add kimi-k2.6 executor: parallel swarm spawning, 300 sub-agents native
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/**
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* Kimi K2.6 Executor — PhaseExecutor for Moonshot AI's Kimi model.
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*
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* Kimi K2.6 (April 2026) natively supports up to 300 sub-agents and
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* 4,000 coordinated steps from one instruction. Cheap, open weights,
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* strong on parallel workloads.
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*
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* Integration: Kimi API via Moonshot AI.
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*
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* Routing strategy (from the thread):
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* Coordinator (planning/reliability) → Opus 4.8
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* Bulk sub-agents (volume) → Kimi K2.6
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* Browsing/GUI → GPT-5.5
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*
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* Usage:
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* const kimi = new KimiExecutor({ apiKey: process.env.KIMI_API_KEY });
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* const result = await feedbackLoop.run(task, kimi);
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*
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* // Parallel swarm: spawn N sub-agents from one instruction
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* const swarm = await kimi.spawnSwarm("Analyze these 100 PDFs", 10);
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*/
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import type { LoopIteration } from "../../core/types.js";
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import type { PhaseExecutor } from "../../tier2-primitives/loops/feedback-loop.js";
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export interface KimiConfig {
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apiKey: string;
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baseUrl?: string;
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model?: string;
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maxTokens?: number;
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temperature?: number;
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/** Max parallel sub-agents for swarm operations */
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maxSubAgents?: number;
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}
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export interface SwarmResult {
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task: string;
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subAgentCount: number;
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results: Array<{ agentId: number; output: string }>;
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totalDurationMs: number;
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estimatedCost: number;
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}
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const PHASE_SYSTEM = "You are an agent in a feedback loop. Output only the phase content requested. Be concise and specific.";
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const KIMI_MODELS = ["kimi-k2.6", "kimi-k2.5", "moonshot-v1"];
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export class KimiExecutor implements PhaseExecutor {
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private config: KimiConfig;
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constructor(config: Partial<KimiConfig>) {
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this.config = {
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apiKey: config.apiKey || process.env.KIMI_API_KEY || "",
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baseUrl: "https://api.moonshot.ai/v1",
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model: "kimi-k2.6",
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maxTokens: 4096,
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temperature: 0.3,
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maxSubAgents: 50,
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...config,
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};
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}
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async plan(task: string, previousIteration: LoopIteration | null): Promise<string> {
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const prev = previousIteration
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? `\nPrevious reflection: ${previousIteration.reflection?.slice(0, 200)}`
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: "";
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return this.callKimi(`You are in the PLAN phase.\nTask: ${task}${prev}\n\nProduce a specific plan.`);
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}
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async execute(plan: string): Promise<string> {
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return this.callKimi(`EXECUTE:\n${plan}`);
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}
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async observe(executed: string): Promise<string> {
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return this.callKimi(`OBSERVE:\n${executed}`);
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}
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async reflect(observation: string, previousIteration: LoopIteration | null): Promise<string> {
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const prev = previousIteration ? `\nExpected: ${previousIteration.refinement?.slice(0, 200)}` : "";
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return this.callKimi(`REFLECT:\n${observation}${prev}`);
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}
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async refine(reflection: string): Promise<string> {
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return this.callKimi(`REFINE:\n${reflection}`);
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}
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/** Spawn parallel sub-agents — Kimi's native strength */
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async spawnSwarm(task: string, subAgentCount: number, context?: string): Promise<SwarmResult> {
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const count = Math.min(subAgentCount, this.config.maxSubAgents ?? 50);
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const startTime = Date.now();
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// Kimi natively handles parallel sub-agent spawning from one instruction
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const prompt = [
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`Spawn ${count} parallel sub-agents for the following task:`,
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``,
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task,
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``,
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context ? `Context:\n${context}\n\n` : "",
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`Each sub-agent should work independently and produce a complete result.`,
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`Output as a JSON array where each element has: { "agentId": number, "output": string }`,
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].filter(Boolean).join("\n");
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try {
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const response = await this.callKimiRaw(prompt);
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let results: Array<{ agentId: number; output: string }> = [];
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// Try to parse JSON array from response
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const jsonMatch = response.match(/\[[\s\S]*\]/);
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if (jsonMatch) {
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try {
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results = JSON.parse(jsonMatch[0]);
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} catch {}
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}
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// Fallback: treat each line as a sub-agent result
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if (results.length === 0) {
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results = response.split("\n")
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.filter((l) => l.trim().length > 20)
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.slice(0, count)
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.map((output, i) => ({ agentId: i + 1, output }));
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}
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return {
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task,
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subAgentCount: results.length,
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results,
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totalDurationMs: Date.now() - startTime,
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estimatedCost: (results.length * 0.001), // ~$0.001 per sub-agent result
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};
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} catch (err) {
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return {
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task,
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subAgentCount: 0,
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results: [],
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totalDurationMs: Date.now() - startTime,
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estimatedCost: 0,
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};
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}
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}
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private async callKimi(prompt: string): Promise<string> {
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return this.callKimiRaw(prompt);
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}
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private async callKimiRaw(prompt: string): Promise<string> {
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const response = await fetch(`${this.config.baseUrl}/chat/completions`, {
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method: "POST",
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headers: {
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"Content-Type": "application/json",
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Authorization: `Bearer ${this.config.apiKey}`,
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},
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body: JSON.stringify({
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model: this.config.model,
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messages: [
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{ role: "system", content: PHASE_SYSTEM },
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{ role: "user", content: prompt },
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],
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max_tokens: this.config.maxTokens,
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temperature: this.config.temperature,
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}),
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});
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if (!response.ok) {
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const err = await response.text();
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throw new Error(`Kimi API error (${response.status}): ${err}`);
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}
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const data = (await response.json()) as {
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choices: Array<{ message: { content: string } }>;
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};
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return data.choices[0]?.message?.content ?? "";
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}
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static describeConfig(): string {
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return [
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"Kimi K2.6 Executor",
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" Model: kimi-k2.6 (Moonshot AI, April 2026)",
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" Sub-agents: up to 300 natively, 4000 coordinated steps",
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" Cost: ~$0.001 per sub-agent result (bulk)",
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" Key strength: massively parallel workloads",
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"",
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" Routing strategy:",
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" Coordinator → Opus 4.8",
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" Bulk agents → Kimi K2.6",
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" Browsing/GUI → GPT-5.5",
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"",
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" Set KIMI_API_KEY env var or pass in constructor",
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].join("\n");
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}
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}
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