Ayush User

I’m a B.Tech Computer Science graduate with hands-on experience using AI/LLM tools to build, test, and validate production-ready applications. I use structured test scenarios to evaluate AI-generated outputs for accuracy, consistency, and behavior under real constraints.

In my role as an Admin Assistant, I leveraged AI/LLM tools to automate recurring operational reports and validated outputs before deployment—cutting manual backlog by 25% and freeing team bandwidth. I wrote structured prompts to generate Excel automation scripts, evaluated data-cleaning workflows for correctness and edge cases, and built Excel dashboards (PivotTables and dynamic charts) for real-time KPI monitoring.

Across my projects, I focus on systematic, evidence-based quality: designing 31 structured test scenarios for AI Trading Bots in Pine Script/TradingView, identifying failure modes and hallucinated logic, and iterating prompts until results pass behavioral validation. I also shipped a production-grade NIFTY 50 AI Directional Dashboard with a 3-model ML ensemble and prompt-driven code validation, and built a Job Application Automation Tool with multi-case ATS compliance testing using the Claude API.