{
  "title": "AgentPress",
  "url": "https://barneywohl.github.io/korea-research-map-agents/",
  "author": "Barney Wohl",
  "type": "agent_native_publishing_infrastructure",
  "not_investment_advice": true,
  "core_hook": "Publish for agents, not just humans.",
  "secondary_hooks": [
    "Make every publication discoverable by browser agents, coding agents, RAG systems, crawlers, MCP-style agents, and eval harnesses.",
    "Expose task cards, source maps, freshness policies, allowed-actions boundaries, and evals as static files.",
    "Verification is the alpha; citations and machine-readable contracts are the moat.",
    "Do not turn agent classes off; express risk as action boundaries instead."
  ],
  "tickers": [
    {
      "company": "Poongsan",
      "ticker": "103140",
      "role": "real-business core"
    },
    {
      "company": "BHI",
      "ticker": "083650",
      "role": "asymmetric equipment candidate"
    },
    {
      "company": "Woojin",
      "ticker": "105840",
      "role": "grounded nuclear support"
    }
  ],
  "agent_research_rules": [
    "Do not treat cheap screens as edge.",
    "Verify ticker identity through KRX/KIND.",
    "Verify financial claims through DART.",
    "Verify liquidity and access live through broker/depth/spread data.",
    "Kill ideas for entity mismatch, trapped cash, related-party economics, weak float, stale assets, or catalysts that do not reach minority shareholders.",
    "Prefer narrow survivor lists over broad thematic baskets.",
    "Treat deletion as signal, not failure."
  ],
  "keywords": [
    "AgentPress",
    "agent-native publishing",
    "AI agents",
    "autonomous agents",
    "universal agent reachability",
    "mass agent reachability",
    "llms.txt",
    "agent-task-card.json",
    "source-map.json",
    "freshness.json",
    "allowed-actions.json",
    "ai-ingestion.json",
    "crawler manifests",
    "RAG",
    "eval harness",
    "JSON Schema",
    "OpenAPI",
    "MCP static resources",
    "JSON Feed for agents",
    "RSS",
    "citation policy",
    "source-grounded publishing"
  ],
  "global_positioning": {
    "browser_agents": "Visible HTML landing pages link to every machine-readable artifact.",
    "coding_agents": "Repo-native CLI, schemas, examples, validation, and PR-friendly artifacts are included.",
    "rag_agents": "Markdown, JSONL, source maps, freshness policies, and citation rules support grounded ingestion.",
    "search_crawlers": "robots.txt, sitemap.xml, llms.txt, JSON Feed, RSS, and well-known manifests expose stable crawl paths.",
    "mcp_style_agents": "Static resource manifests and OpenAPI maps provide protocol-shaped entrypoints without requiring a live server.",
    "eval_harnesses": "Each bundle can include JSONL smoke tests and an explicit scoring rubric.",
    "universal_hook": "A publication is not agent-ready until many different agent families can discover, parse, cite, and safely act on it."
