Culture System

import { Agent, CultureManager, openai, SqliteStorage } from "@radaros/core";

const storage = new SqliteStorage("./culture.db");

const agent = new Agent({
  name: "support-agent",
  model: openai("gpt-4o"),
  culture: {
    storage,
    addToContext: true,   // inject knowledge into system prompt
    autoUpdate: true,     // auto-extract insights after each run
    model: openai("gpt-4o-mini"), // cheap model for reflection
  },
});

const cultureManager = new CultureManager({
  storage: new SqliteStorage("./culture.db"),
  model: openai("gpt-4o-mini"),
});

await cultureManager.add({
  id: "tone-guide",
  name: "Communication Tone",
  content: "Always be professional but friendly. Use simple language.",
  categories: ["communication", "style"],
  createdAt: Date.now(),
  updatedAt: Date.now(),
});

const all = await cultureManager.getAll();
const context = await cultureManager.buildContext();