Spent quite a few years shipping production systems, from desktop and mobile infra to type-safe research pipelines. However, I'm a builder/integrator at heart and love to experiment, be it ML models or multi-agent coding frameworks as of recent. Most of my work has been centered around customer needs, while some have been purely for me and my people to scratch that itch. You know, just your classic kitchen-sink engineer, always there to solve problems :)

To understand how I think about engineering process, try the one-line setup for ControlKeel. It shows the working style I value: fast iteration, explicit gates, evidence, and human judgment where automation is risky. AI is a great tool, but I have more faith in the human spirit and the friction we create. Recent work:

  • HERA: Hierarchical Ensemble Reasoning Agent. Google ADK multi-agent system with ensemble voting, Code World Models, and GEPA prompt optimizer
  • ControlKeel: Control plane for AI coding agents. Deterministic policy validation and review gates across hosts to catch governance drift with learned observability
  • Society of Kawaii: Multi-Agent Debate Arena with Prediction Markets
  • Agile LLM Evaluation (IEEE DataPort): A Comparative Analysis of LLMs for User Story Generation
  • Microplastic-PFAS Interactions (Hinkley Center): Ensemble QSPR models predicting PFAS-MP sorption; R² = 0.89 on 3,816 compounds

During June 2025, I challenged myself to build one idea a day, which landed a gig to build CVector Energy's agent orchestrator module.

How I Work

I reduce uncertainty quickly: make the first useful version, instrument the risky parts, and keep the interface simple enough that people can trust it.

My taste leans toward quiet interfaces, clear state, and fewer moving pieces. The best experience is often the one that makes a complex system feel inevitable.

I am available immediately for full-time roles where AI systems, product engineering, and research-heavy implementation overlap.

Contact

Looking for a software engineer, need consulting on AI/ML, or want to talk research? Reach out.

Follow me on X at @arya_minus, schedule a meeting via cal.com/aryaminus, or send me an email.