Model Support in a VLM Serving Stack Is Not a Checkbox - It Is a Six-Layer Systems Contract
Why real multimodal model support is a six-layer serving-stack contract, from API extraction to decoder reentry.
I work in AI engineering, and this personal website is where I share my journey—designing systems, serving models, optimizing performance, and everything in between. Along the way, I'll also share the lessons learned, including the mistakes that shaped my growth.
Check my blogs and projects below!
Why real multimodal model support is a six-layer serving-stack contract, from API extraction to decoder reentry.
How I designed, implemented, and hardened a cost-efficient RAG chatbot for my personal site with citations, streaming, and build-time indexing.
How gathering your information in one place transforms AI from a generic assistant into your personal superpower.