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    <title>AI Programming on goodinfo.net Daily</title>
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      <title>Chinese Open-Source Model Kimi K2.6 Beats Claude and GPT-5.5 in Coding Challenge</title>
      <link>https://goodinfo.net/en/posts/ai-tech/kimi-k2-6-beats-claude-gpt55-programming-challenge-may-2026/</link>
      <pubDate>Sun, 03 May 2026 04:05:28 +0800</pubDate>
      <author>goodinfo.net</author>
      <guid>https://goodinfo.net/en/posts/ai-tech/kimi-k2-6-beats-claude-gpt55-programming-challenge-may-2026/</guid>
      <description>Kimi K2.6, an open-weights model from Chinese startup Moonshot AI, won first place in an ongoing AI coding challenge, scoring 22 points ahead of GPT-5.5 and Claude.</description>
      <content:encoded><![CDATA[<p>In the ongoing AI Coding Contest, Kimi K2.6, developed by Chinese AI startup Moonshot AI, has achieved a remarkable result — winning Day 12&rsquo;s &ldquo;Word Gem Puzzle&rdquo; challenge with 22 match points, a 7-1-0 record.</p>
<p>The competition&rsquo;s format was creative: competing models needed to form English words in a letter grid ranging from 10×10 to 30×30 by sliding adjacent tiles. Words under seven letters incurred point penalties, while words of seven letters or more scored based on length. Each pair of models played five rounds with a ten-second time limit per round.</p>
<p>Ten models competed, and the results surprised many observers:</p>
<ul>
<li><strong>1st Place</strong>: Kimi K2.6 (Moonshot AI) — 22 points, 7-1-0</li>
<li><strong>2nd Place</strong>: MiMo V2-Pro (Xiaomi)</li>
<li><strong>3rd Place</strong>: GPT-5.5</li>
<li><strong>5th Place</strong>: Claude Opus 4.7</li>
</ul>
<p>No model from Western frontier labs made the top two.</p>
<p>Kimi K2.6&rsquo;s strategy was aggressive sliding — it employed a greedy algorithm that at each step sought the move unlocking the most new words. On smaller grids, this approach was less effective, but on the 30×30 large grids, when other models lost competitiveness due to their inability to slide tiles, Kimi K2.6&rsquo;s continuous output advantage became decisive.</p>
<p>Notably, Kimi K2.6 is an open-weights model — anyone can download and use it. It currently scores 54 on the Artificial Analysis Intelligence Index, compared to 60 for GPT-5.5 and 57 for Claude. While not yet at parity, the gap has narrowed considerably — and this comes from a freely available model.</p>
<p>This result marks an important shift in the AI capability landscape: a year ago, the prevailing assumption was that Western frontier labs held an insurmountable lead in model capabilities that open-source models could not close. Today, that gap is rapidly shrinking.</p>
<p><em>Source: <a href="https://thinkpol.ca/2026/04/30/an-open-weights-chinese-model-just-beat-claude-gpt-5-5-and-gemini-in-a-programming-challenge/">ThinkPol - An open-weights Chinese model just beat Claude, GPT-5.5, and Gemini in a programming challenge</a></em></p>
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      <category domain="category">ai-tech</category>
      <category domain="tag">Kimi</category><category domain="tag">Moonshot AI</category><category domain="tag">AI Programming</category><category domain="tag">Open Source</category><category domain="tag">AI Benchmark</category>
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      <title>GitHub Copilot Announces Shift to Usage-Based Billing Starting June 2026</title>
      <link>https://goodinfo.net/en/posts/ai-tech/github-copilot-usage-based-billing-april-2026/</link>
      <pubDate>Tue, 28 Apr 2026 15:12:00 +0800</pubDate>
      <author>goodinfo.net</author>
      <guid>https://goodinfo.net/en/posts/ai-tech/github-copilot-usage-based-billing-april-2026/</guid>
      <description>Microsoft-owned GitHub announced that its AI coding assistant Copilot will switch to a usage-based billing model starting June 1, introducing GitHub AI Credits across all tiers.</description>
      <content:encoded><![CDATA[<h1 id="github-copilot-announces-shift-to-usage-based-billing-starting-june-2026">GitHub Copilot Announces Shift to Usage-Based Billing Starting June 2026</h1>
<p>Microsoft-owned code hosting platform GitHub announced through its official blog that GitHub Copilot, its AI-powered programming assistant, will transition to a <strong>usage-based billing model</strong> starting <strong>June 1, 2026</strong>, replacing the previous quota-plus-overage system.</p>
<h2 id="how-the-billing-changes">How the Billing Changes</h2>
<p>Under the current model, Copilot users who exhaust their plan&rsquo;s usage quota are automatically switched to a &ldquo;Premium Requests&rdquo; billing mechanism. The new usage-based approach introduces <strong>GitHub AI Credits</strong> — each plan tier will include a fixed quota of AI credits that are consumed as users interact with the service.</p>
<p>Notably, <strong>code completion and next-edit suggestion features will NOT consume AI credits</strong>. This means the core intelligent code autocompletion experience remains unaffected, while more advanced AI interactions — such as conversational coding assistance and complex code generation — will draw from the credit pool.</p>
<h2 id="pricing-remains-unchanged">Pricing Remains Unchanged</h2>
<p>GitHub confirmed that base pricing across all tiers will stay the same:</p>
<table>
  <thead>
      <tr>
          <th>Plan</th>
          <th>Price</th>
      </tr>
  </thead>
  <tbody>
      <tr>
          <td>Copilot Basic</td>
          <td>Free</td>
      </tr>
      <tr>
          <td>Pro</td>
          <td>$10/month</td>
      </tr>
      <tr>
          <td>Pro+</td>
          <td>$39/month</td>
      </tr>
      <tr>
          <td>Business</td>
          <td>$19/user/month</td>
      </tr>
      <tr>
          <td>Enterprise</td>
          <td>$39/user/month</td>
      </tr>
  </tbody>
</table>
<p>This pricing stability suggests GitHub is using usage-based billing to more equitably distribute computational resources, rather than as a pretext for price increases.</p>
<h2 id="industry-context">Industry Context</h2>
<p>GitHub Copilot is one of the world&rsquo;s most widely adopted AI programming assistants, with millions of developer users. The billing shift reflects a broader industry trend: as large language model inference costs remain high, AI service providers are transitioning from flat-rate subscriptions to more granular usage-based pricing.</p>
<p>Several AI service providers have already adopted similar credit-based or consumption-based pricing models. Analysts expect this move could trigger a ripple effect, accelerating the evolution of billing models across the AI developer tools industry.</p>
<p><em>Source: <a href="https://www.solidot.org/story?sid=84168">Solidot Report</a></em></p>
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      <category domain="category">ai-tech</category>
      <category domain="tag">GitHub</category><category domain="tag">Copilot</category><category domain="tag">AI Programming</category><category domain="tag">Microsoft</category><category domain="tag">Pricing</category>
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