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    <description>Technical insights on software engineering, IoT hardware, AI model training, and the intersection of all three — by the team at Manthrix Industries.</description>
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    <copyright>© 2026 Manthrix Industries Private Limited</copyright>
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      <title>IP ownership in tech contracts: what Indian founders need to know</title>
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      <description>Who owns the code, the hardware design, and the trained model when you hire an agency? A practical guide to intellectual property clauses in Indian tech contracts.</description>
      <pubDate>Sun, 29 Jun 2026 00:00:00 +0530</pubDate>
      <dc:creator>Arsalan Ahmad</dc:creator>
      <category>Legal</category>
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      <title>Drone development in India: regulations, components, and what actually slows teams down</title>
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      <description>A practical look at building drones for the Indian market — DGCA compliance, component sourcing, and the engineering trade-offs that determine flight time and payload.</description>
      <pubDate>Wed, 25 Jun 2026 00:00:00 +0530</pubDate>
      <dc:creator>Vishal Minz</dc:creator>
      <category>IoT &amp; Hardware</category>
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      <title>Computer vision in manufacturing: where it actually pays for itself</title>
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      <description>Defect detection, quality control, and process monitoring — a realistic look at where computer vision delivers measurable ROI in manufacturing, and where it doesn't yet.</description>
      <pubDate>Sun, 22 Jun 2026 00:00:00 +0530</pubDate>
      <dc:creator>Aman Anuragi</dc:creator>
      <category>Artificial Intelligence</category>
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      <title>How to scope and deliver a deep tech project without overrunning budget</title>
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      <description>A practical guide to scoping and delivering complex software, hardware, and AI projects on time and within budget — from first brief to final handover.</description>
      <pubDate>Thu, 19 Jun 2026 00:00:00 +0530</pubDate>
      <dc:creator>Prince Shukla</dc:creator>
      <category>Project Management</category>
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      <title>How to fine-tune an LLM for a specific business domain</title>
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      <description>Fine-tuning a large language model is not as complex as it sounds — if you understand the right approach. A practical guide from dataset preparation to deployment.</description>
      <pubDate>Mon, 16 Jun 2026 00:00:00 +0530</pubDate>
      <dc:creator>Aman Anuragi</dc:creator>
      <category>Artificial Intelligence</category>
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      <title>Edge AI vs cloud AI: which is right for your product?</title>
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      <description>A practical framework for deciding where your AI inference should run — and why the answer is almost never obvious.</description>
      <pubDate>Fri, 12 Jun 2026 00:00:00 +0530</pubDate>
      <dc:creator>Vishal Minz</dc:creator>
      <category>Artificial Intelligence</category>
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      <title>PCB design mistakes that kill IoT product launches</title>
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      <description>The five most common PCB design errors in IoT products — and exactly how to avoid them before your first prototype spin.</description>
      <pubDate>Mon, 08 Jun 2026 00:00:00 +0530</pubDate>
      <dc:creator>Vishal Minz</dc:creator>
      <category>IoT &amp; Hardware</category>
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      <title>How to prototype an IoT product in India: a step-by-step guide</title>
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      <description>From concept to working prototype — a step-by-step guide to IoT product development in India, covering component sourcing, PCB design, firmware, and testing.</description>
      <pubDate>Thu, 04 Jun 2026 00:00:00 +0530</pubDate>
      <dc:creator>Vishal Minz</dc:creator>
      <category>IoT &amp; Hardware</category>
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