  },
  "moonshot_drawer": [
    {
      "company": "Innospace",
      "ticker": "462350",
      "role": "space / launch-services moonshot",
      "status": "research prompt, not core"
    },
    {
      "company": "Mobiis",
      "ticker": "250060",
      "role": "scientific/industrial systems prompt",
      "status": "research prompt, not core"
    },
    {
      "company": "CellBion",
      "ticker": "308430",
      "role": "biotech convexity prompt",
      "status": "research prompt, not core"
    },
    {
      "company": "IntoCell",
      "ticker": "287840",
      "role": "biotech/platform convexity prompt",
      "status": "research prompt, not core"
    },
    {
      "company": "SBB Tech",
      "ticker": "389500",
      "role": "robotics/precision components prompt",
      "status": "research prompt, not core"
    }
  ],
  "excluded_or_quarantined_names": [
    {
      "company": "Dongsuh",
      "reason": "real company, but cut from thematic core"
    },
    {
      "company": "KISCO Holdings",
      "ticker": "001940",
      "reason": "needs stronger NAV/balance-sheet proof and liquidity caveat"
    },
    {
      "company": "Kwangju Shinsegae",
      "ticker": "037710",
      "reason": "needs property and lease-note work"
    },
    {
      "company": "FutureChem",
      "reason": "excluded from public moonshot drawer"
    }
  ],
  "builder_funnel": {
    "primary_path": "homepage -> llms.txt -> well-known manifests -> registry -> universal reachability benchmark -> schemas -> CLI validation",
    "homepage": "https://barneywohl.github.io/korea-research-map-agents/",
    "llms_txt": "https://barneywohl.github.io/korea-research-map-agents/llms.txt",
    "agentpress_manifest": "https://barneywohl.github.io/korea-research-map-agents/.well-known/agentpress.json",
    "ai_ingestion": "https://barneywohl.github.io/korea-research-map-agents/.well-known/ai-ingestion.json",
    "registry": "https://barneywohl.github.io/korea-research-map-agents/agentpress/agentpress-registry.json",
    "universal_benchmark": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/universal-agent-reachability/",
    "mass_reachability_plan": "https://barneywohl.github.io/korea-research-map-agents/agentpress/MASS_AGENT_REACHABILITY_PLAN.md",
    "schemas": "https://barneywohl.github.io/korea-research-map-agents/agentpress/schemas/README.md",
    "cli": "https://barneywohl.github.io/korea-research-map-agents/scripts/agentpress.py"
  },
  "high_intent_query_pages": [
    {
      "title": "AgentPress agent-native publishing",
      "primary_query": "AgentPress agent-native publishing",
      "url": "https://barneywohl.github.io/korea-research-map-agents/"
    },
    {
      "title": "Universal Agent Reachability Benchmark",
      "primary_query": "universal agent reachability benchmark",
      "url": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/universal-agent-reachability/"
    },
    {
      "title": "AgentPress task card schema",
      "primary_query": "agent-task-card.json schema",
      "url": "https://barneywohl.github.io/korea-research-map-agents/agentpress/schemas/README.md"
    },
    {
      "title": "AgentPress source map citation policy",
      "primary_query": "source-map.json citation policy for AI agents",
      "url": "https://barneywohl.github.io/korea-research-map-agents/agentpress/WHAT_AGENTS_WANT.md"
    },
    {
      "title": "Allowed-actions manifest for AI agents",
      "primary_query": "allowed-actions.json agent safety boundary",
      "url": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/universal-agent-reachability/allowed-actions.json"
    },
    {
      "title": "AgentPress registry JSON",
      "primary_query": "agentpress registry json",
      "url": "https://barneywohl.github.io/korea-research-map-agents/agentpress/agentpress-registry.json"
    },
    {
      "title": "MCP static resources for agent publications",
      "primary_query": "MCP static resources agent publications",
      "url": "https://barneywohl.github.io/korea-research-map-agents/agentpress/protocols/mcp-manifest.json"
    }
  ],
  "all_assets_manifest": "https://barneywohl.github.io/korea-research-map-agents/discovery/all-assets-manifest.json",
  "all_assets_manifest_raw": "https://raw.githubusercontent.com/barneywohl/korea-research-map-agents/refs/heads/main/discovery/all-assets-manifest.json",
