When Your Motivation Burns Out as a Frontend Engineer
A reflection on how access to tools and trust impacts frontend engineers growth and motivation, and why organizational gatekeeping can hurt more than it protects.
#frontend#career#growth
Recent Work Highlights
01
Chatbot Admin Portal & RAG Chatbot
POC
Delivered
RAG chatbot achieving 75%+ accuracy, powered by AWS CDK, QuickSight, and Nova Pro.
ReactAWSCDKQuickSightChatbotBedrock AgentRAG
02
Litigation Text Extraction
POC
Delivered
Document extraction with ~90% accuracy across 3 types — newspapers, CEDs, and Gazettes — using Sonnet 4.
LambdaS3TextractBedrock
03
Text Extraction Admin Portal
Go-Live
Production
Scalable React + TypeScript portal with automated CI/CD pipeline and image processing.
ReactTypeScriptCI/CD
04
Redshift Knowledge Base
POC
Delivered
Integrated Redshift as an alternative knowledge base source for the POC chatbot.
RedshiftAWSBedrockLambdaKnowledgeBaseRAG
05
Data Asset Management Portal
Go-Live
Production
Built from scratch with Playwright E2E testing and full VAPT compliance.
ReactPlaywrightVAPT
06
Agronomy Admin Portal
Go-Live
Production
Cross-team delivery featuring postMessage auth POC and hands-on team mentoring.
ReactTypeScriptAuth
07
Healthcare Admin Portal
Go-Live
Production
Refactored codebase to reduce complexity and resolve circular dependencies, ensuring VAPT and SonarQube compliance across cross-functional teams.
ReactSonarQubeVAPTE2E Testing
Certifications
Latest Posts
Vibe Coder Checklist: Front-End Engineer in the AI Era
How to ship production-quality React apps faster by letting AI do the heavy lifting, without losing control of quality.
#react#ai#frontend
From BERT Theory to Real-World RAG
My experience building production chatbots with RAG architecture
#nlp#bert#rag
Understanding the Architecture
A deep dive into BERT architecture exploring the Transformer encoder and multi-head self-attention mechanism
#nlp#bert#transformer
How to Determine Sentiment Polarity for Annotation
A practical guide to labeling sentiment polarity for ML annotation
#nlp#sentiment-analysis#annotation