Engineering Philosophy
I'm Lucky Patel, a Founding Engineer at datavruti, building AI-powered products and production systems from architecture through deployment.
I focus on shipping production software that solves genuine operational bottlenecks — taking full ownership of system reliability, data integrity, and end-user impact.
"Own the data. Design for real workflows. Build systems that work in production."
First-Party Data Moats
Rented API wrappers get commoditized quickly. True defensibility comes from domain-specific data pipelines, custom indexing, and proprietary retrieval architectures.
Event-Driven Identity
Careers are continuous event streams rather than static documents. Professionals deserve dynamic, verifiable career timelines backed by evidence over flat resume bullet points.
Full-Stack Ownership
Single-point engineering accountability — taking end-to-end responsibility from database architecture and data pipelines to interface design, deployment, and operational reliability.
Workflow-Scale Agents
Designing autonomous multi-agent systems that solve high-friction operational workflows and complex tasks rather than trivial chat interactions.
How I Build
Understand the problem
Ignore surface requests. Identify real business bottlenecks, data constraints, and user workflow friction before writing a line of code.
Design the system
Architect the relational schema, vector index models, API contracts, and state flow. Build for data isolation, low latency, and zero data leakage.
Ship
Build production-ready code with strict TypeScript, clean Node/Next.js layers, containerized Docker builds, and automated cloud deployments.
Measure
Track parsing precision, TTFT (time to first token), query latency, and user pipeline conversion against real operational workloads.
Iterate
Refine RAG retrieval weights, prompt JSON schemas, and candidate re-rankers using empirical production logs.
Own the outcome
Single-point engineering accountability - taking full ownership from database migrations to user interface and uptime.
Career Timeline
Datavruti
ROLE: Founding EngineerArchitecting and shipping AI-powered platforms end-to-end, including Graph (event-driven professional identity system at mygraph.id) and Estana (multi-tenant AI recruitment ATS at estana.in). Owning full-stack architecture, RAG retrieval pipelines, and production cloud infrastructure.
Impact: Founding engineer across flagship AI & identity platforms.
Silver Touch Technologies
ROLE: Senior Software Developer Engineer (AI/ML)Architected production AI/ML systems, custom RAG retrieval engines, hybrid BM25 and vector search pipelines, LLM prompt engineering chains, and autonomous agent workflows.
Impact: Production AI systems and high-throughput retrieval pipelines.
Silver Touch Technologies
ROLE: Senior Full Stack DeveloperEngineered scalable full-stack web applications and microservices. Designed relational database schemas, REST & GraphQL APIs, and performant user interfaces.
Impact: Scalable full-stack systems and cloud infrastructure.
Silver Touch Technologies
ROLE: React DeveloperBuilt modern, responsive client-side web applications using React and TypeScript. Implemented modular component libraries, state management, and optimized UI performance.
Impact: Production frontend web applications and component systems.
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