• Pipeline vs orchestrate workflow

    Completion of a project requires multiple SME, in the form of individual or group, to each handle a piece of it. But AI is the best SME, it made me rethink how I should recruit. I think the future of work is about how minimize cost and efficiently link the task-specific LMs. First competitive factor…


  • AI, how much is this job worth?

    It’s difficult to know the value of the work that one does. It’s especially true when working as a part of a bigger project. With LLM, I found a way have a better visibility of the end goal: Act as an expert consultant in the field of_____. Base on your memory of my project _____,…


  • Revisit metadata

    My first encounter with metadata was 2021, during the pandemic and the rise of CNN in SoC that performed much more efficient than machine learning. In short, the metadata in video surveillance focused on people and vehicle (often called ‘objects’): detecting and not detecting, the path, the appearance color, facial attribute, etc. All in all,…


  • SharePoint per-location view alternative

    Database structure doesn’t have to be the UX. When Jennifer called, during pilot, about the flat view list of network cameras too long to navigate. It’s a valid point. The problem was it only applied to ONE layer 2 folder, it’s an outlier so changing the default view effect all the other folders. There seem…


  • T shape analysis

    This discussion came up toward the end of a 6 hour dinner with my friend. Everyone’s skillset broadens with AI, how do I position myself in the market? Then I heard T shape analysis on Diary of A CEO, episode with Kevin Hart. Broad understanding of knowledge and a deep expertise So I did an…


  • Start from the least scary one

    From loc 93 of War of Art highlight: Remember our rule of thumb: The more scared we are of a work or calling, the more sure we can be that we have to do it. That being the direction, the execution reminds me of Dave Ramsey’s debt snowball method. Start with the least effort or…


  • The heroic SKIP button

    If I press the button, it will be heroic. The world will not celebrate me, but I will celebrate myself mentally. I’ll give myself an hustle badge and it will greatly boost my ego. I will tank earlier too, not likely to have enough for the afternoon in this new schedule (URL). So rest is…


  • Not finish a book

    Two books I did not finish recently and the reason. Why do I feel obligated to finish a book? But a book is an idea, and idea doesn’t always translate for everyone. At 35, I think there’s no guilt in that; although at times I imagine myself to have to like it.


  • No clear instruction? Make a call

    Both jobs shared one thing similar: a direction to head to, but lack of clear milestones. At least not given to me. What I learned is to make call on my own KPI, on what I think the organization needs and how I will implement this. If no one tells me to stop, then I…


  • Saving up for

    10th grade, I saved up THB 3,000 for my first Nike basketball shoes. At 30, I start to see people save up 20% for their home down payment. Once we start to make a paycheck or receive our credit card, that stopped. Everything seemed so easy now. The wait is gone. So was happiness. It…