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
You've built it, Now deploy it. From Cloudflared tunnels to production hardening, this post ties the entire self-hosted AI ecosystem together. Serving engines, chat interface, and code completion.
Explore my latest thoughts and tutorials
What if your chat interface could run LLMs without any server at all? LLMChat supports in-browser inference via WebGPU and WASM using Transformers.js. No backend, no API calls, no data leaving your machine.
Text-only chat is limiting. LLMChat now auto-detects vision models, integrates Tavily web search, and gracefully falls back when things go wrong. Here's how it all works under the hood.
LLMs are smart, but they don't know your documents. I added a RAG pipeline to LLMChat — upload a PDF, chunk it, embed it, and chat with it. Zero external infrastructure.
New models drop on HuggingFace almost daily. LLMChat is a self-hosted ChatML interface — plug in any OpenAI-compatible endpoint, pick a model, and start chatting. No data leaves your infrastructure.
A comprehensive guide to common 3D printing failures. Learn how to identify, diagnose, and fix issues like spaghetti, stringing, zits, and warping.
Build a Python pipeline that monitors your webcam feed using YOLOv26, detects print failures in real-time, and can stop your printer automatically before a failure wastes hours of filament.
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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