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    <description>Articles on AI agent engineering, workflow automation, and production AI systems from Flowrest Labs.</description>
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      <title>10 Questions to Ask Before Hiring an AI Development Agency</title>
      <link>https://www.flowrestlabs.com/blog/questions-to-ask-before-hiring-ai-development-agency</link>
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      <description>A practical checklist for vetting AI development agencies — from code ownership and hallucination handling to timelines and integration scope — before you sign a contract.</description>
      <category>Guides</category>
      <pubDate>Mon, 08 Dec 2025 00:00:00 GMT</pubDate>
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      <title>How to Prevent AI Hallucinations in Production Systems</title>
      <link>https://www.flowrestlabs.com/blog/how-to-prevent-ai-hallucinations-production-systems</link>
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      <description>Hallucination is the single biggest reason businesses distrust AI automation. Here&apos;s the concrete engineering approach we use to keep AI systems reliable in production.</description>
      <category>Engineering</category>
      <pubDate>Mon, 01 Dec 2025 00:00:00 GMT</pubDate>
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      <title>AI Workflow Automation vs. Traditional RPA: What&apos;s the Actual Difference?</title>
      <link>https://www.flowrestlabs.com/blog/ai-workflow-automation-vs-traditional-rpa</link>
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      <description>RPA and AI-driven workflow automation solve different problems. Here&apos;s a clear technical comparison, and how to decide which one your business process actually needs.</description>
      <category>Automation</category>
      <pubDate>Mon, 24 Nov 2025 00:00:00 GMT</pubDate>
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      <title>AI-Powered Document &amp; Receipt Processing: How OCR + LLMs Actually Work Together</title>
      <link>https://www.flowrestlabs.com/blog/ai-document-receipt-processing-ocr-llm</link>
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      <description>How modern document automation combines OCR with large language models to extract structured data from invoices, receipts, and PDFs — and where each technology&apos;s limits are.</description>
      <category>Automation</category>
      <pubDate>Mon, 17 Nov 2025 00:00:00 GMT</pubDate>
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      <title>Why Off-the-Shelf AI Tools Fail at Scale (And What to Build Instead)</title>
      <link>https://www.flowrestlabs.com/blog/why-off-the-shelf-ai-tools-fail-at-scale</link>
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      <description>Off-the-shelf AI and no-code automation tools get you a demo fast — then break under real business volume and edge cases. Here&apos;s why, and what a production-grade alternative looks like.</description>
      <category>Strategy</category>
      <pubDate>Mon, 10 Nov 2025 00:00:00 GMT</pubDate>
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    <item>
      <title>What Is a Custom AI Agent? A Practical Guide for Business Owners</title>
      <link>https://www.flowrestlabs.com/blog/what-is-a-custom-ai-agent</link>
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      <description>A plain-English breakdown of what AI agents actually are, how they differ from chatbots and RPA, and when a custom-built agent is worth the investment for your business.</description>
      <category>AI Agents</category>
      <pubDate>Mon, 03 Nov 2025 00:00:00 GMT</pubDate>
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