NOKIA SOLUTIONS NETWORK Current
Intern — 5G Core Network Simulation
September 2026 – Present · CNSIM · Bengaluru, India
Part of Nokia's CNSIM team, analyzing 3GPP-aligned 5G SA Core procedures across AMF and LMF, examining NG setup, registration, PDU session and positioning flows through simulator code and signaling logs. Configured Linux build toolchains to compile simulator components across AMF, UPF and LMF services, enabling remote development on team infrastructure. Delivered production code contributions to the LMF simulator by engineering generalized measurement-abort handling, updating and debugging Python integration test suites until the full targeted suite passed. Driving patchsets through Gerrit peer reviews, validating changes with CI regression testing, and currently implementing LMF measurement-amount functionality with expanded automated test plans.
5G SA Core
AMF & LMF Call Flows
LMF Features
Measurement Abort & Amount
Build Toolchain
Linux & NF Binaries
Test Automation
Python Integration Tests
Peer Review
Gerrit Patchset Iterations
Validation
Regression Suites & Logs
5G SA
CNSIM
AMF
LMF
UPF
gNB
3GPP
NAS / NGAP
Python
Linux
Git
Gerrit
Integration Testing
Regression Testing
Contributed to an enterprise AI security platform and recruitment systems. Engineered an AI governance layer using FastAPI and Open Policy Agent (OPA), enforcing policies across nine REST endpoints with 25+ threat detection patterns, and designed observability across eight containerized services using OpenTelemetry, Prometheus, Grafana, Elasticsearch and Kibana.
Developed recruitment backends and asynchronous email workflows using FastAPI, PostgreSQL, Redis and ARQ. Engineered asynchronous AWS Bedrock pipelines for Role, Student and Company DNA profiling with structured outputs, evidence tracking, company insights and evidence-validated Smart Pools clustering.
AI Governance
OPA & 25+ Threat Rules
Telemetry
OpenTelemetry & ELK
Async Workflows
Redis, ARQ & PostgreSQL
AWS Bedrock
DNA Profiling Pipelines
Backend APIs
RBAC & Audit Workflows
Smart Pools
Candidate Clustering
Python
FastAPI
PostgreSQL
Redis
ARQ
AWS Bedrock
OPA
OpenTelemetry
Prometheus
Grafana
Elasticsearch
Kibana
Docker
AI Governance
RBAC
Architected Encrypti-V backend services using Node.js, TypeScript and PostgreSQL, supporting 23 documented mail and chat API endpoints with batch retrieval of 100 records per request. Built and deployed the company website using Next.js 16, implementing responsive user interfaces while optimizing rendering, asset delivery and code splitting.
Implemented client-side zero-knowledge encrypted file sharing using AES-256-GCM and post-quantum ML-KEM-1024. Engineered 1 MB chunked processing and Origin Private File System (OPFS) streaming for memory-efficient large file transfers directly in the browser, eliminating memory bottlenecks and securing end-to-end data pipelines.
Backend APIs
23 Mail & Chat Endpoints
Batch Querying
100 Records / Request
Cryptography
AES-256-GCM & ML-KEM
Streaming
1 MB OPFS Chunking
Next.js 16
Modern Web Platform
Performance
Asset & Code Splitting
Next.js 16
React
TypeScript
Node.js
Express
PostgreSQL
REST APIs
AES-256-GCM
ML-KEM-1024
OPFS
Cryptography
Tailwind CSS
Lighthouse
