# A clearer route from public pages to machine-readable facts.

> Winin uses llms.txt and Markdown counterparts for key public pages, creating an explicit path from human-readable content to the same approved information in a cleaner machine-readable form.

- Canonical page: https://winin.ai/en/research/agent-readable-content/
- Language: English
- Last updated: 2026-09-04

## What is implemented

### Concise content maps

Root and language-specific llms.txt files route agents to the most relevant public resources instead of duplicating an entire site.

### Markdown counterparts

Key English and Chinese pages publish a corresponding Markdown document with the same title, summary and substantive content.

### Page-level discovery

HTML pages use alternate and describedby link relations to identify their Markdown counterpart and the applicable llms.txt map.

## How it fits the wider web stack

Machine-readable content maps complement semantic HTML, structured data, sitemaps and crawler policy. Each mechanism has a different job: discovery, interpretation, indexing policy or content access.

## How Winin verifies it

1. **Availability:** Every declared machine-readable resource must return a successful response with an appropriate content type.
2. **Parity:** Material claims in the Markdown version are checked against the corresponding canonical page.
3. **Discovery:** Automated tests verify alternate, describedby and internal route integrity after every build.
4. **Outcome measurement:** Changes in retrieval, citation or representation are evaluated through repeated cross-model observations.

## How the implementation evolves

Winin versions its content maps, page associations and automated tests. As AI access patterns change, the implementation can be updated without breaking the relationship between public pages and their machine-readable counterparts.

## Source

This Markdown document is the machine-readable counterpart of https://winin.ai/en/research/agent-readable-content/. The canonical HTML page remains the public presentation source.