I’m Sathyamoorthy, a Gen AI full stack developer who builds and ships web and mobile products end to end—owning everything from architecture to deployment—often leveraging conversational and agentic AI workflows to move faster without losing engineering control. I focus on turning ideas into reliable systems by generating, debugging, and validating production code with strong quality gates. I work deeply across LLM engineering and application security: building LangChain/LangGraph-based RAG pipelines with vector databases, integrating MCP-style tool use, and applying hallucination-control practices like RAGAS evaluation, Guardrails validation, and LangSmith tracing. I also stay production-minded with Docker/Kubernetes, CI/CD, monitoring/observability, and OWASP-aligned security practices, while exploring GPU-accelerated inference for AI-driven features.…I’m Sathyamoorthy, a Gen AI full stack developer who builds and ships web and mobile products end to end—owning everything from architecture to deployment—often leveraging conversational and agentic AI workflows to move faster without losing engineering control. I focus on turning ideas into reliable systems by generating, debugging, and validating production code with strong quality gates. I work deeply across LLM engineering and application security: building LangChain/LangGraph-based RAG pipelines with vector databases, integrating MCP-style tool use, and applying hallucination-control practices like RAGAS evaluation, Guardrails validation, and LangSmith tracing. I also stay production-minded with Docker/Kubernetes, CI/CD, monitoring/observability, and OWASP-aligned security practices, while exploring GPU-accelerated inference for AI-driven features.WWWW…