Cisco Silicon One
July 2026 - PresentAgentic LLMs, RAG, fine-tuning, and production AI infrastructure for silicon engineering.
I’m Vatche, Senior AI Engineer at Cisco Silicon One.

LLM systems. RAG pipelines. Infrastructure.
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Explore GitHubSenior AI Engineer at Cisco Silicon One, building agentic LLM and RAG systems for PD, DFT, and MBIST. My work spans LLM fine-tuning, AI infrastructure, AIOps, and production operations. I bring 8+ years across software, data, and AI engineering, including earlier e-commerce systems serving 24,000+ SKUs and analytics pipelines processing 1M+ records.
LLM & RAG Systems Architect | MLOps & Distributed Inference
The model is one part.
I build the system around it.
Data, training, inference, deployment, monitoring.
Microservices, gRPC, DDD, and cloud infrastructure.
Roadmaps, architecture decisions, and team alignment.
Release cycles, rollback paths, and measurable outcomes.
Systems tied to throughput, cost, speed, and stakeholder autonomy.
From full-stack foundations
to AI engineering leadership.
Agentic AI for silicon engineering
Large-scale iGaming technology company
Large-scale beauty & health e-commerce
AI research and solutions organization
FMCG and retail operations
AI and data tools for e-commerce sellers
Technology and education holding group
Languages and technologies
used to ship the systems above.
Azad University, Central Branch - M.Sc. Computer Science (Bioinformatics)
Azad University, Central Branch - B.Sc. Computer Science
Thoughts on production AI engineering.
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