{
  "schema": "tesign-radar/item/1",
  "generated_at": "2026-09-22T07:26:19.753Z",
  "lang": "en",
  "slug": "pokertools-arena",
  "url": "https://tesign.com/en/item/pokertools-arena/",
  "alternates": {
    "ko": {
      "html": "https://tesign.com/item/pokertools-arena/",
      "json": "https://tesign.com/item/pokertools-arena/index.json",
      "markdown": "https://tesign.com/item/pokertools-arena/index.md"
    },
    "en": {
      "html": "https://tesign.com/en/item/pokertools-arena/",
      "json": "https://tesign.com/en/item/pokertools-arena/index.json",
      "markdown": "https://tesign.com/en/item/pokertools-arena/index.md"
    }
  },
  "name": "pokertools-arena",
  "use_label": "Watch AI models play poker at one table",
  "one_liner": "Seats several OpenAI-compatible models at the same poker table and lets you watch every decision as a spectator.",
  "text": {
    "why": "Most language-model benchmarks are a fixed question set, which makes it hard to tell memorised answers from real judgement. Poker has an opponent, hidden information and a different situation every hand, so bad reasoning shows up immediately. pokertools-arena turns that structure into a benchmark models play against each other.",
    "take": "Using an adversarial game instead of a question set as the benchmark is the different idea here, and being able to watch every decision live is a real part of that.",
    "build": [
      "Poker legality, hole-card masking and legal actions all come from the PokerTools engine, and every move a model chooses is re-validated by that engine before it counts. It is fully client-side with no server or database — run it with npx pokertools-arena or build it into a single HTML file — and it exports decision logs and replay images."
    ],
    "who": [
      {
        "role": "Developers comparing real-world judgement across models, and people building AI benchmarks.",
        "situation": null
      }
    ],
    "start": [
      {
        "command": false,
        "text": "Run npx pokertools-arena to start a local server and seat a model."
      }
    ],
    "caveat": [
      "It needs Node.js 24 or later and an OpenAI-compatible API, and calling real models means paying that provider’s usual rate. It is still very early — one star."
    ]
  },
  "cta": {
    "type": "try",
    "label": "TRY",
    "url": "https://pokertools-arena.github.io/"
  },
  "ready": "browser",
  "categories": [
    "ai",
    "games"
  ],
  "categories_confirmed": true,
  "tags": [
    "ai 벤치마크",
    "포커",
    "브라우저",
    "llm 평가"
  ],
  "platform": [
    "web"
  ],
  "license": {
    "spdx": "MIT",
    "scope": "permissive",
    "scope_text": "Use, change and redistribute, commercially too. Keep the notice.",
    "url": "https://spdx.org/licenses/MIT.html",
    "note": null,
    "open_source": true
  },
  "language": "JavaScript",
  "source_urls": {
    "canonical": "https://pokertools-arena.github.io/",
    "github": "https://github.com/pokertools-arena/pokertools-arena.github.io",
    "huggingface": null,
    "app_store": null,
    "sightings": [
      {
        "source": "showhn",
        "url": "https://github.com/pokertools-arena/pokertools-arena.github.io",
        "posted_at": "2026-09-21T15:00:39.000Z",
        "hn_url": "https://news.ycombinator.com/item?id=49788178"
      }
    ]
  },
  "numbers": {
    "as_of": "2026-09-22T03:00:00.000Z",
    "stars": 1,
    "stars_unit": "GitHub stars",
    "stars_checked_at": "2026-09-21T16:07:09.506Z",
    "stars_observed_since_check": 0,
    "star_delta_24h": null,
    "star_delta_7d": null,
    "star_delta_30d": null,
    "star_delta_unit": "GitHub stars gained in the window, GH Archive events summed to as_of",
    "spark_14d": [
      null,
      null,
      null,
      null,
      null,
      null,
      null,
      null,
      null,
      null,
      null,
      null,
      null,
      null
    ],
    "hf_likes": null,
    "hf_likes_observed_at": null,
    "hn_points": 2,
    "hn_points_observed_at": "2026-09-21T15:09:04.403Z",
    "store": null,
    "method": "Star total = the value last checked on GitHub (stars_checked_at) + increases observed via GH Archive since. The 24h · 7d · 30d gains are GH Archive hourly events summed to the reference time (as_of). No score of ours."
  },
  "ranks": null,
  "activity": {
    "pushed_at": "2026-09-21T14:58:22.000Z",
    "owner_type": null,
    "open_issues": null,
    "contributors": null,
    "releases_count": null,
    "latest_release": null,
    "checked_at": null,
    "core_checked_at": "2026-09-21T16:07:09.506Z"
  },
  "signals": [
    {
      "kind": "new",
      "label": "NEW",
      "value": "0h OLD WHEN SEEN"
    }
  ],
  "images": {
    "og": "https://tesign.com/img/pokertools-arena-4e5941629f.png",
    "cover": "https://tesign.com/img/pokertools-arena-4e5941629f.png",
    "cover_width": 2400,
    "cover_height": 1260,
    "gallery": [
      "https://tesign.com/img/pokertools-arena-4e5941629f.png"
    ],
    "alt": "The pokertools-arena screen: current decision and history on the left, and a green poker table with ten empty seats on the right.",
    "tier": 1
  },
  "dates": {
    "first_seen_at": "2026-09-21T15:07:06.160Z",
    "source_created_at": "2026-09-21T15:00:39.000Z",
    "discovery_hours": 0.10754444444444444,
    "launch_signal_at": "2026-09-21T15:00:39.000Z",
    "kept_at": "2026-09-22T05:53:16.309Z",
    "first_published_at": "2026-09-22T05:53:16.495Z",
    "updated_at": "2026-09-22T05:53:16.439Z",
    "ingestion_mode": "live"
  },
  "notes": [
    "This file was produced by the same build, from the same data, as the tesign.com item page. The text is editorial; the numbers are stored observations.",
    "null in the JSON means not observed — never zero. The Markdown writes [unconfirmed] for it.",
    "Star total = the value last checked on GitHub (stars_checked_at) + increases observed via GH Archive since. The 24h · 7d · 30d gains are GH Archive hourly events summed to the reference time (as_of). No score of ours.",
    "A summary, not legal advice."
  ]
}