I am a Product Manager bridging the gap between complex AI architectures and user-centric business value. I specialize in translating "rare expertise" technologies—like Autonomous Agents, RAG, and MLOps—into scalable, market-ready products.
I don't just write code; I build product visions. My background in engineering allows me to speak the language of developers, while my strategic focus ensures we ship the right products that solve real user problems.
My skill set allows me to manage the full product lifecycle, from API design to Go-To-Market strategy.
| Product Strategy | AI & Data Engineering | Infrastructure & DevOps |
|---|---|---|
| 🎯 Roadmapping & GTM | 🤖 GenAI & LLMs (LangChain, OpenAI) | ☁️ Cloud Native (AWS, GCP) |
| 📊 Data-Driven Discovery | 🧠 Deep Learning (PyTorch, TensorFlow) | 🐳 Containerization (Docker, K8s) |
| 🔄 Agile & Scrum | 🔍 RAG & Vector DBs | ⚙️ CI/CD Pipelines (GitHub Actions) |
| 📝 User Personas & PRDs | 🐍 Python & SQL | 📱 API-First Development |
The Problem: Production LLMs are "black boxes." Engineering teams lack visibility into latency, cost, and hallucination rates.
The Solution: A real-time Observability Pipeline tracing agent decision paths and tracking token costs.
PM Impact: Reduced risk for enterprise adoption by establishing clear SLAs and cost monitoring.
The Problem: Talent Acquisition teams are overwhelmed by resume volume, slowing down Time-to-Hire.
The Solution: A RAG-powered assistant that semantically matches candidates to Job Descriptions.
PM Impact: Optimized top-of-funnel efficiency, allowing recruiters to focus on closing candidates.
The Problem: Patients struggle to navigate medical jargon, leading to poor triage decisions.
The Solution: A privacy-first conversational AI for symptom checking and appointment scheduling.
PM Impact: Prioritized User Trust and HIPAA Compliance over raw feature velocity.
- Bridge the Gap: I can debate architecture trade-offs with engineers in the morning and present ROI analysis to executives in the afternoon.
- Data-Fluent: I don't guess; I query. I use SQL and Python to pull my own data for decision-making.
- AI-Native: I understand the capabilities and limitations of current AI models, preventing "AI hype" features that don't solve real problems.
Let's build something impactful.