Writing
Knowledge & Insights
I write about AI engineering, practical RAG, fine-tuning, and what I learn building real systems.
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RAG
AI Agents
Fine-Tuning
Multimodal AI
· 8 min read
What I learned building Multimodal Search from scratch
It wasn’t as clean as the papers made it sound. Here’s what actually happened — the wins, the failures, and the real lessons.
Fine-Tuning
· 6 min read
Fine-tuning Llama 3.2 without expensive GPUs
A practical guide to doing more with less. Because most of us don’t have a server room full of H100s.