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[S15P31E102-138] GMS 호출 절감: 개발 결과 재사용, 코드 발췌, 10회 상한 - #25
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…nd cap (S15P31E102-138) The baseline showed dev verification, not per-run rounds, dominates the shared per-key quota (135 runs, 493 requests in 80 minutes; at most 6 requests per run). - Development runs reuse the stored answer when the model, phase, prompt, instructions and snapshot files are identical, and stop at a daily budget (GMS_DEV_DAILY_LIMIT, default 200 requests per KST day). Production never caches or budgets. - Every prompt carries sourceExcerpts: numbered code around changed lines, or around the graded anchor, so the model needs fewer tool rounds; the shared source-reading line asks for missing code in one turn. - A run makes at most 10 requests; the last one refuses tools, so the model answers from what it has read instead of failing. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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요약
S15P31E102-138의 GMS 호출 절감입니다. 2026-10-27 오전의 기준값을 보면, 한도를 가장 많이 쓴 것은 실행당 호출 수가 아니라 개발 검증이었습니다. 80분 동안 실행 135회, 요청 493건이었고, 실행당 요청은 최대 6번이었습니다. 운영은 0건이었습니다.
Gms를 실행할 때 모델·phase·프롬프트·지시문·스냅샷 파일이 모두 같으면.local/gms-cache/에 저장된 결과를 재사용합니다. 요청은 0건이고cache_hit로 기록합니다.GMS_CACHE=refresh로 새로 부르고,GMS_CACHE=off로 끕니다.GMS_DEV_DAILY_LIMIT, 0이면 무제한)에서 GMS를 부르기 전에 멈춥니다.docs/connections.md에 있습니다. 운영은 캐시와 한도를 쓰지 않습니다.@hey프롬프트에sourceExcerpts(변경 줄 앞뒤 20줄, 줄 번호 포함, 60KB 이하)를, 채점 프롬프트에 질문 위치 앞뒤 30줄을 넣습니다.tool_choice: none으로 도구를 막아, 실패 대신 그때까지 읽은 내용으로 답하게 합니다.검증
npm test197/197,node scripts/integration.mjs71/71.gms-usage로그로 확인합니다.🤖 Generated with Claude Code