Hey, I'm Kukil. This is my journal - a running log of the things I'm building, breaking, and occasionally understanding.
If you like watching someone figure things out in real time, stick around. New posts whenever something interestingexplodes(literally or figuratively).
AI/ML
Robotics
Microcontrollers
Automation
3D Printing
An in-depth analysis of the Gemma 4 model family, exploring its new encoder-free architecture, native tool calling, and local deployment requirements.
Explore my latest thoughts and tutorials
OpenCV 5.0 rewrites the DNN engine, pushes ONNX coverage past 80%, runs VLMs natively, and drops the C API. A developer's take on what's real, what's promising, and where the gaps still are.
A deep dive into the architectural shifts, parameter sizes, and deployment challenges of the DeepMind Gemma family from V1 to V4.
A practical catalog of small language and vision models optimized for edge inference.
LiquidAI's LFMs use a hybrid convolution+attention architecture to deliver faster inference and lower memory than pure transformers. Full model catalog, tier-by-tier benchmarks, and ecosystem trade-offs.
A complete guide to the OpenBMB model ecosystem, including MiniCPM, Eurus, and their edge-computing efficiency.
Ditch the SD card shuffle. Build a unified Gradio web dashboard that connects to your Ender 3 V2 Neo via USB, fetches G-code files from the printer's SD card, and runs real-time YOLOv26 print failure detection.
Hi! I'm a passionate developer exploring the intersections of AI/ML, Robotics, Microcontrollers, and Automation.
Through this blog, I share my learnings, experiments, and best practices in these exciting fields.
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