I am Yogeshwar.

OLT/SDN Test Automation  ·  Platform Engineering  ·  Applied AI

Applied R&D Engineer at Nokia Networks. I drive automated regression for Lightspan OLTs and Altiplano SDN, run the team's operational platform, and ship applied AI across 8 formal initiatives.

Background

Nokia Networks 2024 — Present

Applied R&D Engineer

Test automation, platform engineering, and applied AI — three parallel tracks, all running in production.

17
test suites
48
test cases
440+
reservation cycles
600+
NETCONF device ops
8
AI initiatives
2
patents

Lightspan & Altiplano Test Automation

Owns 17 Robot Framework test suites (48 test cases) running as weekly regression against Lightspan OLTs and Altiplano SDN. Covers the full secure software installation path — EST mTLS, SFTP, and PKI configured certificates — on both simplex and redundant NT hardware. Every failure mode is a named test case; every teardown is deterministic so the next batch starts clean.

Impact: Over 30 defect fixes across 75 changesets. Weekly regression covering releases 2023 through 2026.

Robot Framework Python NETCONF/YANG EST/PKI mTLS

Network Ops Platform

GitHub

Four-module internal platform: Equipment Dashboard (OLT reservations with defined timelines and public Community Wall reminders), Network Control Plane (browser-based NETCONF/ConfD with 4 branches and pre-flight connectivity checks), KnowMore (on-premises Agentic AI), and Lightspan Health (twice-daily infrastructure monitoring).

Impact: 440+ reservation cycles. 600+ NETCONF device operations in six months. ~90% reduction in coordination overhead.

Python Flask Celery Redis NETCONF

Applied AI & AI Initiatives

GitHub

KnowMore — air-gapped Agentic AI platform with domain-specific agents powered by hybrid FAISS + BM25 + RRF retrieval and a local LLaMA 3.1 8B fallback. Zero cloud dependency.

8 AI initiatives shipped in a formal register: AI-SDLC workshop (agentic code generation into production code review), Cursor Agent Skills for test generation, wiki authoring, implementation patches and defect triage, an Efficiency Tracker mining AI session history for management reports, and two Enterprise LLM domain agents.

RAG LLaMA 3.1 8B FAISS MCP Agent Skills
Nokia StrongHer Ally Award — Recognition for technical contributions.
Nokia Networks 2023 — 2024

Automation Test Intern

Developed Robot Framework test suites for Nokia Lightspan OLT (LT and NT) robustness testing. Built solution-level test cases for OLT and SDN environments. Acquired hands-on proficiency with NETCONF device management and automated regression workflows.

Python Robot Framework OLT NETCONF SDN
VIT, Chennai Grad 2024

M.Tech Software Engineering

Integrated B.Tech + M.Tech. Graduated Rank 4 in the department with a CGPA 9.48/10. Two-time VIT Meritorious Award recipient.

Projects

Agentic AI · RAG

KnowMore

GitHub

On-premises Agentic AI platform. Administrators create domain-specific agents grounded in enterprise documentation — citation-backed responses, no hallucination on domain queries, fully air-gapped.

Hybrid retrieval: FAISS + BM25 fused with Reciprocal Rank Fusion (RRF). Local LLaMA 3.1 8B fallback on standard CPU — zero cloud or GPU dependency.

FAISS BM25 RRF LLaMA 3.1 8B Flask
Network Automation · Platform

Network Control Plane

GitHub

Browser-based NETCONF/ConfD console for Lightspan OLTs. Pre-flight TCP and NETCONF connectivity checks before any operation, asynchronous Celery execution, and a full session audit log downloadable after each run.

Impact: 600+ device operations in six months. Eliminated manual CLI dependency for routine OLT management.

Python Flask Celery NETCONF HTMX
Platform · Backend

NodeLock

GitHub

Equipment reservation platform for shared IP-addressable infrastructure. Replaces ad-hoc coordination with a structured booking lifecycle — named owners, defined timelines, and automated SMTP reminders for overdue returns.

Impact: 440+ reservation cycles across 30+ chassis. ~90% reduction in coordination overhead.

Python Flask SQLAlchemy SQLite SMTP

Research

Patent

Smart Wear For Toddlers

Link

Patented a real-time IoT safety solution for toddler tracking with configurable parent controls and network status visibility. Patent ID: 202241031906.

ESP32 IoT Blynk-IoT
Patent

Wearable Device for Detecting Erythromelalgia Attacks

Link

Patented an IoT leg-band wearable that detects and monitors erythromelalgia attacks using machine learning on biometric temperature and RGB colour shifts. Patent ID: 202341078712.

ESP32 IoT ML Decision Tree
IEEE Research

A Cloud-based Grocery Tracker Management System using RFID

Link

Published at ICSCSS 2023. Autonomous IoT inventory system with shelf-life tracking and automated stakeholder alerts. DOI: 10.1109/ICSCSS57650.2023.10169313. Over 120 full-text views.

Google Firebase NodeMCU ESP8266