引入游玩回合与开场收口,抽出可替换 agent 司机并支持运行中止;完善预设洞位、世界书拼装与试跑,并打磨会话运行时与 Web 交互。
Co-authored-by: Cursor <cursoragent@cursor.com>
This commit is contained in:
@@ -1,5 +1,6 @@
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import { randomUUID } from "node:crypto";
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import type { LlmProvider } from "../llm/client.js";
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import { createLocalLlmDriver, type AgentDriver } from "../runtime/driver.js";
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import { normalizeQuestions } from "../skills/question-protocol.js";
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import type { BlackboardTagIndex } from "../types/blackboard.js";
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import type { MainAgentDecision, RuntimeSession } from "../types/runtime.js";
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@@ -45,7 +46,14 @@ ${workerLines}
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}
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export class MainAgent {
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constructor(private readonly llm: LlmProvider) {}
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private readonly driver: AgentDriver;
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constructor(
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private readonly llm: LlmProvider,
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driver?: AgentDriver,
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) {
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this.driver = driver ?? createLocalLlmDriver(llm);
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}
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/** @deprecated 单次 JSON 决策;请用 runToolLoop */
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async decide(context: MainAgentContext): Promise<MainAgentDecision> {
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@@ -70,6 +78,7 @@ export class MainAgent {
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this.llm,
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context,
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options.handlers,
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this.driver,
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);
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return decision;
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}
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+56
-111
@@ -1,12 +1,15 @@
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import type { ChatMessage, LlmProvider, ParsedToolCall, StreamCallbacks } from "../llm/client.js";
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import { supportsToolStream } from "../llm/stream-complete.js";
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import type { LlmProvider, ParsedToolCall } from "../llm/client.js";
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import { toolCallToDecision, validateLoopToolCall } from "../runtime/tool-registry.js";
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import {
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createLocalLlmDriver,
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type AgentDriver,
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type DriverToolCall,
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} from "../runtime/driver.js";
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import type { MainAgentDecision } from "../types/runtime.js";
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import { isMainAgentTerminalTool } from "../types/tools.js";
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import { MAIN_AGENT_TOOL_DEFINITIONS } from "./tools.js";
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import { buildMainAgentUserPrompt, parseMainAgentDecision } from "./main-agent.js";
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import type { MainAgentContext } from "./main-agent.js";
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import { debugLog } from "../log.js";
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export type ToolLoopHandlers = {
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readBlackboard: (tags: string[]) => Record<string, string>;
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@@ -31,8 +34,6 @@ export type ToolLoopResult = {
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toolTrace: string[];
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};
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const MAX_TOOL_LOOP_ITERATIONS = 12;
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function buildToolLoopSystemPrompt(
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workers: Array<{ id: string; description: string }>,
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): string {
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@@ -54,35 +55,15 @@ ${workerLines}
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选定节点后立即调用 run_worker。`;
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}
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async function completeToolsPreferStream(
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llm: LlmProvider,
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messages: ChatMessage[],
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callbacks: StreamCallbacks,
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): Promise<Awaited<ReturnType<LlmProvider["completeWithTools"]>>> {
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if (supportsToolStream(llm)) {
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return llm.completeWithToolsStream!(messages, {
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tools: MAIN_AGENT_TOOL_DEFINITIONS,
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caller: "main_agent",
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}, callbacks);
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}
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const result = await llm.completeWithTools(messages, {
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tools: MAIN_AGENT_TOOL_DEFINITIONS,
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caller: "main_agent",
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});
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if (result.reasoning) {
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callbacks.onReasoningDelta?.(result.reasoning);
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}
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if (result.content) {
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callbacks.onContentDelta?.(result.content);
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}
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return result;
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}
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function executeLoopTool(
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call: ParsedToolCall,
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call: DriverToolCall | ParsedToolCall,
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handlers: ToolLoopHandlers,
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): string {
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const name = validateLoopToolCall(call);
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const name = validateLoopToolCall({
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id: call.id,
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name: call.name,
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arguments: call.arguments,
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});
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const args = JSON.parse(call.arguments || "{}") as Record<string, unknown>;
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switch (name) {
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@@ -104,102 +85,66 @@ function executeLoopTool(
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}
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}
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function assistantMessageFromToolCalls(
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content: string | null,
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toolCalls: ParsedToolCall[],
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): ChatMessage {
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return {
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role: "assistant",
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content,
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tool_calls: toolCalls.map((tc) => ({
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id: tc.id,
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type: "function" as const,
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function: { name: tc.name, arguments: tc.arguments },
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})),
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};
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}
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function emitThinkingDone(handlers: ToolLoopHandlers, reasoning?: string): void {
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const text = reasoning?.trim() ?? "";
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if (text) handlers.onThinkingDone?.(text);
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}
