Wilfred Benny

Results-driven Software Engineer with 3+ years of experience architecting AI-driven risk management solutions for major financial infrastructure clients. Proven track record in designing scalable full-stack systems, integrating Generative AI (RAG, LangChain), and optimizing performance across distributed platforms. Currently advancing enterprise-grade fintech products at AQM Technologies (formerly TRaiCE Analytics, acquired 2025).

Software Engineer at AQM Technologies Pvt. Ltd. (2025-05 – Present)

Continued and accelerated product development post-acquisition of TRaiCE Analytics by AQM Technologies. Designed and developed an automated settlement risk monitoring system leveraging real-time analytics to identify and mitigate systemic financial risks.

• Continued and accelerated product development post-acquisition of TRaiCE Analytics by AQM Technologies.
• Designed and developed an automated settlement risk monitoring system leveraging real-time analytics to identify and mitigate systemic financial risks.
• Tech stack: Angular, Tailwind CSS, Python, Node.js, FastAPI, Flask, RAG, GKE.

Full Stack Developer at TRaiCE Analytics Solutions (2023-01 – 2025-04)

Full Stack Developer with prior internship experience. Built LLM-powered solutions, resolved infrastructure issues, optimized database performance, and conducted load testing.

• Built an LLM-powered chatbot using Flask, LangChain, OpenAI, and ChromaDB; designed a local alternative with Ollama and LaMini, reducing projected future deployment costs.
• Diagnosed and resolved chronic Apache NiFi crash loops by tuning thread pool configuration and migrating sensitive parameters to Kubernetes Secrets, improving system uptime.
• Fixed persistent GKE loopback-off errors by identifying and clearing corrupted Persistent Volume Claims, eliminating recurring pod failures.
• Boosted SQL query performance by 40%+ through strategic index creation and eliminating inefficient BETWEEN clauses, reducing row scans significantly.
• Conducted load testing with JMeter and node monitoring tools to identify and resolve software bottlenecks, improving application throughput.
• Reduced data processing times by replacing Python for-loops with lambda mapping and refining database interaction patterns.
• Unified 5+ disparate data sources into a single scalable data pipeline, streamlining enterprise data ingestion.

Intern at TRaiCE Analytics Solutions (2022-10 – 2022-12)

Internship experience during the initial phase at TRaiCE Analytics Solutions.

Freelance Developer at Independent (2019-01 – 2022-12)

Designed and delivered multiple healthcare and pharmacy management systems with multi-branch capabilities, inventory tracking, and scheduling features.

• Designed and delivered a multi-branch Hospital Management System with patient virtual ID cards, doctor scheduling, and inventory management for 3+ clinic branches.
• Built a Pharmacy Inventory platform tracking drug stock, sales history, and expiration dates across multiple retail locations.
• Tech stack: Angular, Firebase, Django, PostgreSQL, Python.

B.Sc. in Computer Science – SNDP Arts and Science College, Pulpally (2018)

Higher Secondary Certificate (HSC) – St. Mary's HSS Mullenkolly (2014)

Secondary School Certificate (SSLC) – Vijaya HS Pulpally (2012)