umernaeem.comrésumé ↓ pdfLahore · --:-- PKT

timeline.md · 2022 → present

Umer Naeem.
Software engineer building AI products,
cloud infra & the tooling around them.

A scrollable timeline of the work — latest first. Roles, products, hackathons and freelance, with the stack, impact and the trade-offs behind each one.

scroll to read↓ timeline

01 · timeline

Latest to oldest,
the whole arc.

01role·Apr 2026 — Present

Senior Software Engineer · L3

Carbonteq

Leading architecture on data-automation products and an internal effort to make agentic coding a first-class way we ship.

  • Architected BATflo v2 via DDD & hexagonal architecture — a self-service data import pipeline (agent swarm) that removed dev-reliant ETL bottlenecks, cutting turnaround from days to minutes for non-technical users.
  • Built a VRP-based scheduling engine on Google Route Optimization API that automates complex field-technician routing and constraint management.
  • Lead the Harness engineering initiative: helped the team build customized agent harnesses on Claude Code, Codex and Cursor, wired into Linear & GitHub with background agents and skill files.
DDDHexagonal ArchAgent SwarmsAgentic CodingRoute Optimization
02project·2026·Product

BATflo v2

Certified Backflow Testing — Carbonteq · L3

Days → minutes turnaround

A self-service data import platform and VRP scheduling engine for field-technician operations.

  • Agent swarm technique eliminated dev-reliant ETL — non-technical users import their own data.
  • VRP scheduling engine on Google Route Optimization API automates routing & constraint management.
DDDHexagonalAgent Swarm
03role·Jun 2025 — Mar 2026

Software Engineer · L2

Carbonteq

Backend, data pipelines and cloud infra on Azure for AI products serving high-net-worth and healthcare clients.

  • PRV8 — an AI-powered travel concierge for HNIs: multi-agent architecture in LangGraph with agents that search flights and rooms against user preferences.
  • FCH by Viral Solutions — automated data-entry workflows for First Class Healthcare using Gemini Flash 3.0 structured outputs.
AzureLangGraphMulti-AgentGemini 3.0Data Pipelines
04project·2025·Product

PRV8

AI Travel Concierge for HNIs — Carbonteq · L2

Multi-agent

AI agents that search flights and rooms against user preferences for high-net-worth travellers.

  • Backend, data pipelines and cloud infrastructure on Azure.
  • Multi-agent architecture orchestrated with LangGraph.
AzureLangGraphMulti-Agent
05project·2025·Automation

First Class Healthcare

Viral Solutions — Carbonteq · L2

Automated data entry

Automated data-entry workflows for a healthcare client using Gemini Flash 3.0 structured outputs.

  • Reduced manual data entry overhead with structured-output extraction.
Gemini 3.0Structured Outputs
06project·2023 — 2025·Consumer App

TutorCat AI

Jetrr — Gaper · ASE

40K+ downloads

A generative AI homework-help chatbot that walks students through subjects step by step.

  • Built LLM tools so the model could pull in relevant YouTube videos as suggestions.
  • Owned the full lifecycle: mobile, backend, cloud infra, CI/CD (Cloud Build + Cloud Deploy), IaC (Pulumi + Kubernetes).
LLM ToolsPulumiCloud Build/DeployKubernetes
07project·Jul 2023 — 2025·Consumer App

Envision AI

Jetrr (Gaper × Game District) — Gaper · ASE

60K+ downloads

An AI photo generator competing with Vyro's Imagine Art — users upload images, a GPU loads a SD container, fine-tunes with DreamBooth, and returns personalised art.

  • Stable diffusion on Vertex AI took ~30 min for a first run. A Google architect pointed us to Kubernetes.
  • I jumped in with no prior K8s experience and within 7–14 days moved workloads from Vertex AI Jobs to K8s Jobs — 30 min → 5 min, making the product viable.
  • Later moved to PEFT/LoRA on RunPod → 1–2 min generation, matching competitor speeds.
Stable DiffusionDreamBoothGKELoRA / PEFTRunPod
08role·May 2023 — May 2025

Associate Software Engineer

Gaper.io / Mezino Technologies

Two years owning the lifecycle of AI consumer apps under Jetrr (Gaper × Game District JV) — from mobile to backend to cloud infra, plus running an intern program.

