Experience & Expertise
Professional journey, enterprise innovations, and deep technical capabilities.
Assistant Manager & Lead Architect
Collective RCM (Pvt) Ltd · 2019 – Present
Enterprise Architecture & Digital Transformation
- Principal Architect of the Collective Intranet System: Engineered a secure, hybrid SQL/NoSQL platform (Flask, PostgreSQL, MongoDB GridFS) centralizing all enterprise workflows.
- Implemented a high-security framework featuring 2FA, company email validation, Redis-based rate limiting, and account lock logic.
- Designed a complex training-and-progression engine with timed assessments, automated scoring, and administrative approval gates.
- Managed end-to-end CI/CD pipelines via GitHub Actions with deployment to Azure Web Apps.
Strategic Leadership & Operational Impact
- Lead multi-functional teams in healthcare Revenue Cycle Management (RCM), optimizing Billing, Posting, and Denial Management workflows.
- Architected real-time performance analytics dashboards, reducing manual audit effort by over 40% and improving KPI visibility.
- Mentored and trained staff on technical and operational workflows, ensuring a 95% pass rate in internal certification programs.
Independent Full Stack & AI Developer
Technical Project Portfolio · Ongoing
Cutting-Edge AI & System Innovation
- CodeX: Built an Architecture Intelligence Engine using Gemini 3.1 Pro and a custom GraphEngine for automatic repository mapping and 'Wiki-grade' documentation.
- RevOps AI: Developed a B2B SaaS for healthcare revenue auditing using an Autonomous Agent Architecture (CEO, Eng, ML 'Pods') and Scikit-learn forecasting.
- CareerForge AI 3.0: Architected a multi-agent career OS featuring low-latency voice AI (Gemini 3.1 Flash Live API) and real-time market grounding.
- ReviewRadar AI: Engineered an ETL pipeline for ~7M+ reviews, implementing ensemble ML (XGBoost/RF) for sentiment intelligence with R² optimized models.
Scientific Research & Critical Systems
- RCM Predictive Analytics: Published research achieving R² > 0.90 in healthcare payment forecasting using Random Forest and Neural Networks.
- Disaster Management: Developed a Laravel-based flood mitigation system for Sri Lanka with integrated SMS gateways for mass geo-fenced alerting.
Technical Skills
AI & Machine Learning
- Gemini 3.1 (Pro/Flash/Live API)
- Scikit-learn (RF, XGBoost)
- Neural Networks
- NLP (spaCy, VADER)
- Prompt Engineering
- Multi-Agent Systems
Full Stack & Backend
- Python (Flask, FastAPI)
- TypeScript / React 19
- PostgreSQL (SQLAlchemy)
- MongoDB (GridFS)
- Redis
- PHP / Laravel
Cloud & Infrastructure
- Azure Web Apps
- Google Cloud Platform (GCP)
- Docker / Compose
- GitHub Actions (CI/CD)
- Git / Version Control
Data & Visualization
- Power BI
- Mermaid.js (Architecture-as-code)
- Plotly / Recharts
- Streamlit
- Pandas / NumPy