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About

Experience & education

I architect and ship AI products for startups and businesses worldwide. As founder of TrueLogics, you work with the person designing the system and writing the code — production LLM systems with permission-aware RAG, tool-calling agents, MCP servers, and evaluation, not chatbot demos. Nine-plus years across realtime collaboration, marketplaces, and enterprise platforms in the US and EU. Below is where I've worked and what I built.

Production AI, not demos

Permissions, retrieval, cost controls, tracing, and deployment are part of the work — not a prototype you throw away.

The AI and the product

Agents and RAG plus APIs, databases, web and mobile, integrations, and infrastructure — one engineer owns the stack.

You work with me

You talk to the person designing and writing the code. No account managers, no hand-offs.

Experience

  • Founder & Software Architect2024 - Present

    TrueLogics

    • • Founded TrueLogics to ship production AI — agents, permission-aware RAG, MCP, and agentic workflows — plus the SaaS and mobile products around them.
    • • Own each engagement end to end: discovery, architecture, implementation, and release.
    • • Client work includes StudioX AI (enterprise knowledge + workflow automation) and Vectra24 (multi-agent ops in chat). Own products include ClosePinger, ProntoMigo, EveryCare, RidePlus, and OptimalLab.
    • • Built LLM systems with RAG, tool calling, Milvus retrieval, declarative workflows, cost controls, and tracing for cloud and on-premise customers.
    • • Use AI tools for planning, code review, and tests, and review every architectural decision and release myself.
  • Founder, Cofounder & Full-Stack Engineer2026 - Present

    ClosePinger, ProntoMigo, EveryCare, RidePlus & OptimalLab (own products)

    • • Cofounded ProntoMigo in Italy. We met local businesses and drivers, then shipped delivery first: the customer orders, a driver picks up, and the order is tracked live, with Stripe Connect payouts.
    • • Cofounded ClosePinger from direct conversations with accountants. The portal tracks what each client still owes, whether they have paid, and which extra work to bill, and it chases documents automatically.
    • • Created EveryCare, a senior-care coordination app (Go API, offline-first Expo app), and RidePlus, which runs rides, parcels, and cargo on one dispatch (Go, PostGIS, NATS).
    • • Created OptimalLab (optimallab.dev): 40 interactive sessions, 17 on AI — tokenization, attention, sampling, embeddings, hybrid search, RAG, evals, tool calling, MCP, and agent patterns — plus 178 linked DSA practice problems.
    • • Own the product and the implementation across Next.js, React Native, Node.js, PostgreSQL, Stripe, and deployment on Vercel, Supabase, Cloudflare, and AWS.
  • Senior Full-Stack Software EngineerJanuary 2022 - Present

    Meridian University, USA

    • • Led development of cross-platform apps (web, mobile, desktop), ensuring consistent UX across rooms, spaces, and block-based interfaces similar to Notion.
    • • Architected and implemented a unified UI system and app structure supporting 50+ block types (pages, databases, canvases, goals, events).
    • • Built real-time and asynchronous collaboration features, including chat, audio/video calls, streaming, and multiplayer canvases.
    • • Enhanced user experience with offline support, optimistic UI updates, and responsive layouts across mobile, tablet, and desktop.
    • • Maintained strong quality through automated testing (Playwright, Jest), documentation, and CI/CD pipelines with GitHub Actions.
  • Senior Full-Stack Software EngineerSeptember 2023 - May 2025

    MC² Finance, Switzerland

    • • Built the core Vue.js app for a decentralized asset-management platform.
    • • Implemented Cypress end-to-end tests to ensure reliability and smooth user experience.
    • • Worked with blockchain platforms and protocols, integrating Web3 for Ethereum and cross-chain interactions.
    • • Engineered performant and secure backend services in Node.js and Rust.
    • • Integrated real-time features (WebSockets, SSE) to enhance live user interactions.
  • Senior Full-Stack Software EngineerSeptember 2022 - June 2024

    Bridge Nine, Finland

    • • Developed and maintained mobile and web applications for inventory management and customer interactions.
    • • Contributed to back-end systems for ITAD workflows and secure data handling.
    • • Designed the database around the device lifecycle so inventory, refurbishment, resale, and disposal stay one record.
  • Senior Full-Stack Software EngineerAugust 2021 - August 2022

    boomrng, LLC, United States

    • • Built web and mobile apps with React.js and React Native, using JavaScript and TypeScript. Set up a monorepo to share GraphQL auto-generated schemas and common utilities across platforms.
    • • Developed Node.js services, including an Apollo GraphQL server, REST APIs, and a media server, on MongoDB.
  • React Native DeveloperMarch 2022 - May 2022

    Pebble, United States

    • • Home dashboard with income, spending, and transaction insights.
    • • Transactions list with search, filters, and detailed views.
    • • Authentication flows with deep linking for sign-in and password reset.
    • • Reward redemption system and user profile management.
  • Senior Full-Stack Software DeveloperJanuary 2021 - August 2021

