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✨ Unlocking possibilities with GenAI
πŸ’­
✨ Unlocking possibilities with GenAI

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arbitrarybytes/README.md

Vaibhav Sharma

Principal AI Architect Β· Agentic Commerce Β· Azure OpenAI Β· OpenAI GPT OSS Β· MCP/ACP Β· .NET Β· Python

LinkedIn Location


🧠 About Me

"I close the gap between frontier AI capabilities and enterprise production reality."

I am a Senior Principal AI Architect with 18+ years of enterprise cloud-native engineering and 4+ years delivering production grade GenAI and Agentic systems at scale. I led the architecture and delivery of a GPT-3.5 powered Shop Virtual Assistant on Dell.com that drove $4.9M in incremental revenue at launch β€” one of the few engineers to have taken a multi-agent, MCP-driven agentic commerce vision from whiteboard to production.

I operate at the intersection of:

  • Platform engineering (Azure, .NET 8/10, microservices, event-driven architecture, semantic search)
  • GenAI orchestration (RAG, intent routing, guardrails, prompt versioning, evals)
  • Agentic systems (MCP/ACP protocol design, multi-agent coordination, LangGraph, Microsoft Agent Framework, Semantic Kernel)
  • Ecommerce domain (product discovery, conversational commerce, catalog intelligence)

I have mentored 55+ engineers across onshore and offshore teams on AI, .NET, and Agile delivery.


πŸ† What I Have Shipped (In Production)

πŸ’° $4.9M incremental revenue β†’ GPT-4o Shop Virtual Assistant on Dell.com

πŸ“ˆ 32% improvement β†’ AI-driven customer interaction quality

😊 85% CSAT β†’ Conversational commerce experience

⚑ 40% response time drop β†’ High-availability MFE chat architecture

βœ… 99.9% uptime β†’ Peak sales events (Black Friday, Cyber Monday Door busters)

πŸ›‘οΈ 100% compliance adherence β†’ Enterprise compliance + metrics dashboard

πŸ”Ž 20+ data sources β†’ "Clarity" executive reporting platform


πŸ”¬ Current Focus

πŸš€ Agentic Commerce Architecture (MCP + ACP protocol-driven multi-agent systems)

βš™οΈ LangGraph stateful agents for multi-turn ecommerce conversations and micro moments across experiences

🎚️ GenAI evaluation harnesses (LangFuse, LangSmith)

πŸ”’ Responsible AI: guardrails, content safety, audit trails, compliance and OTEL


πŸ‘‰ The best architecture is the one that ships, performs in production, and generates measurable value. πŸ‘ˆ

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