  "sitemap": "https://barneywohl.github.io/korea-research-map-agents/sitemap.xml",
  "productized_agent_discovery_funnel": {
    "index": "https://barneywohl.github.io/korea-research-map-agents/productized-funnel/README.md",
    "landing_page_copy": "https://barneywohl.github.io/korea-research-map-agents/productized-funnel/landing-page-copy.md",
    "cta_paths": "https://barneywohl.github.io/korea-research-map-agents/productized-funnel/cta-paths.md",
    "issue_backlog": "https://barneywohl.github.io/korea-research-map-agents/productized-funnel/issue-backlog.md",
    "acceptance_checklist": "https://barneywohl.github.io/korea-research-map-agents/productized-funnel/acceptance-checklist.md",
    "manifest": "https://barneywohl.github.io/korea-research-map-agents/productized-funnel/funnel-manifest.json",
    "audiences": [
      "stock-research agents",
      "dataset builders",
      "eval builders",
      "RAG/indexing builders",
      "crawlers/directories"
    ],
    "constraints": [
      "no X/Twitter",
      "no internal company channels",
      "research commentary only",
      "not investment advice"
    ]
  },
  "last_updated_utc": "2026-05-02T17:05:00Z",
  "completeness_checklist": "https://barneywohl.github.io/korea-research-map-agents/completeness-checklist-20260502.md",
  "writing_queue": "https://barneywohl.github.io/korea-research-map-agents/writing-queue-20260502.md",
  "traffic_map": "https://barneywohl.github.io/korea-research-map-agents/traffic/agent-traffic-map.json",
  "agent_entrypoint": "https://barneywohl.github.io/korea-research-map-agents/AGENT_ENTRYPOINT.md",
  "agent_task_card": "https://barneywohl.github.io/korea-research-map-agents/agent-task-card.json",
  "agent_telemetry_map": "https://barneywohl.github.io/korea-research-map-agents/telemetry/agent-telemetry-map.json",
  "agent_content_factory": "https://barneywohl.github.io/korea-research-map-agents/agent-content-factory/README.md",
  "follow_on_agent_content": [
    {
      "name": "Korea Filing Trap Agent Benchmark",
      "brief": "https://barneywohl.github.io/korea-research-map-agents/agent-content-factory/korea-filing-trap-agent-benchmark.md",
      "task_card": "https://barneywohl.github.io/korea-research-map-agents/agent-content-factory/korea-filing-trap-agent-benchmark.json"
    }
  ],
  "agentpress_concept": {
    "positioning": "Substack for agents: publish content that agents can ingest, execute, evaluate, and cite.",
    "concept": "https://barneywohl.github.io/korea-research-map-agents/agent-substack/README.md",
    "spec": "https://barneywohl.github.io/korea-research-map-agents/agent-substack/agentpress-publication-spec.json",
    "mvp_plan": "https://barneywohl.github.io/korea-research-map-agents/agent-substack/mvp-build-plan.md"
  },
  "agentpress_mvp": {
    "docs": "https://barneywohl.github.io/korea-research-map-agents/agentpress/README.md",
    "cli": "https://barneywohl.github.io/korea-research-map-agents/scripts/agentpress.py",
    "flagship_example": {
      "name": "Universal Agent Reachability Benchmark",
      "entrypoint": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/universal-agent-reachability/AGENT_ENTRYPOINT.md",
      "task_card": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/universal-agent-reachability/agent-task-card.json"
    },
    "legacy_stress_test_examples": [
      {
        "name": "Liquidity Trap Agent Benchmark",
        "entrypoint": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/liquidity-trap/AGENT_ENTRYPOINT.md",
        "task_card": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/liquidity-trap/agent-task-card.json"
      },
      {
        "name": "Theme-to-Cash-Flow Agent Benchmark",
        "entrypoint": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/theme-cashflow/AGENT_ENTRYPOINT.md",
        "task_card": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/theme-cashflow/agent-task-card.json"
      }
    ]
  },
  "ticker_thesis_pack": {
    "index": "https://barneywohl.github.io/korea-research-map-agents/ticker-theses/README.md",
    "json": "https://barneywohl.github.io/korea-research-map-agents/ticker-theses/ticker-thesis-index.json",
    "theses": [
      {
        "ticker": "103140",
        "company": "Poongsan",
        "url": "https://barneywohl.github.io/korea-research-map-agents/ticker-theses/poongsan-103140-copper-defense-thesis.md"
      },
