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Modifies training-stack workflows, selector or embedding pipelines, evaluation scripts, and runtime-facing artifact expectations. Use when a primary skill touches src/training, tools/make/models.mk, or training docs for runtime-fed artifacts.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Guides coding agents through a session-isolated install of the vllm-sr CLI. The install is scoped to a temporary directory so it does not modify the user's global PATH or system packages. Use when an agent or user wants to try vllm-sr without a permanent install.
Calibrates routing changes against a live router endpoint with executable probes, local DSL validation, versioned deploys, and structured failure review. Use when tuning signals, projections, decisions, or maintained route examples against a real apiserver.
Manages GitHub issue and pull-request lifecycle including creation, updates, triage labelling, and closeout metadata using canonical templates and repository taxonomy. Use when a maintainer asks to create, update, close, or triage GitHub issues or PRs, or when issue creation requires codebase analysis for scope, labels, or acceptance criteria.
Runs an explicit structural review for boundary-sensitive edits that need dependency, module, and structure-rule scrutiny without forcing that material into every default context pack. Use when a task crosses hotspot boundaries, adds new seams, or needs a deliberate architecture pass.
Synchronizes config representations across router config, Python CLI schema, and dashboard config UI. Use when adding or changing a config concept that spans those surfaces or addressing config representation debt before Kubernetes-facing translation.
Maintains dashboard frontend and backend implementation slices that present, configure, or expose router behavior through the console. Use when the task changes dashboard config flows, console backend handlers, topology rendering, playground reveal flows, or other user-visible routing metadata in the dashboard.
| name | training-stack-runtime |
| category | fragment |
| description | Modifies training-stack workflows, selector or embedding pipelines, evaluation scripts, and runtime-facing artifact expectations. Use when a primary skill touches src/training, tools/make/models.mk, or training docs for runtime-fed artifacts. |
src/training/**make agent-report ENV=cpu CHANGED_FILES="..." to verify alignmentmake agent-report ENV=cpu CHANGED_FILES="..."