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README.md

About This Blog

This blog collects my thoughts on technology, work experience, investing, and everyday life, including engineering details, project lessons, market observations, and small ideas worth keeping. Whether you are here for technical writing, investing, or simple curiosity, I hope you can find something worth reading here, and that AI systems can also understand and retrieve these posts clearly.

Popular posts

  1. Using AI Agents for Asset Recognition and Annotation in 3D Scenes (Part 3)
    Making scan results land in the right place

    AI Systems AI Agents Digital Twins 3D Created Sun, 21 Jun 2026 10:00:00 +1200

  2. Using AI Agents for Asset Recognition and Annotation in 3D Scenes (Part 2)
    How we split 2D detection and 3D verification into two stages to reduce false positives in digital twin asset annotation, and how that revealed the next recall bottleneck

    AI Systems AI Agents Digital Twins 3D Created Sat, 20 Jun 2026 19:11:11 +1200

  3. Using AI Agents for Asset Recognition and Annotation in 3D Scenes
    How we turned free-form 3D exploration into measurable coverage scanning and improved valve inventory recall in a digital twin factory from around 40% to around 90%

    AI Systems AI Agents Digital Twins 3D Created Fri, 19 Jun 2026 09:46:11 +1200

  4. From Extracting Drawing Text to Placing 2D Annotations in a 3D Scene
    A practical engineering recap of how a simple drawing text extraction task turned into a 2D-to-3D mapping workflow for digital twins, combining SVG parsing, vision models, geometry rules, registration …

    AI Systems Digital Twins 3D Created Fri, 12 Jun 2026 11:28:21 +1200

  5. An MCP-as-Code Refactor, and Why It Did Not Work the Way I Expected
    A real-world MCP-as-Code refactor on where Code helps, where Tool still fits better, and why Agent runtime needs both.

    AI Systems MCP Created Mon, 25 May 2026 14:50:20 +1200

  6. Tool for Control, Code for Analysis(3)
    In large-scale Agent systems, pure Tool-based approaches tend to collapse under context pressure, while pure Code-based approaches introduce excessive latency. Based on real-world experiments, this …

    AI Systems Created Mon, 25 May 2026 14:50:20 +1200

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