    Jeti, Inc., United States

    • • Developed and maintained the core platform, including mobile apps, an admin panel, RESTful APIs, a notification server for push notifications, and a job scheduler.
    • • Leveraged Redux, Docker, Socket.io, and GCP for cloud infrastructure.
    • • Applied Atomic Design principles to build clean, scalable, and reusable UI components.
    • • Earned a promotion to team lead for the mobile app.
  • Python Backend EngineerJanuary 2021 - January 2024

    Motory

    • • Built backend microservices in Python with FastAPI, and Django and Django REST Framework on some projects.
    • • Built ERP modules for inventory, orders, and customer management.
    • • Designed the PostgreSQL models behind that ERP.
  • Full-Stack EngineerSeptember 2020 - September 2021

    XYNDICATE, Inc., Singapore

    • • Built the talent-marketplace web app in Vue.js.
    • • Built Node.js, MongoDB, and REST services for job matching, recruitment, and project collaboration.
    • • Contributed to the architecture that lets companies and professionals connect and manage work in one product.
  • Full-Stack EngineerSeptember 2018 - July 2019

    DigiPro, United States

    • • Engineered the insurance product end to end with stakeholders: agent apps on iOS and Android, the carrier dashboard, and the APIs between them.
    • • Took claims and field inspections from paper and phone calls to production — photo and video evidence captured and annotated on the device, then reviewed in the office dashboard.
    • • Modelled claim and inspection records in MongoDB so different insurance products did not each require a schema migration.
  • Full-Stack EngineerApril 2017 - October 2018

    Malaysia Civil Defence Force, Malaysia

    • • Built a React.js web application and cross-platform mobile apps (Android/iOS) using React Native for civil defence personnel.
    • • Developed a RESTful API with Node.js and MongoDB to power backend operations.

Education

  • Master of Science (MS) in Computer Science

    University of Gujrat

    January 2020
  • Bachelor of Science (BS) in Computer Science

    University of Gujrat

    January 2017

Tech stack

Can I build your AI product?

Start with agents and RAG — then the web, mobile, backend, and infra that make them shippable.

Types of products I build

If your idea matches one of these, the stack below is how it gets built.

AI Products

Agents, permission-aware RAG, MCP servers, and agentic workflows on your data — from prototype to production with cost and tracing built in.

  • → StudioX AI — enterprise knowledge + ~26-step workflow runtime
  • → Vectra24 — Marketing, Sales, and Support agent teams in chat

SaaS Platforms

Multi-tenant products with auth, billing, dashboards, and the reliability paying customers expect.

  • → ClosePinger — client portals and document automation
  • → StudioX AI — multi-tenant enterprise AI

Startup MVPs

A credible first version in weeks — including AI features when they're core — built so it doesn't need a rewrite once it grows.

  • → ProntoMigo — delivery marketplace with AI ops for vendors
  • → EveryCare — senior-care coordination with an offline-first Expo app

Real-Time Systems

Chat, video, presence, and live collaboration that stay in sync across devices.

Enterprise & Internal Tools

Dashboards, portals, and internal systems that replace spreadsheets and legacy software.

Modernization

Legacy migration, cloud migration, and performance optimization for systems that have outgrown their original build.

AI & Applied ML

Agents, permission-aware RAG, MCP, tool calling, and workflow automation — built for real tenancy, cost, and observability.

Related product types

Good fit when you need

  • Enterprise document Q&A with access control before search runs
  • Multi-step agent workflows with human approval
  • MCP servers so Claude and Cursor work inside your product
  • Role-based agent teams in Slack, Telegram, and WhatsApp
  • In-house AI pull-request review and Sentry error triage

How I typically build it

  • Claude / Azure OpenAI

    LLM calls in production pipelines

  • RAG & Milvus

    Embeddings, reranking, ingestion at scale

  • AI Agents & MCP

    Tool calling, multi-agent coordination

  • Python & FastAPI

    AI services and workflow runtimes

  • Embeddings & hybrid search

    Vector + keyword retrieval with cross-encoder reranking

  • Agentic workflows

    Multi-step runs with human approval and schedules

  • Evals & tracing

    Regression checks, cost, and latency per call

  • PyTorch

    Model code inside Python AI services

  • AI code review & automation

    PR review agents and Sentry error triage

  • Claude Code & Cursor

    Agent-assisted development, reviewed by hand

Web & Mobile

How I typically build it

  • TypeScript
  • React
  • Next.js
  • React Native
  • Expo
  • Vue.js

Backend & Realtime

How I typically build it

  • Go
  • Rust
  • Node.js
  • REST APIs
  • GraphQL
  • tRPC
  • WebSockets
  • NATS

Data, Cloud & DevOps

How I typically build it

  • PostgreSQL
  • MongoDB
  • SQLite
  • Supabase
  • Docker
  • Kubernetes
  • AWS
  • Cloudflare
  • Vercel
  • GitHub Actions