Skills & Systems I Build With
What I do best is think across systems—blending AI, product, data, and startup execution into tools and strategies that move fast and scale well.
Below is a snapshot of my skill architecture, organized around how I build, lead, and think.
🧠 AI / ML / Automation
Turning intelligence into infrastructure
- Recommender Systems
Built content and user-based algorithms at GETTR; re-architected search, personalization
- LLMs / Agents / Prompt Engineering
Applied GPT-based workflows at Koodall (customer-facing content, internal tooling)
- Computer Vision / AR
Used CLIP, CNNs, BLIP in short video recommendation engine
Delivered real-time AR SDK for virtual try-ons
- AI Stack
LangChain, AutoGen, Pinecone, Hugging Face, OpenAI API
ML deployment: FastAPI, TorchServe
- Real Use: Koodall SDKs, GenAI platform, automation pipelines
🧩 Product & Growth Execution
From zero to v1 and beyond
- Product Management
Roadmapping, MVP design, competitive strategy, user feedback loops
- Tech Strategy
Owned TechOps at GETTR and Koodall; drove modular rebuilds (e.g., GETTR Lite, SDK design)
- Go-to-Market Infra
Setup of Intercom, HubSpot, CRM flows, PLG loops
- Fundraising-Ready Architecture
Designed scalable backend to support sales and investor conversations
- Real Use: Launched GETTR Lite App, Amadeus SDK, FaceAR SDK, Koodall.com
📊 Data / Analytics / Engineering
Data-driven from first decision
- Languages: Python, R, SQL, STATA
- Analytics Tools: Pandas, Scikit-learn, dbt, Jupyter, Metabase
- Experimentation: A/B testing frameworks, KPI dashboards, growth metrics
- ML Ops: Feature extraction, model testing, vector search, embeddings
- Real Use: Academic research, NYU MSBAi, short video ranking, sales analytics
🚀 Startup & Operations
Make it real. Make it sustainable.
- TechOps Leadership
Built infra, reliability stack (99.99% SLA @ GETTR), security posture (WAF, DR, SLOs)
- Vendor Management & Cost Control
Leveraged AWS, Intercom, GitHub, HubSpot startup programs
Saved burn, protected runway
- System Design & Execution
Delivered production-grade systems across cloud (AWS, GCP, Vercel, Supabase)
- Legal & Fundraising
SAFE notes, investor decks, startup finance models (FP&A)
- Real Use: GETTR TechOps revamp, Koodall startup stack & strategy
✍️ Writing, Branding & Communication
Make complex things clear. Make vision feel real.
- Business Storytelling
LinkedIn ghostwriting, investor emails, pitch decks
- Tech Writing
API docs, developer onboarding, SDK quick-starts
- Public Communication
X.com thought leadership, community building, personal website/portfolio
- Real Use: Koodall pitch deck, fundraising narratives, LinkedIn AI articles
🛠 Tools & Stack
What’s in the backpack
- Infra: AWS, GCP, Vercel, Supabase, Docker, GitHub Actions
- Data/AI: OpenAI API, Hugging Face, Pinecone, LangChain
- Product: Notion, Figma, Intercom, HubSpot, Slack
- Dev: VS Code, Jupyter, Git, Postman, FastAPI
- Collaboration: Whimsical, Canva, Beautiful.ai, Cursor