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      <managingEditor>fjvbn2003@gmail.com (Youngju Kim)</managingEditor>
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    <guid>https://www.youngju.dev/blog/2026-07-11-tencent-hy3-open-model.en</guid>
    <title>Tencent Hy3: reading a 295B open-weight MoE without the hype</title>
    <link>https://www.youngju.dev/blog/2026-07-11-tencent-hy3-open-model.en</link>
    <description>On July 6, 2026, Tencent released Hy3 under Apache 2.0: a Mixture-of-Experts reasoning and agent model with 295B total parameters but only 21B active per token. Here is what is genuinely new, where it sits in the Chinese open-weight wave, and how far to trust the vendor-reported benchmark numbers.</description>
    <pubDate>Sat, 11 Jul 2026 00:00:00 GMT</pubDate>
    <author>fjvbn2003@gmail.com (Youngju Kim)</author>
    <category>hy3</category><category>tencent</category><category>hunyuan</category><category>open-weights</category><category>moe</category><category>llm</category>
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    <guid>https://www.youngju.dev/blog/2026-07-11-tencent-hy3-open-model.ja</guid>
    <title>Tencent Hy3: 295B オープンウェイト MoE を冷静に読む</title>
    <link>https://www.youngju.dev/blog/2026-07-11-tencent-hy3-open-model.ja</link>
    <description>Tencent は2026年7月6日、Hy3 を Apache 2.0 で公開しました。総計295Bのうち21Bだけが活性化する MoE の推論・エージェント言語モデルです。何が実際に新しいのか、中国系オープンウェイトの流れの中でどこに位置するのか、そしてベンダーが自ら出したベンチマーク数値をどこまで信じるべきかを整理します。</description>
    <pubDate>Sat, 11 Jul 2026 00:00:00 GMT</pubDate>
    <author>fjvbn2003@gmail.com (Youngju Kim)</author>
    <category>hy3</category><category>tencent</category><category>hunyuan</category><category>open-weights</category><category>moe</category><category>llm</category>
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    <guid>https://www.youngju.dev/blog/2026-07-11-tencent-hy3-open-model</guid>
    <title>Tencent Hy3: 295B 오픈 웨이트 MoE를 냉정하게 읽기</title>
    <link>https://www.youngju.dev/blog/2026-07-11-tencent-hy3-open-model</link>
    <description>Tencent이 2026년 7월 6일 Hy3를 Apache 2.0으로 공개했다. 총 295B 중 21B만 활성화되는 MoE 추론·에이전트 언어 모델이다. 무엇이 실제로 새로운지, 중국계 오픈 웨이트 흐름에서 어디에 놓이는지, 그리고 벤더가 직접 낸 벤치마크 숫자를 어디까지 믿어야 하는지 정리했다.</description>
    <pubDate>Sat, 11 Jul 2026 00:00:00 GMT</pubDate>
    <author>fjvbn2003@gmail.com (Youngju Kim)</author>
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