Conversations & State

from openai import OpenAI
import os

client = OpenAI(
    base_url="https://api.neosantara.xyz/v1",
    api_key=os.environ["NEOSANTARA_API_KEY"]
)

# Turn 1: Store context on the gateway
turn1 = client.responses.create(
    model="deepseek-v4.1-flash",
    input="Hello, my name is Alex and I am a network engineer based in Jakarta.",
    instructions="Respond in a helpful, professional tone.",
    store=True
)

print(f"Turn 1 ID: {turn1.id}")
print(f"Turn 1 Output:\n{turn1.output_text}\n")

# Turn 2: Continue conversation referencing Turn 1 ID
turn2 = client.responses.create(
    model="deepseek-v4.1-flash",
    input="Based on my role and location, which certification should I pursue first?",
    previous_response_id=turn1.id,
    store=True
)

print(f"Turn 2 ID: {turn2.id}")
print(f"Turn 2 Output (Context preserved):\n{turn2.output_text}\n")

# Turn 3: Chain further from Turn 2
turn3 = client.responses.create(
    model="deepseek-v4.1-flash",
    input="What is the estimated examination cost for that certification in Indonesia?",
    previous_response_id=turn2.id,
    store=True
)

print(f"Turn 3 Output:\n{turn3.output_text}")

import OpenAI from "openai";

const client = new OpenAI({
  baseURL: "https://api.neosantara.xyz/v1",
  apiKey: process.env.NEOSANTARA_API_KEY,
});

// Turn 1: Persist context
const turn1 = await client.responses.create({
  model: "deepseek-v4.1-flash",
  input: "Hello, my name is Alex and I am a network engineer based in Jakarta.",
  store: true,
});

console.log("Turn 1 Output:", turn1.output_text);

// Turn 2: Forward previous_response_id
const turn2 = await client.responses.create({
  model: "deepseek-v4.1-flash",
  input: "Based on my background, which certification should I pursue first?",
  previous_response_id: turn1.id,
  store: true,
});

console.log("Turn 2 Output:", turn2.output_text);

// Turn 3: Chain further
const turn3 = await client.responses.create({
  model: "deepseek-v4.1-flash",
  input: "What is the estimated examination cost for that certification in Indonesia?",
  previous_response_id: turn2.id,
  store: true,
});

console.log("Turn 3 Output:", turn3.output_text);

from openai import OpenAI
import os

client = OpenAI(
    base_url="https://api.neosantara.xyz/v1",
    api_key=os.environ["NEOSANTARA_API_KEY"]
)

# Inspect token breakdown and metadata from stored response
saved_response = client.responses.retrieve("resp_01j7x8abc...")

print(f"Model ID: {saved_response.model}")
print(f"Status: {saved_response.status}")
print(f"Total Tokens: {saved_response.usage.total_tokens}")

import OpenAI from "openai";

const client = new OpenAI({
  baseURL: "https://api.neosantara.xyz/v1",
  apiKey: process.env.NEOSANTARA_API_KEY,
});

const savedResponse = await client.responses.retrieve("resp_01j7x8abc...");

console.log(`Model ID: ${savedResponse.model}`);
console.log(`Status: ${savedResponse.status}`);
console.log(`Total Tokens: ${savedResponse.usage.total_tokens}`);