---
id: "prereq-agentic-ai-d4"
type: "prereq"
source_timestamps: ["§ Getting Users Hooked"]
tags: ["ai-technology"]
related: ["entity-qwen"]
reason: "Necessary to comprehend how tools like Qwen can collapse a 7-step booking process into a single sentence."
sources: ["attention"]
sourceVaultSlug: "hbr-seg-attention"
originDay: 4
articleStem: "hbr-tier2-07-chinese-ai-firms-habits"
sourceUrl: "https://hbr.org/2026/06/lessons-from-chinese-ai-firms-on-owning-customers-habits"
sourceTitle: "Lessons from Chinese AI Firms on Owning Customers’ Habits"
---
# Agentic AI Capabilities

## Prerequisite — Agentic AI Capabilities

Familiarity with **AI agents** — systems capable of executing **multi-step workflows across different applications** (browsing, booking, paying) without human intervention, rather than just generating text or answering questions.

**Why it matters:** Necessary to comprehend how tools like [[entity-qwen-d4]] can **collapse a 7-step booking process into a single sentence** — the technical enabler of end-to-end transaction subsidies ([[action-subsidize-behavior]]) and the [[concept-ambient-utility]] "front door."

**Enrichment / grounding:** Alibaba's own materials frame Qwen as shifting from "models that comprehend to systems that take action." Adjacent technical foundations include tool-use, multi-step planning, and orchestration patterns (e.g., ReAct-style and AutoGPT-like agent systems).


## Related across articles
- [[concept-agentic-ai-sales]]
- [[concept-agentic-rationality]]
- [[entity-agentic-ai-d4]]
- [[concept-agent-ready-architecture]]