<Task>

import { Task } from "smithers-orchestrator";

type TaskProps = {
  id: string;
  output: z.ZodObject | Table | string;
  outputSchema?: z.ZodObject; // inferred when output is a Zod schema
  agent?: AgentLike | AgentLike[]; // array = [primary, ...fallbacks]
  fallbackAgent?: AgentLike;
  dependsOn?: string[];
  needs?: Record<string, string>;
  deps?: Record<string, OutputTarget>; // typed render-time upstream outputs
  allowTools?: string[]; // CLI-agent tool allowlist
  key?: string;
  skipIf?: boolean;
  needsApproval?: boolean; // pause for human before executing
  async?: boolean; // with needsApproval: let unrelated flow continue
  timeoutMs?: number;
  retries?: number; // default Infinity with exponential backoff
  noRetry?: boolean;
  retryPolicy?: { backoff?: "fixed" | "linear" | "exponential"; initialDelayMs?: number };
  continueOnFail?: boolean;
  cache?: { by?: (ctx) => unknown; version?: string };
  label?: string;
  meta?: Record<string, unknown>;
  scorers?: ScorersMap;
  memory?: {
    recall?: { namespace?: string; query?: string; topK?: number };
    remember?: { namespace?: string; key?: string };
    threadId?: string;
  };
  heartbeatTimeoutMs?: number; // fail if no heartbeat in window
  children:
    | string
    | Row
    | (() => Row | Promise<Row>)
    | ReactNode
    | ((deps) => Row | ReactNode);
};

import { ToolLoopAgent as Agent } from "ai";
import { anthropic } from "@ai-sdk/anthropic";

const codeAgent = new Agent({
  model: anthropic("claude-sonnet-4-20250514"),
  instructions: "You are a senior software engineer.",
});

<Task id="analyze" output={outputs.analysis} agent={codeAgent}>
  {`Analyze: ${ctx.input.repoPath}`}
</Task>

<Task id="review" output={outputs.review} agent={reviewAgent} deps={{ analyze: outputs.analysis }}>
  {(deps) => `Review: ${deps.analyze.summary}`}
</Task>