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2+ years of experience
I have hands-on experience building AI systems using LLMs, retrieval-augmented generation (RAG), and vector databases to solve real engineering and QA problems. I’ve designed and deployed cloud-hosted AI applications with structured evaluation, regression testing, and explainability in mind. My work focuses on moving beyond demos to reliable, production-ready AI workflows.

Most trading education platforms focus on teaching strategies and indicators. InsightX focuses on teaching *the trader*. InsightX is an AI-powered personalised trading education system that uses a trader’s own past trades as the primary learning material. Instead of generic lessons, the system analyses completed trades, market context, and behavioural patterns to generate clear, non-judgmental explanations such as: “The market did X, and in similar situations, you tend to do Y.” Each completed trade becomes a single “learning moment.” Before showing the explanation, InsightX prompts the trader to reflect on their decision, encouraging engagement and reducing defensiveness. Based on recurring patterns, the system adapts its explanations and recommends what the trader should learn next, effectively creating a personalised curriculum shaped by real trading behaviour. InsightX transforms trading education from passive information into active, reflective learning grounded in real experience.
7 Feb 2026