# General Reasoning 根据 OpenAITools.app 于 2026-11-11 核对的流量数据，General Reasoning（gr.inc）是一个收录在 AI Models 下的 AI 平台，月访问量为 9441，月度环比流量变化为 +3838（+68.5%）。其主要地理市场为全球（— 流量份额），采用免费定价模式。按月流量计算的主要竞争替代方案包括 DeepSeek（3.73亿次访问/月），Google Gemma 开源模型（490.09万次访问/月），ModelScope（308.54万次访问/月）。 General Reasoning (GR) is a London research lab building reinforcement learning infrastructure and models that can reason, plan and coordinate over long horizons, with open releases for the wider research community. ## 关键遥测与规格 | 指标 | 数值 | | :--- | :--- | | 工具名称 | General Reasoning | | 标识 | general-reasoning | | Status | active | | Origin | independent | | Maintenance | active | | 官方域名 | gr.inc | | 官网地址 | https://gr.inc | | 分类 | AI Models, Open Source AI Models | | 定价模式 | 免费 | | 月访问量 | 9,441 | | 月度环比流量变化 | 3,838 | | 月度环比增长率 | +68.5% | | 主要市场 | 全球 | | 市场份额 | — | | 直接访问量 | 3,745 | | 自然搜索访问 | — | | 社交访问 | — | | 推荐访问 | 933 | | 邮件访问 | 271 | | 评价得分 | 4.2 | | 收藏数 | 0 | | 支持平台 | 网站 | | 计费平台 | | | 属性 | 功能: 网站; 定价: 免费 | | 标签 | 强化学习, 机器推理, 人工智能, AI 安全, 开源, 通用 AI, 强化学习算力 | ## 概览 General Reasoning (GR) is a London research lab building reinforcement learning infrastructure and models that can reason, plan and coordinate over long horizons, with open releases for the wider research community. ## 定价与套餐 Free. General Reasoning is a research organisation; its papers, releases and archive are published openly rather than sold as a paid product. ## 关键功能与能力 - **Reinforcement learning from collective rewards:** Trains models that can communicate and coordinate as a team, with collective rather than individual reward signals. - **Multi-agent systems research:** Explores cooperative AI behaviour and safe scaling through multi-agent experiments and environment design. - **Open releases:** Publishes model series and research artefacts so the wider community can build on the work. - **Long-horizon evaluation:** Benchmarks that measure whether models stay coherent as situations change over long horizons. - **Point-in-time web archive:** A frozen, date-indexed archive of news, filings, arXiv and Wikipedia for point-in-time search and reproducible evaluation. ## 主要用例 - **Multi-agent coordination research (AI safety researchers):** Study how reward structures shape cooperative behaviour in agent teams. - **Long-horizon benchmarking (Evaluation engineers):** Test whether models remain coherent as conditions change across long episodes. - **Point-in-time data access (Forecasting and ML researchers):** Use a frozen, date-indexed web archive for forecasting and reproducible experiments. - **Reusing open releases (Open-source AI developers):** Build on openly published model series and research methods. ## 优势 - Publishes open research artefacts rather than keeping everything internal - Extends reinforcement learning into coordination and long-horizon behaviour - Benchmarks like KellyBench highlight real weaknesses in current frontier models - Team has a track record on widely used open language models ## 常见问题 ### What does General Reasoning work on? Reinforcement learning, multi-agent systems and environment design, aimed at models that work coherently over long horizons rather than only short, procedural tasks. ### Is its research available to use? The lab publishes open releases alongside its papers, including model series, an evaluation benchmark and a date-indexed web archive for reproducible research. ### Who is behind the lab? A London-based research team whose members previously worked on open language models at Meta and on reinforcement learning methods for reasoning. ### Can I work with General Reasoning? Yes. The site lists open positions for people interested in the next era of reinforcement learning research. ### General Reasoning 的月流量和增长趋势如何？ General Reasoning 目前每月获得 9441 访问量，月度环比流量变化为 +3838（增长率 +68.5%）。其主要来源市场是全球（— 份额），包括每月 3745 次直接访问和每月 — 次自然搜索访问。 ### General Reasoning 免费吗？它的定价模式是什么？ General Reasoning 采用免费定价模式。Free. General Reasoning is a research organisation; its papers, releases and archive are published openly rather than sold as a paid product. 支持的计费和结账平台包括：未列出。 ### 2026 年 General Reasoning 的最佳替代方案有哪些？ 基于 OpenAITools.app 的分类流量和功能契合度，General Reasoning 的前五个替代方案是：1. DeepSeek（3.73亿次访问/月）; 2. Google Gemma 开源模型（490.09万次访问/月）; 3. ModelScope（308.54万次访问/月）; 4. OpenAI 平台（2.35亿次访问/月）; 5. Qwen 4 (通义千问 4)（3510.14万次访问/月）。 ### General Reasoning 支持哪些平台和核心 AI 能力？ General Reasoning 被归类在 AI Models, Open Source AI Models 下，支持以下平台：网站，其核心能力标签包括：强化学习, 机器推理, 人工智能, AI 安全, 开源, 通用 AI。 ## 替代工具 | 工具名称 | 月访问量 | 定价模式 | 对比 | | :--- | :--- | :--- | :--- | | [DeepSeek](https://openaitools.app/zh/tool/deepseek) | 372,761,591 | 免费增值 | [对比](https://openaitools.app/zh/compare/deepseek-vs-general-reasoning) | | [Google Gemma 开源模型](https://openaitools.app/zh/tool/gemma-open-models-by-google) | 4,900,914 | 免费增值，付费 | [对比](https://openaitools.app/zh/compare/gemma-open-models-by-google-vs-general-reasoning) | | [ModelScope](https://openaitools.app/zh/tool/modelscope-community) | 3,085,423 | 免费 | [对比](https://openaitools.app/zh/compare/general-reasoning-vs-modelscope-community) | | [OpenAI 平台](https://openaitools.app/zh/tool/openai) | 234,678,639 | 付费 | [对比](https://openaitools.app/zh/compare/general-reasoning-vs-openai) | | [Qwen 4 (通义千问 4)](https://openaitools.app/zh/tool/qwen-4) | 35,101,353 | 免费增值 | [对比](https://openaitools.app/zh/compare/general-reasoning-vs-qwen-4) | | [Gemini 4 Carbon (Gemini Carbon 4)](https://openaitools.app/zh/tool/gemini-4-carbon) | 4,339,429 | 免费增值 | [对比](https://openaitools.app/zh/compare/gemini-4-carbon-vs-general-reasoning) | | [Civitai](https://openaitools.app/zh/tool/civitai) | 6,963,136 | 免费增值 | [对比](https://openaitools.app/zh/compare/civitai-vs-general-reasoning) | | [DeepInfra](https://openaitools.app/zh/tool/deep-infra) | 457,810 | 付费 | [对比](https://openaitools.app/zh/compare/deep-infra-vs-general-reasoning) | | [Together AI](https://openaitools.app/zh/tool/together-ai) | 1,645,930 | 免费增值，付费 | [对比](https://openaitools.app/zh/compare/general-reasoning-vs-together-ai) | | [Unsloth AI](https://openaitools.app/zh/tool/unsloth-ai) | 887,457 | 免费 | [对比](https://openaitools.app/zh/compare/general-reasoning-vs-unsloth-ai) | | [AI/ML API](https://openaitools.app/zh/tool/ai-ml-api) | 232,946 | Pay-as-you-go credits (free to start); enterprise custom pricing on request | [对比](https://openaitools.app/zh/compare/ai-ml-api-vs-general-reasoning) | | [TypeSafe AI - Jev](https://openaitools.app/zh/tool/typesafe-jev) | 6,148,688 | 付费 | [对比](https://openaitools.app/zh/compare/general-reasoning-vs-typesafe-jev) | --- 来源：https://openaitools.app/zh/tool/general-reasoning