Mansi Deshman

I've built and deployed Qualia, a production 11-agent AI platform that reasons, plans, and acts across tools and data sources. As its sole architect, I combined Python, LangChain, n8n, FastAPI, Claude, GROQ-served LLMs, RAG, and observability from the start.

At Xcaliber Infotech, I shipped LLM-powered agents integrating JIRA REST APIs and Vision AI, cutting manual test-to-automation time by 40%. I also built Defect Radar, which turns failure screenshots and logs into structured bug reports in under 90 seconds instead of roughly 30 minutes manually.

I design reliable AI systems with multi-model fallback routing, RAGAS evaluation, golden-dataset regression, hallucination detection, tracing, latency monitoring, and CI/CD quality gates. My Jenkins and GitHub Actions pipelines reduced regression execution time by 70%.

Previously at Peoplebox, I built AI-powered automation tools that reduced manual effort by 35% and accelerated release cycles by 60%. I also mentor engineers on agentic patterns, RAG architecture, and prompt engineering.