AI-Native Engineering Leader · Director of Software Engineering @ IndustrialMind.ai

A² = Agentic AI × Anything — one orchestrator, a fleet of expert agents. 一个编排者，调度一群专家 agent：先编排，再工作。Orchestrate, don't operate.

17 years of backend engineering, 3 years shipping LLM systems in production. I build multi-agent platforms, LLM observability / AIOps closed loops, and eval-driven AI quality — and distill the discipline into open methodology. Current focus: multi-agent orchestration & agent OS, and agent-native backends — how server-side engineering changes when agents are the callers. 多智能体架构与编排 · 智能体时代的服务端/微服务开发。

• evolab — my flagship open-source collection: multi-agent orchestration methodology & governance skills, distilled from real production practice. Goal-contract dispatch, adversarial heterogeneous review (different model lineages cross-checking each other), watcher discipline against fake-DONE signals, shock-in-the-loop deterministic guardrails（电在回路：soft prompts steer, hard gates hold the line）, layered self-evolution. Install as Claude Code plugins: /plugin marketplace add martin1847/evolab
• "AI Manager" multi-agent orchestration — autonomous task generation with closed-loop execution (plan → execute → verify → retry), MCP-based tool integration
• LLM observability & self-healing ops — SigNoz / OpenTelemetry across every agent step; on-call agents that query logs & traces, localize root cause, and verify recovery
• Eval-driven AI quality — rag-eval / agent-eval suites (golden datasets, LLM-as-judge, trajectory assertions), CI-gated releases

evolab 每个 release 背后的多智能体编排实战复盘连载——一个人指挥一群 agent 的编排纪律、踩坑与结案：goal 合同派工、异构对抗评审、假完成信号取证、上下文治理。方法论在仓库，故事在公众号。

• kRPC — agent-native, protobuf-free RPC for the multi-agent era: write a Java interface, get gRPC + HTTP/MCP gateway and generated TS / Dart / Python / Rust clients — krpc.tech
• 1BRC — processed 1 billion rows in < 10 s with Java 21 + GraalVM Native (official certificate)
• Tsinghua Rust OS Training Camp (Fall 2024) — top 15% graduate, 1st place in memory-allocator contest, invited back as TA
• Previously Alibaba / Ant Financial (P7), iHerb — QPS 10,000+ architectures, 99.99% availability, one algorithm patent (CN108733825A)

Multi-Agent Orchestration Agent OS Agent-Native RPC (kRPC) Claude Code / Codex / MCP Java Python Rust Kubernetes / Istio RAG Milvus SigNoz / OpenTelemetry GraalVM

martin@alu.fudan.edu.cn · LinkedIn · WeChat 公众号「阳哥进化论」