feat(butler): upgrade ButlerRouter to semantic skill routing
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Replace keyword-only ButlerRouter with SemanticSkillRouter (TF-IDF). 75 skills now participate in intent classification instead of 4 hardcoded domains. - Expose ButlerRouterBackend trait + RoutingHint as pub - Add with_router() constructor for injecting custom backends - Add SemanticRouterAdapter in kernel layer (bridges skills ↔ runtime) - Enhance context injection with skill-level match info
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@@ -24,16 +24,20 @@ pub struct ButlerRouterMiddleware {
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}
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/// Backend trait for routing implementations.
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///
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/// Implementations can be keyword-based (default), semantic (TF-IDF/embedding),
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/// or any custom strategy. The kernel layer provides a `SemanticSkillRouter`
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/// adapter that bridges `zclaw_skills::SemanticSkillRouter` to this trait.
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#[async_trait]
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trait ButlerRouterBackend: Send + Sync {
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pub trait ButlerRouterBackend: Send + Sync {
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async fn classify(&self, query: &str) -> Option<RoutingHint>;
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}
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/// A routing hint to inject into the system prompt.
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struct RoutingHint {
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category: String,
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confidence: f32,
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skill_id: Option<String>,
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pub struct RoutingHint {
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pub category: String,
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pub confidence: f32,
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pub skill_id: Option<String>,
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}
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// ---------------------------------------------------------------------------
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@@ -126,6 +130,14 @@ impl ButlerRouterMiddleware {
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Self { _router: None }
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}
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/// Create a butler router with a custom semantic routing backend.
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///
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/// The kernel layer uses this to inject `SemanticSkillRouter` from `zclaw-skills`,
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/// enabling TF-IDF + embedding-based intent classification across all 75 skills.
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pub fn with_router(router: Box<dyn ButlerRouterBackend>) -> Self {
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Self { _router: Some(router) }
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}
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/// Domain context to inject into system prompt based on routing hint.
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fn build_context_injection(hint: &RoutingHint) -> String {
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let domain_context = match hint.category.as_str() {
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@@ -133,13 +145,29 @@ impl ButlerRouterMiddleware {
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"data_report" => "用户可能在请求数据统计或报表相关的工作。请优先提供结构化的数据和建议。",
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"policy_compliance" => "用户可能在咨询政策法规或合规要求。请引用具体政策文件并给出明确的合规建议。",
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"meeting_coordination" => "用户可能在处理会议协调或行政事务。请提供简洁的待办清单或行动方案。",
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"semantic_skill" => {
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// Semantic routing matched a specific skill
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if let Some(ref skill_id) = hint.skill_id {
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return format!(
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"\n\n[语义路由] 匹配技能: {} (置信度: {:.0}%)\n系统检测到用户的意图与已注册技能高度相关,请在回答中充分利用该技能的能力。",
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skill_id,
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hint.confidence * 100.0
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);
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}
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return String::new();
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}
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_ => return String::new(),
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};
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let skill_info = hint.skill_id.as_ref().map_or(String::new(), |id| {
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format!("\n关联技能: {}", id)
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});
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format!(
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"\n\n[路由上下文] (置信度: {:.0}%)\n{}",
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"\n\n[路由上下文] (置信度: {:.0}%)\n{}{}",
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hint.confidence * 100.0,
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domain_context
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domain_context,
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skill_info
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)
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}
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}
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