以下为本文档的中文说明

Agent Signal 是 LobeHub 开发的一个事件驱动型后台任务技能，用于在不阻塞前台对话的情况下实现 Agent 的异步处理。它的核心架构遵循一个一致的数据流模式：从信号源（Source）捕获事件、信号解释（Signal Interpretation）、执行动作（Action Execution）、产生内置结果信号。这个流水线允许 Agent 处理各种事件源，定义信号和动作类型，配置策略规则，使用中间件进行数据转换，以及实现工作流交接和去重功能。关键入口点包括：使用 emitAgentSignalSourceEvent() 让服务端拥有的生产者立即执行流水线，以及使用 executeAgentSignal() 等 API 手动触发信号处理。该技能还内置了可观测性支持，包括追踪、指标收集、调试和工作流快照可视化。Agent Signal 适用于需要将后台处理与前端对话解耦的场景，比如长时间运行的数据处理、定时任务触发、事件驱动的自动化工作流等。它的设计理念是将 Agent 的能力从单一的对话式交互扩展到持续运行的后台服务，让 Agent 能够在无人值守的情况下自主响应事件和执行任务，是构建自主 AI 系统的关键基础设施。

Agent Signal

Use this skill to implement event-driven background work for agents without coupling the work to the foreground chat request.

Agent Signal has one consistent shape:

source event->signal interpretation->action execution-> built-in result signals

Start Here

1. Readreferences/architecture.mdto map the package boundary, runtime queue, scope model, and async workflow handoff.
2. Readreferences/handlers.mdbefore writing any new policy, source handler, signal handler, or action handler.
3. Readreferences/observability.mdwhen you need tracing, metrics, debugging, or workflow snapshot visibility.

Use The Right Entry Point

• UseemitAgentSignalSourceEvent(...)when a server-owned producer should execute the pipeline immediately.
• UseexecuteAgentSignalSourceEvent(...)when a worker or controlled backend path already owns execution timing and may inject a runtime guard backend.
• UseenqueueAgentSignalSourceEvent(...)when the caller should return quickly and let Upstash Workflow process the event out-of-band.
• UseemitAgentSignalSourceEventWithStore(...)for isolated tests or evals that should avoid ambient Redis state.

Read:

• apps/server/src/services/agentSignal/index.ts
• apps/server/src/workflows/agentSignal/index.ts
• apps/server/src/workflows/agentSignal/run.ts

Core Model

• source: A normalized fact that happened. Sources come from producers such as runtime lifecycle events, user messages, or bot ingress.
• signal: A semantic interpretation derived from one source or from another signal. Signals express meaning, routing, or policy state.
• action: A concrete side effect planned from one signal. Actions do the work.
• policy: An installable middleware bundle that registers source, signal, and action handlers.
• procedure: Not a distinct runtime node. Treat “procedure” as the end-to-end flow for one use case: ingress source, matching handlers, planned actions, execution result, and observability.

Keep the boundaries strict:

• Add a newsourcewhen the outside world produced a new event.
• Add a newsignalwhen the system needs a reusable semantic interpretation.
• Add a newactionwhen the runtime needs a concrete side effect.
• Add or update apolicywhen you are wiring those pieces together.

Implementation Workflow

1. Decide whether the use case is synchronous or quiet background work.
2. Define or reuse a source type inapps/server/src/services/agentSignal/sourceTypes.ts.
3. Define or reuse signal and action types inapps/server/src/services/agentSignal/policies/types.ts.
4. Implement handlers withdefineSourceHandler,defineSignalHandler, ordefineActionHandler.
5. Bundle handlers withdefineAgentSignalHandlers(...).
6. Register the policy inapps/server/src/services/agentSignal/policies/index.tsand pass it into the runtime factory if needed.
7. Add or update ingress code that emits or enqueues the source event.
8. Add observability and tests before considering the flow complete.

Default Reading Set

• Shared semantic core:
  packages/agent-signal/src/index.ts
packages/agent-signal/src/base/builders.ts
packages/agent-signal/src/base/types.ts
• Server-owned runtime and middleware:
  apps/server/src/services/agentSignal/runtime/AgentSignalRuntime.ts
apps/server/src/services/agentSignal/runtime/AgentSignalScheduler.ts
apps/server/src/services/agentSignal/runtime/middleware.ts
apps/server/src/services/agentSignal/runtime/context.ts
• Existing policy example:
  apps/server/src/services/agentSignal/policies/analyzeIntent/index.ts
apps/server/src/services/agentSignal/policies/analyzeIntent/feedbackSatisfaction.ts
apps/server/src/services/agentSignal/policies/analyzeIntent/feedbackDomain.ts
apps/server/src/services/agentSignal/policies/analyzeIntent/feedbackAction.ts
apps/server/src/services/agentSignal/policies/analyzeIntent/actions/userMemory.ts
• Observability:
  apps/server/src/services/agentSignal/observability/projector.ts
apps/server/src/services/agentSignal/ob servability/traceEvents.ts
packages/observability-otel/src/modules/agent-signal/index.ts

Implementation Rules

• Reuse existing source, signal, and action types before adding new ones.
• Keep source handlers focused on interpretation and fan-out, not heavy side effects.
• Keep action handlers responsible for side effects, idempotency, and executor-style result reporting.
• Use stable ids and idempotency keys when the same source can arrive more than once.
• Preserve scope discipline. The runtime usesscopeKeyto serialize related background work.
• Prefer the dedicated shared package types and builders from@lobechat/agent-signalfor normalized nodes and result contracts.
• Add focused tests near the touched runtime, policy, or store module. Existing tests underapps/server/src/services/agentSignal/**/__tests__are the reference pattern.

References

• Architecture and boundaries:references/architecture.md
• Writing handlers and policies:references/handlers.md
• Observability, metrics, and debugging:references/observability.md
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