I build the car. Not a faster horse.
Forward Deployed Engineer — Sr. AI Systems Engineer, leading a GenAI team.
Research. Understand. Learn. Develop. Deploy. Then again — that's the loop.
01 — Background
Currently an AI Systems and Forward Deployed Engineer at Mphasis, leading the Generative AI team — building enterprise-scale document intelligence in the financial domain, where OCR/ICR and LLM pipelines turn unstructured data into production-grade decisions. Before that: cloud contact-centre modernization and conversational AI for banking, insurance, and retail clients at Accenture and Virtusa. Kore.ai, Amazon Connect, Google CCAI, AWS, Python — the stack has changed, the discipline hasn't.
02 — Words I Build By
If I had asked people what they wanted, they would have said faster horses.
03 — In the Wild
A personal AI operating system built from the ground up — a reasoning core that tiers between fast local inference and frontier models, wired into voice, home automation, and real tool use.
A fine-tuned small language model prototype for first-line coping support — LoRA + 4-bit quantization on Apple Silicon via MLX, a deterministic crisis-safety gate that hard-excludes risk content from the model entirely.
This site runs itself — a launchd service serving it locally, an on-demand tunnel for previewing from anywhere, and a maintenance mode that swaps in a holding page and restores the original byte-for-byte when it's done.
Designed, built, and shipped end-to-end — a full design system, dark/light theming, scroll-driven motion, responsive across every device. What you're looking at right now is the "green" build, previewed live before it ever touches production.
Posted by a script, not by hand — OAuth, the LinkedIn API, and a schedule it manages itself.
04 — Responsible AI
"Responsible AI" gets used to mean a lot of things. Two honest, sourced pieces — co-researched with MAX — on what it actually costs, and who actually gets blamed when it fails.
A Tomahawk strike destroyed an Iranian school in February 2026. The public argument was about whether AI models picked the target. It hadn't. What the actual chain of human decisions reveals about who gets credit — and who gets blamed.
EnvironmentWhat AI's growth actually costs the grid and the water table, and where the real leverage for fixing it sits — grounded against the IEA's own 2026 analysis.
05 — Mindfulness
Three small, mindful games — designed and coded end-to-end by MAX, my personal AI system. No build tools, no tracking, nothing stored. Just something quiet to play with for a minute.
A quick tactile reset for restless hands — eases tension and refocuses attention.
RED
Streak: 0Best: 0
Click the ink color, not the word — trains attention and cognitive control.
Press start
Round: 0
Watch, then repeat the growing pattern — builds working memory and focus.