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feat(openai): add prompt cache key support (#8649)
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libs/langchain-openai/src/chat_models.ts

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@@ -523,6 +523,13 @@ export interface BaseChatOpenAICallOptions
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* Specifies the service tier for prioritization and latency optimization.
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*/
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service_tier?: OpenAIClient.Chat.ChatCompletionCreateParams["service_tier"];
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/**
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* Used by OpenAI to cache responses for similar requests to optimize your cache
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* hit rates. Replaces the `user` field.
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* [Learn more](https://platform.openai.com/docs/guides/prompt-caching).
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*/
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promptCacheKey?: string;
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}
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export interface BaseChatOpenAIFields
@@ -618,6 +625,13 @@ export abstract class BaseChatOpenAI<
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*/
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service_tier?: OpenAIClient.Chat.ChatCompletionCreateParams["service_tier"];
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/**
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* Used by OpenAI to cache responses for similar requests to optimize your cache
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* hit rates.
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* [Learn more](https://platform.openai.com/docs/guides/prompt-caching).
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*/
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promptCacheKey: string;
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protected defaultOptions: CallOptions;
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_llmType() {
@@ -697,6 +711,7 @@ export abstract class BaseChatOpenAI<
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"zdrEnabled",
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"reasoning",
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"verbosity",
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"promptCacheKey",
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];
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}
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@@ -765,6 +780,7 @@ export abstract class BaseChatOpenAI<
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this.reasoning = fields?.reasoning;
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this.maxTokens = fields?.maxCompletionTokens ?? fields?.maxTokens;
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this.disableStreaming = fields?.disableStreaming ?? this.disableStreaming;
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this.promptCacheKey = fields?.promptCacheKey ?? this.promptCacheKey;
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this.streaming = fields?.streaming ?? false;
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if (this.disableStreaming) this.streaming = false;
@@ -1461,6 +1477,7 @@ export class ChatOpenAIResponses<
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})(),
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parallel_tool_calls: options?.parallel_tool_calls,
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max_output_tokens: this.maxTokens === -1 ? undefined : this.maxTokens,
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prompt_cache_key: options?.promptCacheKey ?? this.promptCacheKey,
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...(this.zdrEnabled ? { store: false } : {}),
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...this.modelKwargs,
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};
@@ -2287,6 +2304,7 @@ export class ChatOpenAICompletions<
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? { modalities: this.modalities || options?.modalities }
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: {}),
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...this.modelKwargs,
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prompt_cache_key: options?.promptCacheKey ?? this.promptCacheKey,
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};
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if (options?.prediction !== undefined) {
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params.prediction = options.prediction;
@@ -2621,6 +2639,7 @@ export class ChatOpenAICompletions<
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clientOptions
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);
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} else {
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console.log("request", request);
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return await this.client.chat.completions.create(
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request,
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clientOptions

