Welcome to r/ai_native_devs - a dedicated community for software engineers, architects, and builders who are moving past simple LLM code assistants into the era of true AI-native software engineering.

🔍 What do we mean by "AI-Native Devs"?

Most of the industry views AI as a fancy autocomplete tab-completing lines of code in an IDE. We don't.

We are here to focus on software development workflows, systems, and platforms where AI is integrated as a core architectural layer. If you are building, configuring, or scaling systems where autonomous multi-agent pipelines, specialized tool-calling, and custom protocols are writing, testing, and deploying production code, you are in the right place.

🛠️ What We Talk About Here

This sub is built to be a high-signal, code-first technical hub. Bring your stack traces, architecture diagrams, schemas, and logs. Main topics include:

• Multi-Agent Orchestration & Workflows: Building teams of autonomous agents that manage state, code execution, and system debugging.
• Model Context Protocol (MCP): Creating, deploying, and optimizing custom local and remote MCP servers to give agents precise system context.
• Agentic Memory Management: Solving state persistence, synchronization, and long-term memory for autonomous builders.
• Local Infrastructure & Edge Dev: Optimizing hardware setups (Local LLMs, GPU inference, edge computing, OS-level optimizations) specifically to power local agent environments.
• System Architecture for AI Systems: How traditional backend/frontend architectures change when autonomous agents are major actors in the lifecycle.

📜 The Golden Rules

1. Engineering Over News: There are plenty of subreddits for generic ChatGPT feature updates or AI hype news. Keep the focus here on how it's built, how it works, and how it scales.
2. Value-First Promotion: Have an open-source framework, custom MCP server, or architecture breakdown you built? Amazing. Share it, but explain the technical "how" in a detailed text post. Pure link-dropping or raw promotional spam will be removed instantly.
3. Be Constructive & Brutally Honest: Critique code, challenge architectural decisions, and help each other debug complex agent pipelines.

👇 Introduce Yourself Below!

To kick things off, drop a comment below and let us know:

1. What is your current full-stack or infrastructure stack?
2. What kind of autonomous agentic workflows or AI-native systems are you currently hacking on?
3. What is the single biggest bottleneck you're facing right now with agent orchestration?

Let’s build.