Upgrading manual blogging workflow into a fully autonomous agentic pipeline, the failures encountered, and the architecture that fixed them.
Explore my latest thoughts and tutorials
An in-depth analysis of the Gemma 4 model family, exploring its new encoder-free architecture, native tool calling, and local deployment requirements.
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.
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 interesting explodes(literally or figuratively).
I work mostly in AI/ML, embedded systems, and robotics. Posts tend to be project notes, experiments, and the occasional writeup when something finally clicks.
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