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    <title>Copilot on Panshi | Infrastructure · Quant Trading · AI Workflows</title>
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      <title>I spent $5,000 on API tokens — here&#39;s what I built with AI</title>
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      <pubDate>Sun, 19 Apr 2026 20:00:00 +0800</pubDate>
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      <description>In one month and $5,000 of API/subscription costs, using Claude Code &#43; Codex &#43; Copilot, I independently built these 18 system categories: quantitative trading, blog growth, monitoring/alerts, backup/disaster recovery, proxy gateway, publishing pipeline, macOS native apps...</description>
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      <description>GitHub Copilot Pro&#43; costs $19 per month, but I spent $80 per month on two accounts. This article breaks down its actual value to help you decide if it&amp;#39;s worth subscribing.</description>
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