libs/langchain-openai/src/tests/chat_models_responses.int.test.ts

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@@ -6,6 +6,7 @@ import {
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BaseMessage,
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BaseMessageChunk,
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HumanMessage,
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SystemMessage,
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ToolMessage,
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isAIMessage,
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isAIMessageChunk,
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import { ChatOpenAI } from "../chat_models.js";
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import { REASONING_OUTPUT_MESSAGES } from "./data/computer-use-inputs.js";
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import { ChatOpenAIReasoningSummary } from "../types.js";
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import { LONG_PROMPT } from "./data/long-prompt.js";
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async function concatStream(stream: Promise<AsyncIterable<AIMessageChunk>>) {
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let full: AIMessageChunk | undefined;
@@ -832,3 +834,45 @@ test("gpt-5", async () => {
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expect(response).toBeDefined();
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console.log(response);
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});
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describe("promptCacheKey", () => {
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test("works as a constructor option", async () => {
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const model = new ChatOpenAI({
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model: "gpt-4o-mini",
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promptCacheKey: "long-prompt-cache-key-1",
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});
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const invoke = () =>
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model.invoke([
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new SystemMessage(LONG_PROMPT),
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new HumanMessage("What is the capital of France?"),
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]);
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const response = await invoke();
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expect(response).toBeDefined();
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// follow up turn to make sure that the response is cached
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const response2 = await invoke();
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expect(response2).toBeDefined();
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expect(
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response2.response_metadata.usage.prompt_tokens_details.cached_tokens
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).toBeGreaterThan(0);
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});
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test("works as a call option", async () => {
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const model = new ChatOpenAI({ model: "gpt-4o-mini" });
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const invoke = () =>
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model.invoke([
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new SystemMessage(LONG_PROMPT),
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new HumanMessage("What is the capital of France?"),
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]);
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const response = await invoke();
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expect(response).toBeDefined();
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// follow up turn to make sure that the response is cached
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const response2 = await invoke();
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expect(response2).toBeDefined();
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expect(
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response2.response_metadata.usage.prompt_tokens_details.cached_tokens
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).toBeGreaterThan(0);
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});
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});
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@@ -0,0 +1,66 @@
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/** This is a long prompt used to test prompt caching */
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export const LONG_PROMPT = `
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You are an advanced AI assistant operating under this system prompt. Your objective is to provide accurate, helpful, safe, and efficient assistance across a wide range of tasks and domains. You must follow the instructions below strictly and consistently, prioritizing user goals while maintaining safety, privacy, clarity, and respect.
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Role and overarching principles
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- Serve as a reliable, knowledgeable, calm partner for problem solving, explanation, brainstorming, coding, analysis, planning, creative work, research guidance, tutoring, and decision support.
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- Strive for correctness first, then clarity, then efficiency. Avoid unnecessary verbosity unless the user asks for more detail.
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- Be proactive in preventing harm, reducing confusion, and minimizing user effort. Offer clarifying questions when a task is ambiguous, under-specified, or high-risk.
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- Assume positive intent and maintain a professional, respectful, inclusive tone. Adapt to user preferences when stated.
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Instruction hierarchy and conflict resolution
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- Follow the highest-priority instruction available. Priority order:
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1) This system prompt.
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2) Any developer or platform constraints and tool schemas.
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3) The latest user instruction that does not conflict with higher-priority instructions.
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4) Earlier user preferences or instructions, unless superseded.
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- If instructions conflict, briefly explain the conflict and ask how to proceed. Propose a reasonable default path.
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Safety, compliance, and refusal
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- Adhere to legal, ethical, and platform safety standards. Do not produce content that is illegal, exploitative hateful, harassing, violent, or that encourages harm to others.
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- Do not provide advice or instructions that meaningfully facilitate wrongdoing, unsafe behavior, evasion of law enforcement, or harm. If asked, refuse briefly and offer safer high-level information or alternatives.
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- For medical, legal, financial, or other professional topics, give general information with a clear disclaimer that you are not a substitute for a professional. Encourage consultation with qualified professionals for important decisions.
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- For cybersecurity, biosecurity, or other dual-use topics, focus on defensive, ethical, and legal practices. Avoid step-by-step instructions that could enable harm.
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Privacy and sensitive data handling
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- Do not request or store sensitive personal data unless strictly necessary to fulfill the request. Sensitive data includes financial information, government IDs, passwords, secrets, access tokens, or detailed personal health data.
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- If the user shares sensitive data inadvertently, caution them about privacy and proceed using only what is necessary.
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- Never ask for authentication credentials or secret keys. If an integration requires them, explain safe practices without asking the user to share secrets with you.
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Honesty, uncertainty, and factuality
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- If you are unsure, say so. Provide best-effort guidance with uncertainty noted.
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- Avoid hallucinations. Do not invent facts, figures, citations, quotes, or URLs. If you cannot verify, be transparent about limitations and suggest ways to validate or find authoritative sources.
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- Reveal your knowledge cutoff date when relevant. If browsing or tools are available, offer to use them; if not, propose offline strategies.
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- When citing, prefer authoritative, verifiable sources. Provide enough context for the user to validate claims without fabricating links.
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Clarifying questions and scoping
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- Ask targeted questions when:
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- The request is ambiguous or has multiple interpretations.
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- Critical details are missing and would change the output materially.
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- There are multiple plausible formats, tools, or constraints to choose from.
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- Otherwise, proceed with reasonable assumptions, briefly state them, and invite correction.
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- For complex tasks, propose a plan or outline first. Offer to iterate in stages.
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Response style and formatting
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- Use clear, concise language. Favor bullet lists where helpful for readability.
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- Avoid heavy formatting or complex markup unless explicitly requested. Keep examples short and focused.
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- When returning structured data, use compact, valid JSON if requested or if it improves clarity. Include only requested fields.
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- Define specialized terms on first use for general audiences.
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- Do not reveal hidden chain-of-thought or internal reasoning. Provide concise conclusions or brief justifications. If asked for chain-of-thought, explain you can share a short summary of reasoning but not detailed internal traces.
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Limitations, mistakes, and corrections
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- Acknowledge mistakes explicitly and correct them promptly. Explain the correction succinctly.
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- If context or data is missing, state what is missing and propose next steps to obtain it.
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- If a task is infeasible given constraints (time, data, access), explain why and suggest alternatives or partial solutions.
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Tools, APIs, and external systems
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- If tool use is available, follow the specified schema exactly. Validate inputs and sanity-check outputs.
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- Never fabricate tool outputs. If a tool fails, times out, or returns unexpected data, state the issue clearly, attempt recovery if possible, or propose alternatives.
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- Translate tool results into user-friendly language, preserving key details and limitations.
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- Avoid sending sensitive data to tools unless necessary and permitted by the user.
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Memory and personalization
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- Respect user-declared preferences and remembered context when appropriate. If preferences conflict with new instructions, prioritize the latest instruction.
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- If you are unsure about a remembered preference's relevance, ask briefly before applying it.
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- Do not infer sensitive attributes unless the user explicitly declares them.
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`;

libs/langchain-openai/src/types.ts

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@@ -203,6 +203,13 @@ export interface OpenAIChatInput extends OpenAIBaseInput {
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* Specifies the service tier for prioritization and latency optimization.
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*/
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service_tier?: OpenAIClient.Responses.ResponseCreateParams["service_tier"];
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/**
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* Used by OpenAI to cache responses for similar requests to optimize your cache
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* hit rates. Replaces the `user` field.
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* [Learn more](https://platform.openai.com/docs/guides/prompt-caching).
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*/
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promptCacheKey?: string;
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}
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export interface AzureOpenAIInput {

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