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Experience

Roles, outcomes and invited talks.

Full-time roles, internships and two invited university talks.

01 — Work

Where I've worked.

Jul 2025 — Present Chennai (Remote) Full-time
Current

Applied AI Engineer

Samco Securities Limited

Building and operating production AI systems for a fintech brokerage: voice AI, retrieval-augmented generation, LLM infrastructure, MCP tooling and multi-agent automation.

Impact

  • Voice AI: real-time speech-to-text → LLM → text-to-speech agents and speech-to-speech workers with selectable providers
  • RAG: multi-tenant document Q&A with hybrid search, reranking and answer verification
  • LLM infrastructure: OpenAI-compatible gateway across 10+ providers with cost control, health checks and fallback
  • MCP tooling: turning GraphQL, OpenAPI and SQL schemas into agent tools and publishing them as secured servers
Python
FastAPI
LiveKit
Qdrant
LiteLLM
MCP
Docker
Kubernetes
Aug 2024 — Nov 2024 Remote Full-time

Full-Stack Developer

DigitalFortress Private Limited

Built responsive admin dashboards and real-time data integrations for enterprise clients.

Impact

  • Shipped Next.js + Tailwind admin dashboard — reduced workflow complexity by 30%
  • Modular Redux state management improved app perf and code maintainability
  • Real-time data APIs enabled 25% faster decision-making for team leads
  • WebSocket + strategic lazy-loading cut frontend render time significantly
Next.js
Redux
WebSocket
Tailwind
Jan 2024 — Mar 2024 Hybrid Internship

Frontend Developer — Intern

VTBIF Incubation Center

Designed and optimized frontend web applications, enhancing user engagement and API performance.

Impact

  • React landing page cut mobile bounce rate by 20%
  • Node.js + Express optimization boosted API response time by 40%
  • REST API wiring sped up page loads by 35%
  • UI/UX redesign drove 15% increase in user engagement and retention
React
Node.js
Express
REST
Aug 2023 — Nov 2023 Remote Training & Project

AI & ML Externship

SmartBridge × Google Developers

Three-month externship in Artificial Intelligence and Machine Learning, powered by Google Developers (Cert ID: Ext-AIML-2023-73316).

Impact

  • Delivered AI/ML projects on real-world datasets
  • Applied supervised + unsupervised techniques to production-style problems
  • Collaborated with peers on AI-driven solutions
Python
Scikit-learn
Pandas
ML

02 — Speaking

Guest lectures.

Two invited talks at VIT-AP University.

AI – ML and Generative AI Evolution
AI Pre-Summit 2026 — Learn with Experts

AI – ML and Generative AI Evolution

VIT-AP University · TBIF · Institution's Innovation Council

Guest Speaker — AI Engineer, Samco Securities Ltd

14 Feb 2026 · 10 AM Einstein Hall, VIT-AP University Students & faculty

Covered the shift from classical ML pipelines to LLMs, RAG and agentic systems, with examples from production work. Attended by students and faculty.

Generative AI
LLMs & RAG
ML in production
AI career paths
AI in the Real World
5-Day Executive Development Programme (EDP)

AI in the Real World

VIT-AP — Future-Ready Tech & Career Growth in the Digital / Policy-Driven Era 2.0

Resource Person — AI Engineer, Samco Securities Ltd

6–10 April 2026 VIT-AP University EDP cohort — faculty & professionals

A session for the EDP cohort on where AI is creating measurable impact today and what an AI-driven engineering career looks like. Attended by faculty and working professionals.

AI impact today
AI careers
Future-ready tech
Industry mindset

03 — Core stack

Core stack

Agentic AI & LLM

MCPA2ALangGraphLangChainLiteLLMTool callingStructured outputsMulti-agent systemsOpenAIClaudeGemini

RAG & Retrieval

Hybrid search (dense + BM25)RRFLLM rerankingQdrantfastembedChunkingEmbeddingsVector databases
Full skill map on the home page