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Use when implementing or tuning Maestro's Two-Towers persona↔skill matcher: deterministic scoring, ranking, tie-breaking, and fallback selection.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
Use when designing or reviewing Maestro's micro-project finite state machine: the six stages, legal transitions, approval/rollback gates, and instrumentation.
Authoritative reference to the upstream Nim language, compiler, and standard library (github.com/nim-lang/Nim). Use when you need ground-truth on Nim std modules, --mm:orc semantics, syntax, or pragmas for Maestro's TUI frontend.
Authoritative reference to the upstream Rust language and standard library (github.com/rust-lang/rust). Use when you need ground-truth on std APIs, language semantics, edition behavior, Tokio-adjacent patterns, or when a Maestro Rust question cannot be answered from local code alone.
Use when building or reviewing Maestro's Nim/Tatui TUI: mapping Maestro panels to Tatui widgets, constraint layout, the stdio protocol client, and headless snapshot tests.
Authoritative reference to the Tatui immediate-mode TUI library for Nim (github.com/invector-tecnologia/tatui). Use when composing Maestro panels from Tatui widgets, the constraint layout engine, the event decoder, the tick loop, or the test backend.
SOC 직업 분류 기준
| name | two-towers-routing |
| description | Use when implementing or tuning Maestro's Two-Towers persona↔skill matcher: deterministic scoring, ranking, tie-breaking, and fallback selection. |
Two encoders produce embeddings — a persona tower and a skill/task tower. The matcher scores personas against the task and returns a ranked, reproducible selection.
domain/application; embeddings come through an infrastructure port.tracing.