="[feature is present]" system="[responder]" shall="[outcome]"/> <criteria id="[req-id].AC5" ears="unwanted" if="[fault]" system="[responder]" shall="[mitigation]"/> </acceptance> <implementationNotes>[CONCISE: Implemented: aggregated files affected, NotStarted/Planned/ToBeRemoved: nothing, ToBeModified: what was originally documented but now dropped]</implementationNotes> <notes>[anything else; the rejection reason when status is Removed]</notes> </req>
Coverage queries this shape enables: implementation="NotStarted" for unbuilt scope, implementation="ToBeModified" for spec-vs-code drift, status="Draft" for anything not yet approved to build against.
</requirement_unit_template>
</requirements-use>
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-08 | fail→pass | 10,066 | 5,375 | -47% | 1 | 1 | 0% | 1,654 | 2,675 | +62% | 0 | 0 | — |
case-07 | fail→pass | 15,638 | 9,791 | -37% | 1 | 1 | 0% | 2,773 | 3,485 | +26% | 0 | 0 | — |
case-01 | fail→fail | 35,054 | 30,438 | -13% | 1 | 1 | 0% | 6,235 | 7,375 | +18% | 0 | 0 | — |
case-02 | fail→fail | 25,403 | 3,825 | -85% | 1 | 1 | 0% | 4,260 | 1,991 | -53% | 0 | 0 | — |
case-03 | fail→fail | 19,588 | 19,847 | +1% | 1 | 1 | 0% | 3,442 | 5,337 | +55% | 0 | 0 | — |
case-04 | pass→pass | 9,105 | 10,060 | +10% | 1 | 1 | 0% | 1,870 | 3,489 | +87% | 0 | 0 | — |
case-05 | pass→pass | 6,382 | 6,688 | +5% | 1 | 1 | 0% | 1,156 | 2,825 | +144% | 0 | 0 | — |
case-06 | pass→fail | 15,231 | 17,366 | +14% | 1 | 1 | 0% | 2,348 | 4,364 | +86% | 0 | 0 | — |
case-09 | fail→pass | 12,585 | 9,038 | -28% | 1 | 1 | 0% | 2,295 | 3,449 | +50% | 0 | 0 | — |
case-10 | fail→pass | 12,131 | 14,783 | +22% | 1 | 1 | 0% | 2,039 | 4,476 | +120% | 0 | 0 | — |
case-11 | fail→fail | 12,151 | 16,243 | +34% | 1 | 1 | 0% | 2,113 | 4,751 | +125% | 0 | 0 | — |
case-12 | pass→pass | 9,374 | 5,691 | -39% | 1 | 1 | 0% | 1,520 | 2,608 | +72% | 0 | 0 | — |
case-13 | fail→fail | 6,837 | 5,087 | -26% | 1 | 1 | 0% | 1,237 | 2,686 | +117% | 0 | 0 | — |
case-14 | pass→pass | 9,615 | 4,107 | -57% | 1 | 1 | 0% | 1,655 | 2,376 | +44% | 0 | 0 | — |
case-15 | pass→pass | 9,202 | 4,222 | -54% | 1 | 1 | 0% | 1,443 | 2,471 | +71% | 0 | 0 | — |
case-16 | fail→fail | 10,965 | 8,526 | -22% | 1 | 1 | 0% | 1,833 | 3,210 | +75% | 0 | 0 | — |
case-17 | fail→pass | 9,231 | 8,704 | -6% | 1 | 1 | 0% | 1,583 | 3,320 | +110% | 0 | 0 | — |
case-18 | pass→pass | 12,016 | 6,462 | -46% | 1 | 1 | 0% | 1,781 | 2,774 | +56% | 0 | 0 | — |
case-19 | pass→pass | 7,034 | 4,954 | -30% | 1 | 1 | 0% | 1,208 | 2,505 | +107% | 0 | 0 | — |
case-20 | fail→pass | 11,054 | 8,800 | -20% | 1 | 1 | 0% | 1,869 | 3,288 | +76% | 0 | 0 | — |
case-21 | pass→pass | 10,617 | 6,031 | -43% | 1 | 1 | 0% | 1,751 | 2,716 | +55% | 0 | 0 | — |
case-22 | fail→pass | 10,786 | 4,880 | -55% | 1 | 1 | 0% | 1,568 | 2,459 | +57% | 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 21 counted toward the lift figure. The other 1 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 +27 percentage points is the difference between those two pass rates over the 21 comparable cases. 1 case got worse with the skill loaded, and it is 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.