BUILD AI YOU CAN TRUST. BUILD A CAREER YOU CAN EXPLAIN. I am Anup Sahoo, an AI Architect and engineering leader with 15+ years across software, cloud and quality engineering. I design AI systems, write the code behind them and build the evaluations that help teams know when to trust the result. FROM ARCHITECTURE TO PRODUCTION I built OneClickAI, an enterprise platform with 8 production agents across development, API, omnichannel and migration workflows. It brings together LangGraph, FastAPI, RAG and 6 LLM providers. My work includes multi agent orchestration, MCP integrations, retrieval systems, model routing, AI evaluation, guardrails and audit trails. I care about the whole system: what it can do, where it can fail and how people stay in control. EXPERIENCE BEHIND THE ADVICE At Valtech, I lead AI engineering and transformation, connecting architecture, delivery and governance. Earlier, at Insight, I led GenAI solutions across US, UK and Japan business units. Before that, I spent more than 7 years working on Sony PlayStation platform quality through Test Yantra. Selected work includes eliminating 9,000 duplicate test cases through semantic clustering and reducing impact analysis of 400+ code changes from weeks to hours. These are project outcomes, not promises of the same result for every engagement. WHAT YOU CAN WORK ON WITH ME AI career direction grounded in practical engineering. Interview preparation built around your real projects and architecture decisions. LinkedIn profiles and resumes that make your technical experience easier to understand. Conversations about AI architecture, evaluation and responsible adoption. AUTHOR AND PRACTITIONER I wrote AI-Infused Test Automation and publish The Trust Layer, a newsletter about AI evaluation, agent reliability and real adoption. My approach is simple: explain clearly, test the assumptions and measure what matters. START WITH A CONVERSATION Book a free 15 minute discovery call. Bring your goal or challenge. We will identify a practical next step.