15 years shipping production systems
Senior Backend Engineer at Tesco. From training ML models to operating the infrastructure underneath. Currently obsessed with making AI systems work in the real world.
What I build
Training sentence transformer models, integrating LLM APIs, and operating the private cloud infrastructure underneath.
Open source tool achieving 94% token reduction using tree-sitter AST parsing, vector search, and MCP.
PHP, Laravel, Python, cloud infrastructure, and the observability to keep it all running.
Hard-won lessons on deploying AI to production, LLMOps, and agentic architectures at scale.
On stage
Education
2022 – 2024
Certifications
Numerical Methods for Stochastic Differential Equations, IIT Roorkee
Randomized Methods for Approximation & Parameterized Algorithms, IIT Gandhinagar