Initializing Architecture
About / Career Narrative

I build AI systems that survive contact with users.

I am Somay Kousis, an AI engineer focused on agentic systems, retrieval workflows, and product-grade implementation. My strongest work sits where model behavior, state design, and user experience have to agree.

How I work

I start from the user problem, make the system inspectable, and avoid hiding weak evidence behind big language.

What I build

Agentic workflows, RAG flows, semantic matching, and deployment-ready product systems.

Current state

Available for AI/ML engineering opportunities and continuing to build applied AI systems in public.

Role fit

Where I make sense.

01

Applied AI engineering roles where agentic workflows, retrieval, and product implementation overlap.

02

Teams that need someone comfortable moving from messy context or vague product intent into a working system.

03

Early-stage environments where modeling judgment, interface clarity, and shipping discipline all matter.

Agentic AI

LangGraphAgentic SystemsMCPHITLState Schema ConstraintsOllama

Applied AI / RAG

CRAG / SRAGJina RerankerHybrid SearchVector Search (Pinecone/Chroma)Memory SystemsDSPy Evaluation

Product Systems

FastAPINext.js 15 / React 19Multi-Container DockerSupabase & RenderExpress / NodeAPI Design

For the quickest evaluation, review the project case studies first, then cross-check the linked repositories.

somaykaush@gmail.com