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@leoautomotiveai

Leo Liu

@leoautomotiveai·Joined September 2026

Building evidence-led AI systems for automotive retail, agent workflows, and global vehicle trade.

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I write about evidence-led AI agents, automotive retail systems, reusable Skills and MCP workflows, and global vehicle trade.

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Leo Liu's blogs

Evidence-Led AI by Leo Liuleoautomotiveai.hashnode.dev1 post

About

I write about evidence-led AI agents, automotive retail systems, reusable Skills and MCP workflows, and global vehicle trade.

Available for

Nothing here yet.

Leo Liu's blogs

Evidence-Led AI by Leo Liuleoautomotiveai.hashnode.dev1 post

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LLLeo Liuinleoautomotiveai.hashnode.dev·2d ago · 4 min read

Everything Becomes Callable: An Evidence Contract for Agent Plugins

AI agent systems are moving away from fixed applications and toward runtime composition. A single workflow can call search, read a document, invoke a specialist Skill, connect to an MCP server, and ha