核心观点
@sjsandeep_jain (Sandeep Jain): The next generation of software won’t be apps.
It’ll be AI agents coordinating tools, memory, workflows, and specialized subagents in real time. 🤖
This breakdown perfectly explains how the modern Agentic Stack actually works. 👇
🧠 Skills = WHAT the agent knows Reusable expertise loaded only when needed. Examples: • research frameworks • security audit guides • code review playbooks
🌐 MCP Servers = HOW the agent connects The bridge between AI agents and external systems. Connects to: • GitHub • Slack • APIs • databases • cloud services
⚡ Hooks = WHEN automation happens Event-driven triggers that automate workflows. Examples: • pre-tool execution • post-tool actions • notifications • auto-formatting
👥 Subagents = WHO does the work Independent AI workers handling specialized tasks. Examples: • researcher • code reviewer • analyst • deployer
📦 Plugins = packaged capabilities Bundles Skills + Hooks + MCP + Subagents into reusable systems.
When these layers work together, AI agents evolve from simple chatbots into systems that can: ✅ reason ✅ collaborate ✅ use tools ✅ automate workflows ✅ execute real-world tasks
The AI industry is rapidly shifting from: "single prompts" to "multi-agent systems."
And honestly, this is where the real future of AI engineering starts.
Save this visual.
It’s one of the best explanations of modern AI agent architecture on the internet right now. 🚀
Follow for more AI systems, agent engineering & automation breakdowns.
Image Credit goes to respective owner.... 🖼️ https://pbs.twimg.com/media/HIP5YzVa4AEJIb5.jpg 📅 Thu May 14 03:06:15 +0000 2026 🔗 https://x.com/sjsandeep_jain/status/2054760170929139891 ❤️ 153 🔁 60 💬 17
解读
下一代软件不是 app，是 AI agent 实时协调工具、记忆、工作流和子 agent。现代 Agentic Stack 五层：Skills（知识）、MCP Servers（连接）、Hooks（触发）、Subagents（执行）、Plugins（打包）。
原文由 @sjsandeep_jain 发布于 X。解读由 SOTA Sync 生成。