xurprise blog

Short-form notes on agent-native commerce infrastructure, the Model Context Protocol, llms.txt, region-matched discovery, and rebuilding e-commerce for AI agents.

• The End of the Product Comparison Site

  Price comparison was a browser-era shape for a browser-era user. Agents don't compare the way humans do, and that changes the shape of commerce infrastructure underneath them.

  April 15, 2026 · ~6 min · Ge Jiaqi

• How AI Agents Will Discover Your Brand in 2026

  A merchant-side checklist for agent discoverability: schema.org, llms.txt, MCP endpoints, region signals, attribution-clean redirects.

  April 15, 2026 · ~8 min · Ge Jiaqi

• MCP Servers as Commerce Infrastructure

  A primer on why the Model Context Protocol is the missing layer commerce needed for the agent era — and what a well-shaped commerce MCP looks like.

  April 15, 2026 · ~7 min · Ge Jiaqi

• Region-Matched Commerce: Why Geography Is First-Class for AI Agents

  The boundary between what a user can see and what a user can actually buy. Cross-border e-commerce is not a browser problem — it's an agent-design problem.

  April 15, 2026 · ~6 min · Ge Jiaqi

• Nine Languages in One Prompt: Multilingual Product Discovery in SEA

  Engineering notes on indexing merchant data across Southeast Asia's nine working languages — including CJK and Thai, where word boundaries dissolve.

  April 15, 2026 · ~9 min · Ge Jiaqi

• Agents Don't Need a Catalogue. They Need Attribution.

  A design philosophy piece: MCP servers for commerce should be attribution plumbing, not catalogue replicas. Less data, more trust.

  April 15, 2026 · ~7 min · Ge Jiaqi

• Commerce, Rebuilt for Agents

  The thesis post. Seven structural fault lines in browser-era commerce infrastructure, three new layers that replace them, and where xurprise fits.

  April 14, 2026 · ~12 min · Ge Jiaqi