Sumat
Mallick
Engineering Digital Intelligence.
About the Architect
Sumat Mallick is a Software Engineer and GenAI Developer with over 2.5+ years of experience building AI-powered products, intelligent automation systems, and full-stack applications. He specializes in Generative AI, RAG systems, AI agents, agentic workflows, and scalable web technologies, with hands-on experience across modern AI and cloud platforms such as AWS and Azure.
His professional journey has been unconventional, spanning entrepreneurship, operations, customer-facing roles, and software engineering. Having previously run his own business and worked across diverse industries, he brings a balance of technical execution, business understanding, and problem-solving to every project.
Away from the keyboard, Sumat enjoys attending live concerts, playing tennis, exploring mountain adventures, and occasionally painting.
The Trajectory
A condensed view of my professional evolution from legacy infrastructures to AI-native distributed architectures.
Capria India
E2 Engineer - Promoted to E2
Leading the design and deployment of Generative AI solutions for internal operations and portfolio companies. Building intelligent automation systems, agentic workflows, and scalable prototypes using modern LLM ecosystems.
Capria India
Applied AI Developer
Worked on rapid prototyping, AI integrations, and retrieval systems using OpenAI and Anthropic models. Delivered production-ready proof of concepts for multiple internal use cases.
Technical Blueprints
The foundational vectors of my engineering architecture.
AI & Intelligence
Logic & Systems
Infrastructure & UI
Featured Orchestrations
High-impact engineering artifacts demonstrating technical depth and architectural precision.

PURE HABIT
A Flutter-native Android habit tracker built around one idea: your progress should be visible without unlocking your phone. Pure Habit renders daily, weekly, and yearly habit streaks directly on the Android lock screen via a native home screen widget, with a Wear OS companion app (upcoming) that keeps your active streak on your wrist. Built with Supabase as the backend and Firebase Cloud Messaging for streak reminders — engineered with web-scale system design thinking applied to mobile.

MCP BUDGET SERVER
An advanced Model Context Protocol (MCP) server that transforms the Budget Tracker into an agentic financial assistant. Integrated with Claude, it enables natural language commands for managing transactions from any terminal. The server is Dockerized and hosted on Render, featuring a deterministic tool-calling architecture that eliminates temporal hallucinations by enforcing real-time date verification.
Recent Thoughts
Deep-dives into the architecture of elegance.
Picking the Right LLM: Balancing Cost, Quality, Latency, and Risk
Most teams don't fail because they chose a weak model. They fail because they chose the wrong model for the job. Here's the decision framework I use across real production systems.
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Can AI Really Build Software From Scratch? What ProgramBench Reveals
ProgramBench is the first benchmark that tests whether AI can design and build complete software systems — not just write code snippets. The results are more humbling than the hype suggests.
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Stitch + Antigravity: The Free Design-to-Code Workflow Nobody Is Talking About
Google quietly shipped a design-to-code pipeline using Stitch and Antigravity connected via MCP. I tried it. Here's what the workflow actually looks like and why the timing matters.
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