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Yogesh KumarYK

Yogesh Kumar

AI ML Engineer — Agentic AI — GenAI — AWS

€347/day
Coventry, GB
15+ years

Average response time: 1 hour

About Yogesh

AI Engineer specialising in Agentic AI, LLM orchestration, and production-grade Python (FastAPI) systems. Strong experience designing multi-agent workflows using LangChain and LangGraph, and building Retrieval-Augmented Generation (RAG) pipelines with vector databases.

Proven experience deploying cloud-native AI platforms on AWS using Docker and Kubernetes (EKS), with CI/CD automation via GitHub Actions. Strong focus on reliability, scalability, observability, and production operations.


Brings 25+ years of engineering experience across AI systems, enterprise platforms, and customer-facing production environments, combining hands-on development with operational excellence.
  • English

    Native or bilingual

  • Hindi

    Native or bilingual

Can work on-site
Coventry (up to 50km)

Experience

  • FCL Education Centre
    Agentic AI Engineer - Freelance Developer
    DIGITAL AND IT
    May 2024 - Today (2 years and 1 month)
    Coventry, UK
    Tutor AI Agent — System LangChain — LangGraph — FastAPI — AWS — EKS — Kubernetes — CI/CD

    Architected and implemented a Multi-Agent Tutor AI Ecosystem comprising lesson generation, progress tracking, sentiment analysis, query classification, and response orchestration using LangChain, LangGraph, and FastAPI, backed by Retrieval-Augmented Generation (RAG) pipelines.

    Added basic observability to AI services using Prometheus-style metrics and Grafana dashboards to monitor API performance and resource utilisation in Kubernetes environments.

    Containerised AI application components using Docker and deployed workloads on AWS EKS (Kubernetes). Deployed backend services, vector database (ChromaDB), and Nginx gateway as separate Kubernetes workloads to enable modular scaling and fault isolation. Implemented CI/CD workflows using GitHub Actions to automate Docker image builds and Kubernetes deployments, supporting rapid iteration across development and cloud environments.

    Designed and developed a comprehensive Tuition Franchise management application in Oracle APEX, integrating REST services, JavaScript, CSS, HTML, and PL/SQL. The system encompassed modules for managing parents, students, courses, centres, subjects, accounts, student progress, grades, invoicing, fee processing, and attendance tracking.
    LangChain Python LangGraph LangSmith FastAPI
  • Bynx Europe Ltd
    AI / ML Engineer
    DIGITAL AND IT
    September 2014 - July 2025 (10 years and 10 months)
    Wellesbourne, Warwick CV35, UK
    Fleet AI — Multi-Agent LLM System (2022-2025)
    LangChain — LangGraph — FastAPI — AWS — EKS — Kubernetes — CI/CD

    • Designed and developed a multi-agent AI platform for fleet support automation using LangChain, LangGraph, and FastAPI, enabling ticket classification, root-cause analysis, knowledge retrieval, and summarisation using RAG pipelines.
    • Trained and fine-tuned a DeBERTa-v3-base model using PyTorch for automated ticket classification, preparing the model for integration into the Fleet AI classifier agent to improve routing accuracy and response prioritisation.
    • Implemented application-level observability by exposing FastAPI metrics using Prometheus-compatible endpoints and visualising system health, request latency, and error rates using Grafana dashboards to support production monitoring and troubleshooting.
    • Containerised AI services with Docker and deployed to Amazon EKS (Kubernetes), implementing scalable, fault-tolerant architectures for production workloads.
    • Automated build and deployment pipelines using GitHub Actions, supporting rapid iteration across development and cloud environments.
    Oracle APEX Developer/ Application Support Lead (2014 - 2021)

    • Built and enhanced Oracle APEX applications integrating REST services, PL/SQL, JavaScript, and HTML for large-scale fleet and stock management systems for an Italy-based client.
    • Led 2nd/3rd line support for 200+ users, managing production incidents, GDPR implementations, Cloud Migrations, monitoring, and change deployments with strict SLA compliance.
    Python LangChain LangGraph FastAPI Pytorch
  • Espire Infolabs Ltd
    Software Development / Application Support
    DIGITAL AND IT
    June 2009 - August 2014 (5 years and 2 months)
    London, UK
    • Developed and enhanced Bynx Fleet platform features for European clients using Oracle Forms and PL/SQL, while providing production support and incident resolution for BT Fleet Group.
    • Designed and maintained BI Publisher reports (data models, templates, bursting, scheduling, error handling) to support operational and financial reporting.
    Oracle Apex Oracle Forms Oracle Reports PL/SQL

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Education

  • M.Sc in Computer Science
    Kurukshetra University
    1999
    Masters in Computer Science
  • Diploma in Computer Application
    Kurukshetra University
    1998
    1 Year Diploma in computer application

Certifications

Skill set

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