Building a Full-Stack Knowledge Aggregator with FastAPI, ChromaDB, and Next.js - Part 1
How I built my own Retrieval-Augmented Generation (RAG) knowledge aggregator to stop hunting for answers across a dozen systems.
By the Numbers
A snapshot of my journey in software engineering and the impact I've made
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Years Experience
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Projects Completed
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Technologies Mastered
Technical Expertise
A comprehensive toolkit built through years of hands-on experience in modern software development
Frontend Development
90% proficiency
Backend Architecture
90% proficiency
Cloud Platforms
75% proficiency
DevOps & CI/CD
75% proficiency
System Design
90% proficiency
Performance Optimization
80% proficiency
Web Technologies
95% proficiency
Professional Journey
From distributed trading systems to AI-powered healthcare solutions - a timeline of impactful work and innovative projects
Co-architecting knowledge aggregation tools using Python, LLMs, and RAG systems. Championing Domain-Driven Design principles and leading agile transformation initiatives with story mapping sessions.
Key Achievements
- Knowledge aggregation tool for incident resolution
- Led agile transformation initiatives
- Hosted story mapping sessions
PythonJavaRAG SystemsLLMsDDDTDD
Developed a HIPAA-compliant healthcare application using Java Spring Boot and AWS. Explored LLM integration for patient-facing interactions with secure infrastructure.
Key Achievements
- HIPAA-compliant infrastructure
- LLM integration for healthcare
- Secure AWS deployment
JavaSpring BootAWSHIPAA ComplianceLLMs
Calendly
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