I’ve designed and shipped end-to-end AI products — from hardware + firmware to ML models, backend platforms, and production deployments. If you’re building or scaling real-world AI (not just notebooks), I can help. Startup & CTO Advice • Founder-level tech decisions • MVP → production transition • What not to build when bandwidth is tight • Tech strategy for fundraising & scale AI & ML Systems • Designing real-time ML systems (edge + cloud) • Object detection, tracking, analytics, mAP / AUC clarity • Feature engineering for time-series & incident prediction • ML system design interview prep (practical, not textbook) Backend & Infra • Scalable backends using microservices + lambda architecture • Event pipelines • Docker, Runpod, cloud migrations, production gotchas