aj-geddes/useful-ai-prompts8 files

Polyglot Integration

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Specification
Skill ID
aj-geddes/useful-ai-prompts/polyglot-integration
Publisher
aj-geddes
Repository
useful-ai-prompts
Installs
0
Files
8
Synced
Sep 23, 2026
How to use it

Open any RiverX project, open the Skills panel in the chat, and search for this identifier. The files are fetched from the source repository at install time.

aj-geddes/useful-ai-prompts/polyglot-integrationInstalls these files
  • SKILL.md
  • references/grpc-polyglot-communication.md
  • references/java-from-python-py4j.md
  • references/nodejs-native-addons-c.md
  • references/python-from-nodejs.md
  • references/rust-from-python-pyo3.md
  • scripts/validate-pipeline.sh
  • templates/pipeline.yaml

What this skill tells the agent

Polyglot Integration

Table of Contents

  • Overview
  • When to Use
  • Quick Start
  • Reference Guides
  • Best Practices

Overview

Integrate code written in different programming languages to leverage their unique strengths and ecosystems.

When to Use

  • Performance-critical code in C/C++/Rust
  • ML models in Python from other languages
  • Legacy system integration
  • Leveraging language-specific libraries
  • Microservices polyglot architecture

Quick Start

Minimal working example:

// addon.cc
#include <node.h>

namespace demo {

using v8::FunctionCallbackInfo;
using v8::Isolate;
using v8::Local;
using v8::Object;
using v8::String;
using v8::Value;
using v8::Number;

void Add(const FunctionCallbackInfo<Value>& args) {
  Isolate* isolate = args.GetIsolate();

  if (args.Length() < 2) {
    isolate->ThrowException(v8::Exception::TypeError(
        String::NewFromUtf8(isolate, "Wrong number of arguments")));
    return;
  }

  if (!args[0]->IsNumber() || !args[1]->IsNumber()) {
    isolate->ThrowException(v8::Exception::TypeError(
        String::NewFromUtf8(isolate, "Arguments must be numbers")));
// ... (see reference guides for full implementation)

Reference Guides

Detailed implementations in the references/ directory:

GuideContents
Node.js Native Addons (C++)Node.js Native Addons (C++)
Python from Node.jsPython from Node.js
Rust from Python (PyO3)Rust from Python (PyO3)
gRPC Polyglot CommunicationgRPC Polyglot Communication
Java from Python (Py4J)Java from Python (Py4J)

Best Practices

✅ DO

  • Use appropriate IPC mechanism
  • Handle serialization carefully
  • Implement proper error handling
  • Consider performance overhead
  • Use type-safe interfaces
  • Document integration points

❌ DON'T

  • Pass complex objects across boundaries
  • Ignore memory management
  • Skip error handling
  • Use blocking calls in async code

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