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Bridging enterprise-scale data platforms and production-grade GenAI systems — from MLOps governance to agentic AI orchestration. Cut payment SLA 15d → 3d, own a £3.5B AI forecasting platform, and ship open-source AI tooling. Open-source contributor, published author, and AI educator with a decade plus of community work alongside corporate career.
Most engineers are either enterprise-only or GenAI-only. I sit at the intersection — ~1.5 decades owning scalable data platforms, MLOps governance frameworks, and production pipelines, while simultaneously building agentic AI systems, intelligent orchestration frameworks, and LLM-powered engineering workflows.
At Tesco, I architect a £3.5B commodity AI platform and pioneered a persona-based agentic engineering framework — one of the earliest enterprise implementations of role-based AI agents in production data engineering. At Paytm, I led a 14-member team and drove transformative metrics: payment SLA from 15 days → 3 days, attrition cut by 40%.
Parallel to my corporate career, I've been an AI educator for 10+ years, a published author, open-source contributor, and content creator — building community while building systems.
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After leading a 14-engineer org at Paytm, chose a deep individual-contributor architect track — to design and own AI platforms hands-on rather than manage at a distance.
End-to-end architecture ownership of an AI-driven commodity forecasting platform supporting a £3.5B procurement domain, spanning MLOps governance, platform engineering, and AI-augmented engineering enablement.
Production AI tooling, open-source frameworks, and stealth initiatives.
QUERY method (RFC 10008) with body-aware caching — safe, idempotent reads that carry complex payloads without URL-length limits or POST's caching side effects. Express, Fastify and raw http adapters, an isomorphic client with auto-retry, and RFC-compliant cache keying that never yields false hits.Recent Substack and Medium posts rendered directly on this page for a smoother reading path. Front-page links to both platforms remain available.
Read every post on the blog — canonical home for all essays, also on Substack & Medium.
A decade of parallel work — educating, writing, speaking, and building community alongside the corporate career.
Verbatim LinkedIn recommendations from managers, direct reports, and peers across Paytm, JPMorgan Chase, Walmart, and Impetus.
Open to senior AI/Data architecture roles, advisory conversations, speaking engagements, and collaboration on open-source AI projects.