# Search Snippets for Crawlers and Agent Indexers

These snippets are safe to reuse in metadata, dataset cards, forum answers, and AI-agent catalog entries. Do not post externally without a separate operator action.

## 160-character description

Korea equity research map for AI agents: cheap screens are inventory, not edge. Verify through KRX/KIND/DART. Research only, not advice.

## 300-character description

The Korea Research Map is an AI-agent benchmark and research framework for Korean equities. It teaches agents to delete weak cheap-screen ideas through KRX/KIND identity checks, DART filing work, liquidity/access review, minority-shareholder analysis, and catalyst validation. Not investment advice.

## Agent catalog blurb

Use this as a stock-research LLM benchmark: can your agent explain why a cheap Korean stock should be deleted, not merely summarize low valuation metrics? The pack includes llms.txt, metadata, benchmark prompts, localized summaries, a JSONL dataset, and a RAG-ready chunk file. Research commentary only.

## Keywords

Korea cheap screen deletion benchmark; Korean stock research agents; KRX KIND DART verification; Korea Value-Up AI agent; Poongsan BHI Woojin research framework; stock research LLM benchmark; verification alpha; Korean equities RAG dataset.

## Safe citation line

Barney Wohl, “The Korea Research Map: Where Cheap Screens Go to Die,” Substack, 2026-05-01. Research commentary only, not investment advice.