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/**
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* 总管 tool loop:在 running 相位内可多轮调用 read_blackboard 等,
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* 直到调用终止 tool 并返回 MainAgentDecision。
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*
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* 循环本身交给 {@link AgentDriver};本函数只解释总管 tool 语义。
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*/
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export async function runMainAgentToolLoop(
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llm: LlmProvider,
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context: MainAgentContext,
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handlers: ToolLoopHandlers,
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driver: AgentDriver = createLocalLlmDriver(llm),
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): Promise<ToolLoopResult> {
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const messages: ChatMessage[] = [
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{
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role: "system",
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content: buildToolLoopSystemPrompt(context.availableWorkers),
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},
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{ role: "user", content: buildMainAgentUserPrompt(context) },
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];
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const toolTrace: string[] = [];
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const streamCallbacks: StreamCallbacks = {
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onReasoningDelta: (delta) => handlers.onThinkingDelta?.(delta),
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};
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for (let iteration = 1; iteration <= MAX_TOOL_LOOP_ITERATIONS; iteration++) {
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debugLog("llm", `总管循环 第${iteration}轮`);
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const result = await completeToolsPreferStream(llm, messages, streamCallbacks);
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emitThinkingDone(handlers, result.reasoning);
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const run = await driver.run({
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system: buildToolLoopSystemPrompt(context.availableWorkers),
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messages: [{ role: "user", content: buildMainAgentUserPrompt(context) }],
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tools: MAIN_AGENT_TOOL_DEFINITIONS,
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caller: "main_agent",
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label: "总管循环",
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onThinkingDelta: (delta) => handlers.onThinkingDelta?.(delta),
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onThinkingDone: (text) => handlers.onThinkingDone?.(text),
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handleStep: (calls) => {
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const terminalCalls = calls.filter((tc) => isMainAgentTerminalTool(tc.name));
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const loopCalls = calls.filter((tc) => !isMainAgentTerminalTool(tc.name));
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if (result.toolCalls.length === 0) {
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if (result.content?.trim()) {
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const decision = parseMainAgentDecision(result.content);
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return { decision, iterations: iteration, toolTrace };
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if (terminalCalls.length > 1) {
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throw new Error(
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`Main Agent returned multiple terminal tools: ${terminalCalls.map((t) => t.name).join(", ")}`,
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);
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}
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throw new Error("Main Agent returned no tool calls and no content");
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}
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const terminalCalls = result.toolCalls.filter((tc) =>
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isMainAgentTerminalTool(tc.name),
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);
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const loopCalls = result.toolCalls.filter(
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(tc) => !isMainAgentTerminalTool(tc.name),
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);
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if (terminalCalls.length === 1) {
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const terminal = terminalCalls[0];
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handlers.onToolCall?.(terminal.name, terminal.arguments);
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toolTrace.push(`${terminal.name} (terminal)`);
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return { kind: "conclude" as const, call: terminal };
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}
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if (terminalCalls.length > 1) {
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throw new Error(
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`Main Agent returned multiple terminal tools: ${terminalCalls.map((t) => t.name).join(", ")}`,
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);
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}
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messages.push(
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assistantMessageFromToolCalls(result.content, result.toolCalls),
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);
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if (terminalCalls.length === 1) {
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const terminal = terminalCalls[0];
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handlers.onToolCall?.(terminal.name, terminal.arguments);
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toolTrace.push(`${terminal.name} (terminal)`);
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return {
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decision: toolCallToDecision(terminal),
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iterations: iteration,
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toolTrace,
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};
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}
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for (const call of loopCalls) {
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const output = executeLoopTool(call, handlers);
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handlers.onToolCall?.(call.name, output.slice(0, 200));
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toolTrace.push(call.name);
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messages.push({
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role: "tool",
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content: output,
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tool_call_id: call.id,
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const results = loopCalls.map((call) => {
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const output = executeLoopTool(call, handlers);
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handlers.onToolCall?.(call.name, output.slice(0, 200));
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toolTrace.push(call.name);
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return { callId: call.id, content: output };
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});
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}
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return { kind: "continue" as const, results };
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},
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});
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if (run.stop.kind === "text") {
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return {
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decision: parseMainAgentDecision(run.stop.content),
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iterations: run.iterations,
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toolTrace,
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};
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}
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throw new Error(
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`Main Agent tool loop exceeded ${MAX_TOOL_LOOP_ITERATIONS} iterations`,
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);
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return {
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decision: toolCallToDecision(run.stop.call),
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iterations: run.iterations,
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toolTrace,
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};
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}
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