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mad-sha/README.md

Hey, I'm Madusha 👋

Operations × Engineering × AI — I build the systems that make things scale.

Email LinkedIn Website


About Me

Engineer by training (B.Eng, Mechanical), operator by instinct (MBA, Finance), builder by obsession.

I spent 7 years at Google designing governance frameworks, scaling developer ecosystems across 19 product domains, and operating programs that trained 50,000+ developers per year across 180+ university campuses. Before that, I co-founded companies, ran accelerators, and facilitated $10M+ in startup funding.

Now I build full-stack AI products — from data pipelines and NestJS APIs to Next.js frontends and LLM-powered agents — shipping production systems across regulated industries and developer tooling.

I'm open to: Full-time roles, fractional product/ops leadership, and consulting engagements in AI product development, platform operations, and ecosystem strategy.


🔧 What I Build With

Frontend       Next.js · React · React Native · Tailwind CSS · Vite
Backend        NestJS · Fastify · Express · Python · Flask · FastAPI
Data           PostgreSQL · Supabase · Neo4j · BigQuery · Redis · Meilisearch · Prisma · TypeORM
AI / ML        Gemini · GPT-4 · LangChain · RAG Pipelines · Voice AI (Twilio) · MCP Servers
Infra          Google Cloud Run · Firebase · Docker · GitHub Actions · Cloud Build
Tools          Git · pnpm Monorepos · Remotion · Puppeteer · Chrome Extensions

🚀 What I've Built

🏠 Real Estate AI Platform

Multi-service platform with MLS data ingestion, AI-powered property search, property management, and embeddable listing widgets for third-party sites.

NestJS Next.js Supabase Prisma Cloud Run MCP

8 services: API · Search Frontend · ETL Pipelines · GitOps Infra · MCP Server · Widget Gateway · CMS Plugin · Browser Extension

🌿 Regulated Industry Data Infrastructure

Aggregated 64K+ records from 6 disparate sources with a 5-step deduplication engine. Separate ETL pipeline processing 441 GB of raw inventory snapshots into normalized PostgreSQL with variant-level tracking and derived analytics.

NestJS Supabase Python Docker TypeORM

📚 EdTech — Animated Lesson Platform

Short, animated lessons spanning K-12 through university-level content. Graph-backed curriculum engine, three role-specific frontends (learner, creator, teacher ops), and programmatic video composition.

NestJS Neo4j Next.js Remotion GraphQL

🧠 Knowledge Graph Engine for AI Agents

Open-source tool that converts any input — code, docs, PDFs, images — into a persistent, queryable knowledge graph with community detection, centrality analysis, and interactive visualization. Published on PyPI.

Python Graph Theory Multimodal AI

PyPI

🏥 Healthcare Marketplace

Compliance-aware caretaker marketplace connecting families with verified care providers. Geo-aware matching (PostGIS), identity verification, role-based access, and tiered rate limiting.

NestJS Prisma PostGIS Firebase Auth Next.js Vite

📊 Community Intelligence Platform

Unified API + data warehouse for developer community analytics across multiple ecosystems. Scraping, enrichment, ML embeddings, and speaker-to-event matching at scale.

NestJS Fastify Supabase BigQuery Cloud Run

6 services: API · LMS · Portal · CRM · Data Warehouse · Landing

🎙️ Personal Voice Cloning Toolkit

Named delivery profiles (calm, excited, serious), long-form narration, guided recording, and Apple Silicon optimization. CLI + Python API.

Python PyTorch TTS MPS Acceleration

🔮 Multi-Agent Simulation Engine

Prediction engine that constructs digital parallel worlds from real-world signals. Thousands of agents with independent memory and behavioral logic simulate social evolution to forecast outcomes.

Python Multi-Agent Systems Docker

💸 Cross-Border Payment Workflow

B2B international payment system with simulated fiat on/off-ramps and real testnet stablecoin transfers. Event-driven architecture with full OpenAPI specification.

Event Architecture OpenAPI Stablecoins

🏀 Spec-Driven AI Coding Tool

CLI/TUI implementing structured development — every feature flows through init → specify → plan → tasks → implement with persistent memory and multi-model routing.

TypeScript CLI AI Agents


🛠️ More Things I've Shipped

Domain What I Built Stack
AI Platform (SaaS) Unified API for AI assistants — memory, documents, multi-model routing, Discord bot, code labs Platform · MCP · SDKs
DevOps Intelligence Agentic tool that audits codebases across 6 dimensions (arch, security, perf, cost, DX, tech radar) with compliance mapping Python · AI Agent Skills
Property Accounting Audit-grade double-entry ledger with chart of accounts, journal entries, and period management Python · FastAPI · PostgreSQL · Docker
Developer Profiling Pipeline: signal collection → enrichment → persona clustering → vector embeddings Python · PostgreSQL · pgvector
Conversational Commerce Intent-to-inventory search engine with conversational UI for a regulated retail vertical Next.js · Design System
Voice AI Agent Phone-based AI assistant using real-time speech-to-speech with carrier-grade telephony Python · Twilio · Gemini
Document Processing Dockerized service extracting structured data from industry-specific PDF reports → JSON Python · Docker
AI-Powered Listing Portal SSR/ISR real estate portal with map-based search and MLS integration Next.js · Leaflet · Cloud Run
Work Analytics Personal productivity tracker pulling commits + time-tracking data into interactive dashboards Python · SQLite
Legal Document QA RAG-based Q&A system with vector-indexed documents and context-aware conversation memory Python · LangChain · FAISS

🏢 Career Highlights

Google (7 years) Designed ecosystem governance across 19 product domains. Scaled a distributed student developer platform to 180+ campuses, 2,000+ events/year, 50,000+ developers trained annually. Managed 225+ senior external experts as bridge between ecosystem and product teams.
Tech Hub (Ecosystem) Facilitated $10M+ in Seed-to-Series A funding. Built relationships with 300+ VCs/Angels. Mentored 1,000+ startups across hardware and software.
Pre-Seed Accelerator Launched regional chapter of a global accelerator. Graduated 22 venture-backed founders. Built and governed 100+ mentor ecosystem.
Tech Consultancy VP Operations — secured $750K+ pipeline in 6 months. Built cross-functional delivery, sales, and customer success teams.
Hardware OEM Mechanical Engineer (Quality & Reliability) — Six Sigma process improvements in high-volume manufacturing.

📫 Let's Connect

I'm actively looking for opportunities where I can apply my blend of engineering depth + operational scale + AI product intuition:

  • 🎯 Full-time: Product/Engineering leadership, AI/Platform roles
  • 🤝 Fractional: Interim Head of Product, VP Ops, Technical Program Management
  • 💡 Consulting: AI product strategy, ecosystem design, platform architecture, developer programs

hello@madusha.com | LinkedIn


Building in public · Waterloo, Canada 🇨🇦

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