I'm the person behind LeepCast — writing and filming about AI, software, and the craft of building. Here to cut through the noise and share the signal.

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Dhileep Kumar

hi, i'm
dhileep.

LeepCast — est. 2026

The longer version

I've spent years building production software — full-stack systems, backend services, and lately the messy, fascinating edge where machine learning meets real hardware. I hold a master's in Data Science & AI, but most of what I know came from shipping things that had to actually work, not just demo well.

LeepCast is where I write and film about that work. The tech world runs on hype cycles and recycled press releases; this site is my attempt at the opposite. Every deep-dive here is something I've thought through, built, or broken myself — RAG pipelines that survive production, running LLMs on your own hardware, fine-tuning small models, the architecture decisions nobody warns you about until they bite. No filler, no SEO sludge, no “10 AI tools that will change your life.”

A lot of it traces back to Chinnu, my Telugu-speaking robot dog — three neural networks running offline on a Raspberry Pi 5 CPU, no GPU, no cloud. Building it taught me more about edge AI, quantization, and working within hard constraints than any course did. That's the throughline of everything here: first-principles understanding, built from scratch, explained the way I'd want it explained to me.

What you'll find on LeepCast

Original deep-dives

On AI and machine learning, software engineering, and hardware — thought through, built, or broken myself.

Hands-on builds

Builds and explainers on the YouTube channel — the messy parts included, not just the demo.

A weekly brief

The stories and ideas that actually matter, for people who build things — not just read about them.

Building things, not just reading about them? That's who this is for.

I read everything.