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    <title>LensUp.ai</title>
    <link>https://lensup.ai</link>
    <description>Sharp angles on AI signals.</description>
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      <title>Should AI Models Be Restricted in Bio and Cyber? The Real Debate</title>
      <link>https://lensup.ai/articles/should-ai-models-be-restricted-in-bio-and-cyber-the-real-debate/</link>
      <guid>https://lensup.ai/articles/should-ai-models-be-restricted-in-bio-and-cyber-the-real-debate/</guid>
      <description>Too much AI safety communication becomes theater when it isn&apos;t tied to measurable uplift. Bio and cyber are the two places where the restrictions might...</description>
      <pubDate>2026-07-06 22:55:24</pubDate>
    </item>
    <item>
      <title>The Six-Month Rule: Why Capital Can&apos;t Save a Compute Company Fast</title>
      <link>https://lensup.ai/articles/the-six-month-rule-why-capital-can-t-save-a-compute-company-fast/</link>
      <guid>https://lensup.ai/articles/the-six-month-rule-why-capital-can-t-save-a-compute-company-fast/</guid>
      <description>This is for people running or building AI compute infrastructure against a better-funded incumbent — a mid-tier GPU operator or neocloud staring at a...</description>
      <pubDate>2026-07-06 22:45:16</pubDate>
    </item>
    <item>
      <title>The AI Bottleneck Isn&apos;t Power. It&apos;s Deliverability.</title>
      <link>https://lensup.ai/articles/the-ai-bottleneck-isn-t-power-it-s-deliverability/</link>
      <guid>https://lensup.ai/articles/the-ai-bottleneck-isn-t-power-it-s-deliverability/</guid>
      <description>Here&apos;s the short version. Power is not the thing that stops you from building an AI cluster today — chips and advanced packaging usually do that. But power...</description>
      <pubDate>2026-07-06 22:27:52</pubDate>
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    <item>
      <title>How to Read OpenAI and Anthropic&apos;s ARR (Without Getting Fooled)</title>
      <link>https://lensup.ai/articles/how-to-read-openai-and-anthropic-s-arr-without-getting-fooled/</link>
      <guid>https://lensup.ai/articles/how-to-read-openai-and-anthropic-s-arr-without-getting-fooled/</guid>
      <description>When you read that OpenAI or Anthropic is at some large &quot;ARR&quot; figure, the number is almost always last month&apos;s billings multiplied by twelve. That&apos;s...</description>
      <pubDate>2026-07-06 22:15:20</pubDate>
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    <item>
      <title>Analysis Leads, Building Never Stops: The Post-Launch Loop for AI Agents</title>
      <link>https://lensup.ai/articles/analysis-leads-building-never-stops-the-post-launch-loop-for-ai-agents/</link>
      <guid>https://lensup.ai/articles/analysis-leads-building-never-stops-the-post-launch-loop-for-ai-agents/</guid>
      <description>Once an AI agent is in production, the center of gravity shifts. Most teams start by building — prompts, tools, retrieval — and expect to keep building. A...</description>
      <pubDate>2026-07-06 21:55:53</pubDate>
    </item>
    <item>
      <title>Agency = Mandate × Harness × Taste: A Method, Not a Mood</title>
      <link>https://lensup.ai/articles/agency-mandate-harness-taste-a-method-not-a-mood/</link>
      <guid>https://lensup.ai/articles/agency-mandate-harness-taste-a-method-not-a-mood/</guid>
      <description>When coding gets cheap, the advice &quot;be more ambitious, have more agency&quot; starts showing up everywhere. It&apos;s a mood, not a method. Here&apos;s the method. The...</description>
      <pubDate>2026-07-06 21:43:13</pubDate>
    </item>
    <item>
      <title>What Is a Forward-Deployed Engineer? The Enterprise AI Delivery Model, Explained</title>
      <link>https://lensup.ai/articles/what-is-a-forward-deployed-engineer-the-enterprise-ai-delivery-model-explained/</link>
      <guid>https://lensup.ai/articles/what-is-a-forward-deployed-engineer-the-enterprise-ai-delivery-model-explained/</guid>
      <description>A forward-deployed engineer, or FDE, is an engineer the AI vendor sends into your company to get their agent working against your real data and your real...</description>
      <pubDate>2026-07-06 21:31:19</pubDate>
    </item>
    <item>
      <title>Implementation Is Cheap Now — Taste Is the New Bottleneck</title>
      <link>https://lensup.ai/articles/implementation-is-cheap-now-taste-is-the-new-bottleneck/</link>
      <guid>https://lensup.ai/articles/implementation-is-cheap-now-taste-is-the-new-bottleneck/</guid>
      <description>The honest one-sentence version Let&apos;s start with the version of the claim that survives contact with a real codebase: AI didn&apos;t make implementation cheap....</description>
      <pubDate>2026-07-06 21:15:44</pubDate>
    </item>
    <item>
      <title>Why Your Software Engineering Instincts Break AI Evals</title>
      <link>https://lensup.ai/articles/why-your-software-engineering-instincts-break-ai-evals/</link>
      <guid>https://lensup.ai/articles/why-your-software-engineering-instincts-break-ai-evals/</guid>
      <description>If your AI evals keep failing, the cause is probably not your prompt or your model. It&apos;s that you&apos;re writing them like a software engineer, and that...</description>
      <pubDate>2026-07-06 21:04:23</pubDate>
    </item>
    <item>
      <title>Does TDD Still Matter With AI Coding Agents? Yes — But Not How You Think</title>
      <link>https://lensup.ai/articles/does-tdd-still-matter-with-ai-coding-agents-yes-but-not-how-you-think/</link>
      <guid>https://lensup.ai/articles/does-tdd-still-matter-with-ai-coding-agents-yes-but-not-how-you-think/</guid>
      <description>The short answer Test-driven development is more useful in the age of AI coding agents than it was before. But almost everyone gives the wrong reason. The...</description>
      <pubDate>2026-07-06 20:49:31</pubDate>
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