👋 Hi, I’m Ganesh — I ship GenAI that actually ships AI/ML enthusiast focused on agentic workflows, RAG assistants, voice agents, and video-gen pipelines. I work end-to-end—prompt → guardrails → eval → deploy → observe—and partner with product/marketing to launch fast and learn faster. 🏆 Selected wins ✉️ Built an AI Inbox (RAG + LangChain + Pinecone) that improved engagement and lead conversion. 🔁 Deployed a churn model on SageMaker that strengthened retention programs. 📞 Shipped Vapi voice agents (inbound/outbound with CRM hooks) that streamlined call handling and reduced manual effort. 🎬 Created a Gemini Veo-3 ad-gen PoC (screenplay→render automation, cache-aware prompts, frame reuse, ffmpeg) that sped up delivery and lowered token costs while keeping quality high. 📈 Led a CleverTap-driven lead-gen funnel backed by A/B tests and cohort analysis to support growth and better decision-making. 🧰 What I work with Agents & RAG: LangChain, LangGraph, Agno • hybrid search, reranking • Pinecone, FAISS, ChromaDB LLMs & GenAI: OpenAI (GPT-3.5/4/5), Gemini, Meta Llama • Groq & Ollama runtimes APIs & Serving: FastAPI • Docker • AWS (EC2, EKS/Kubernetes, SageMaker, Bedrock, Redshift) MLOps & Observability: MLflow • Prometheus/Grafana • eval pipelines & guardrails Analytics & Growth: PostHog, CleverTap, Amazon QuickSight, Tableau/Power BI, Looker Studio, Metabase 🔬 How I work Turn fuzzy briefs into measurable outcomes Keep latency/cost in check with caching and asset/frame reuse Instrument everything so teams can iterate with confidence 🤝 Open to AI/ML Engineer • GenAI/Agentic AI • MLOps roles — plus selective consulting on RAG, agents, and video-gen. Let’s build something impactful. 🚀