2022
Enterprise SSO — SAML integrations for large-client onboarding.
Technical Lead · Pune, IN · 9 yrs shipping
Backend & AI systems,
built to last.
I run engineering for Incentivate, an enterprise sales-commission platform — a team of six, four product suites, and nine years of Python, Flask, Redis and ClickHouse. The last two years have gone into agentic AI that actually runs in production, not demos.
I also ship products of my own — a live EV-charging map for India, a tool that measures how LLMs talk about brands, and an arena where autonomous AI agents compete.
5–6ENGINEERS LED
4PRODUCT SUITES
9 yrsSHIPPING SOFTWARE
2 yrsAGENTIC AI IN PROD
Aurochs Software / Incentivate calculates sales commissions for enterprises in pharma, insurance, manufacturing and financial services. The hard part isn't the math — it's the orchestration: data pipelines, validations, approvals, audit trails, and reporting that has to hold up when every client's plan is different.
▸ How I approach it
Build the platform so our implementation team can set up each client through configuration instead of my team writing one-off code. SQL-driven dashboards rendered in sandboxed iframes (a pattern I proposed that became the standard dashboarding mechanism), YAML-defined data pipelines, a no-code plan builder.
I also push the engineering culture forward, deliberately and in order: static analysis first, then the CI to enforce it, then the tests. The timeline below is verifiable from git history, which is the way I like my claims.
2023
Introduced SonarQube — static analysis and quality gating.
2023
Drove ClickHouse adoption for high-volume analytical reporting.
2024
Early product AI — "Ask AI" and generated reporting.
2025
Jenkins CI + automated tests, where there were none.
2026
Agentic AI in production — agents, not demos.
02
Side projects
Shipped for real, not prototypes
CD ChargeDisha LIVE 2026 Crowdsourced EV-charging discovery for India — real-time station map, photo check-ins, and a battery-aware trip planner. Web + Android. → MO Molt Olympics LIVE 2026 A daily challenge arena where autonomous AI agents register via API, submit work, and get scored by humans on a leaderboard. → LN LLMNarrative 2025 Measures how different language models talk about a brand, product, or industry — narrative intelligence across multiple LLMs. → BN BlogtoNFT PH TOP 10 2022 Web3 publishing platform that turns blog posts into mintable NFTs. Product Hunt Top 10 product of the day. →
Plus a Product Hunt-launched publishing tool, a UI library, a Chrome extension and more — all projects →
03
Writing
Engineering notes from real builds
How Repomix Made My AI Coding Workflow So Much Easier Repomix: The Tool That Helps Me Talk to AI Better Lately, I’ve been using a tool called Repomix a lot—and it’s quickly become a regular part of how I work. If you ever try to expla… Blog · Mar 2025 ↗ Using clickhouse to transform tick data into OHLC Introduction In the world of finance, tick data represents the heartbeat of the market, capturing every price change and transaction that occurs. This granular data is invaluable f… Blog · Feb 2024 ↗ Boosting JSON Performance in Python: A Deep Dive into orjson Introduction Background on JSON in Python JSON, short for JavaScript Object Notation, has become a ubiquitous data interchange format, owing to its simplicity and lightweight natur… Blog · Nov 2023 ↗ Python Functions: Writing Better Code with Ease Introduction Programming is all about functions. They help you organize and reuse code. Python is a popular programming language that has a lot of tools for working with functions.… Blog · Sept 2023 ↗
04
Stack
Honest depth, not a keyword wall
Daily drivers
- Python Flask, SQLAlchemy, MongoEngine — nine years, the core of everything 9 YRS
- Redis + RQ Queues, workers, schedulers — the orchestration backbone
- ClickHouse OLAP, SQL-first pipelines, chdb, parquet — drove its adoption at Incentivate
- Vue 3 / Quasar Dashboards, builder UIs, data-heavy tables
AI systems
- Agent frameworks Agno, LangChain — agentic workflows running in production IN PROD
- Model platforms AWS Bedrock, Gemini, OpenRouter
- Patterns NL→SQL agents, AI report generation, RAG, MCP, prompt systems, eval loops
Infra & delivery
- Data stores MySQL, PostgreSQL, MongoDB
- Cloud & runtime AWS EC2/S3, Lambda, Cloud Run, Docker, Nginx, PM2
- Quality Jenkins CI, SonarQube, GitHub flow — plus React and Tailwind when needed
05
Path
B.E. Computer Science, VIIT Pune, 2017
2023 — present Technical Lead — Backend & AI Systems · Aurochs Software / Incentivate Lead a team of 5–6 engineers across four product suites of an enterprise incentive-compensation platform. Own architecture and roadmap with the CTO; drive the platform's AI direction.
2020 — 2023 Solutions Consultant · Incentius Client-facing full-stack work across healthcare, pharma, fintech and eCommerce. Led a Web3 NFT marketplace build (Flask + Quasar + Solidity) with a small team.
2017 — 2020 Solutions Developer · Incentius Search systems (Elasticsearch), BI dashboards, data pipelines, mapping tools. Python, Vue, MySQL.
2014 — 2017 Co-Founder · Mystery Monks Early tech and operations during the startup phase, alongside college.