All Development Log

In 1999, Kevin Ashton worked at P&G. He found that a popular lipstick was often out of stock in stores. The computer system showed it was in stock, but the shelf was empty. At the same time, RFID chips—which were first used for military security—were getting smaller. They were now ready to be used in everyday products. Kevin Ashton had an idea: put tiny RFID chips into the packaging and use readers on shelves to track inventory. To get funding from top managers, he named his

After completing the ROI logic, it was time to put it to the test. I ported my Python environment to Google Colab and uploaded the images of actual gas meters to simulate a real-world scenario. The Workflow: Environment Setup: Adjusting the Python scripts to run seamlessly in the Colab cloud environment. Model Preparation: Training the model (leveraging the logic of MNIST but fine-tuned for meter digits) to recognize the segmented "slices" of numbers. Inference: Feeding t

When dealing with high-resolution meter images, performing ROI (Region of Interest) localization first is key to boosting accuracy and saving scan time. I noticed an interesting feature on most gas meters: the decimal digits on the far right are typically red . In the world of computer vision, this red color acts as a natural "anchor." My Implementation Logic: Downsample First: To simulate a resource-constrained MCU environment, I downsample the image first to save memory.

It’s the same story for expensive industrial or medical equipment. You might have a million-dollar machine that works fine but isn't "smart." Because it can’t connect to the cloud, all that precious data stays stuck on paper, making it a nightmare to track trends or automate your workflow. We are currently developing an AI-powered smart reader specifically designed for traditional analog meters. > This is more than just a sensor; it is the bridge connecting legacy equipment

Previously in Part 1, I talked about how my grow light gave up on me for the second time. Tired of unreliable store-bought lights, I decided to take matters into my own hands. Let’s build one from scratch! Shopping Spree: I grabbed some LEDs, a PWM module, a tiny fan, and a bunch of random hardware. Honestly? Buying the parts separately didn't break the bank at all. Putting it Together: I wired up the LEDs, hooked the PWM module to an STM32 , and let the microcontroller han

For any indoor plant enthusiast, a grow light is a must-have. Beyond keeping plants alive, they’re essential for setting the mood. However, my light recently decided to quit on me... again. More of a Band-Aid than a Cure This light was a budget-friendly find from a few years back. It’s elegant, has a soft output, and was the star of my plant shelf. About half a year ago, it had its first breakdown. Unwilling to let it go, I went full DIY mode—disassembling and soldering it ba