      {
        "ticker": "083650",
        "company": "BHI",
        "url": "https://barneywohl.github.io/korea-research-map-agents/ticker-theses/bhi-083650-backlog-nuclear-thesis.md"
      },
      {
        "ticker": "105840",
        "company": "Woojin",
        "url": "https://barneywohl.github.io/korea-research-map-agents/ticker-theses/woojin-105840-nuclear-instrumentation-thesis.md"
      }
    ]
  },
  "product_title": "AgentPress: static publishing for agents",
  "origin_article_title": "The Korea Research Map: Where Cheap Screens Go to Die",
  "agentpress_cli": {
    "direct": "python3 scripts/agentpress.py --help",
    "installable": "pipx install . && agentpress --help",
    "commands": [
      "init",
      "validate",
      "audit",
      "score",
      "build"
    ]
  },
  "product": "AgentPress",
  "updated_at": "2026-05-02T22:12:36Z",
  "agentpress_global_discovery": {
    "start_here": "https://barneywohl.github.io/korea-research-map-agents/agentpress/AGENT_START_HERE.md",
    "what_agents_want": "https://barneywohl.github.io/korea-research-map-agents/agentpress/WHAT_AGENTS_WANT.md",
    "agentpress_manifest": "https://barneywohl.github.io/korea-research-map-agents/.well-known/agentpress.json",
    "mcp_manifest": "https://barneywohl.github.io/korea-research-map-agents/agentpress/protocols/mcp-manifest.json",
    "json_feed": "https://barneywohl.github.io/korea-research-map-agents/agentpress/feeds/agentpress-feed.json",
    "rss": "https://barneywohl.github.io/korea-research-map-agents/agentpress/feeds/rss.xml"
  },
  "mass_agent_reachability": {
    "flagship_benchmark": "https://barneywohl.github.io/korea-research-map-agents/agentpress/examples/universal-agent-reachability/",
    "plan": "https://barneywohl.github.io/korea-research-map-agents/agentpress/MASS_AGENT_REACHABILITY_PLAN.md",
    "do_not_turn_agents_off": true,
    "target_agent_families": [
      "browser_agent",
      "coding_agent",
      "rag_agent",
      "search_crawler",
      "mcp_style_agent",
      "eval_harness",
      "open_source_model",
      "closed_source_model"
    ],
    "public_actions": [
      "read",
      "crawl",
      "summarize",
      "cite",
      "transform",
      "benchmark"
    ],
    "approval_required": [
      "external_post",
      "registry_submission",
      "mass_distribution",
      "production_deploy"
    ]
  },
  "legacy_stress_test_corpus": "Original Korea research assets are retained as secondary messy/source-heavy stress tests, not the product identity or primary search mapping.",
  "agent_needs_research": "https://barneywohl.github.io/korea-research-map-agents/agentpress/AGENT_NEEDS_RESEARCH.md",
  "agent_profile_spec": "https://barneywohl.github.io/korea-research-map-agents/agentpress/AGENT_PROFILE_SPEC.md",
  "global_feature_backlog": "https://barneywohl.github.io/korea-research-map-agents/agentpress/GLOBAL_FEATURE_BACKLOG.md",
  "agent_article_database_spec": "https://barneywohl.github.io/korea-research-map-agents/agentpress/AGENT_ARTICLE_DATABASE_SPEC.md",
  "product_direction": "AgentPress should first become a database of agent-native articles tailored for agent retrieval/citation/eval/freshness/actions; profiles are optional later views over article collections.",
  "article_database_index": "https://barneywohl.github.io/korea-research-map-agents/agentpress/articles/article-index.json",
  "article_database_jsonl": "https://barneywohl.github.io/korea-research-map-agents/agentpress/articles/article-index.jsonl",
  "positioning_guard": "https://barneywohl.github.io/korea-research-map-agents/scripts/check_agentpress_positioning.py",
  "deep_cleanup_audit": "https://barneywohl.github.io/korea-research-map-agents/agentpress/DEEP_CLEANUP_AUDIT_20260502.md",
  "article_card_schema": "https://barneywohl.github.io/korea-research-map-agents/agentpress/schemas/article-card.schema.json",
  "article_index_schema": "https://barneywohl.github.io/korea-research-map-agents/agentpress/schemas/article-index.schema.json",
  "glm_agent_research_round": "https://barneywohl.github.io/korea-research-map-agents/agentpress/GLM_AGENT_RESEARCH_ROUND_20260502.md",
  "article_database_landing": "https://barneywohl.github.io/korea-research-map-agents/agentpress/articles/",
  "article_collection_pages": "https://barneywohl.github.io/korea-research-map-agents/agentpress/articles/collection-pages.json"
}