  • Envision AI — AI photo generator competing with Vyro's Imagine Art; shipped 60K+ downloads. Owned the backend: moved stable-diffusion fine-tuning off GCP Vertex AI onto GKE, cutting cold-start from ~10 min to ~1 min, and later to 1–2 min with PEFT/LoRA on RunPod.
  • TutorCat AI — generative AI homework-help chatbot, 40K+ downloads. Built LLM tools that pulled relevant YouTube videos into step-by-step answers. CI/CD via Cloud Build + Cloud Deploy, infra automated with Pulumi + Kubernetes.
  • Led a 2024 summer internship program for 10 undergrads — designed technical projects and trained interns in GCP, containerization and MLOps.
GKE / KubernetesStable DiffusionDreamBooth / LoRAVertex AIPulumiCloud Build/Deploy
09role·Apr 2023 — May 2023

Software Engineer Intern

Gaper.io

A two-month internship that turned into a two-year role. Prototyped with the freshly-released GPT-4 API at high velocity.

  • Recruiter AI — an AI matchmaking platform for recruiters and engineers, built to outperform conventional ATS systems.
  • Built a Langchain-based RAG system on GPT-4 for matching precision; structured JSON was the hard part.
  • Stood up infra on AWS: EC2, RDS PostgreSQL, API Gateway, Route 53, S3, ElasticSearch.
GPT-4LangchainRAGAWS
10project·Apr — Jun 2023·Product

Recruiter AI

Gaper.io — Gaper · Intern

AI-powered matchmaking platform for recruiters and engineers — better than a conventional ATS.

  • Langchain + RAG on GPT-4 for matching precision; structured JSON was the painful part.
  • AWS infra: EC2, RDS PostgreSQL, API Gateway, Route 53, S3, ElasticSearch.
GPT-4RAGAWSLangchain
11project·Mar 2023·Hackathon

Generative NFTs

Hackathon — won, led to my internship

Won the hackathon

An app that took a text prompt, generated an image via OpenAI DALL·E 2, and minted it as an NFT on-chain.

  • Built with the then-new DALL·E 2 API + on-chain minting.
  • Winning this hackathon is what opened the door to my first professional role at Gaper.
DALL·E 2BlockchainHackathon
12project·Feb 2023·Freelance

Preperoni

First paid project

A digital SAT prep platform. A friend had the practice material; I built the product end to end.

  • Self-hosted Appwrite as BaaS on a DigitalOcean droplet (I wanted the room to experiment, not just use managed Firebase).
  • Configured SSL, domains and auth, then shipped a Next.js frontend on Vercel.
Next.jsAppwriteDigitalOceanFreelance
13project·Aug 2022·Hobby

Enrollment Planner

Hobby project as a student

Made course planning easier at university — experiment with permutations, find conflict-free schedules, visualise them.

  • Full-stack Next.js app with a course-PDF data parser.
  • React drag-and-drop + calendar view to compare schedules.
Next.jsFull-stackHobby
14edu·BS Computer Science

Lahore University of Management Sciences

BS in Computer Science

GPA 3.5 / 4.0 · Dean's Honor List

  • Coursework: Data Structures, Algorithms, Databases, Software Engineering, Distributed Systems.
Dean's Honor ListDistributed SystemsDatabases

02 · about

Istartedinfull-stackasastudent,fellintogenerativeAIwhenGPT-4landed,andspenttwoyearsshippingconsumerappstoahundredthousanddownloads.Thethroughline:IliketheunglamorousinfrastructurethatmakesaproductactuallyworkKubernetesjobs,coldstarts,agentpipelines,theharnessateamusestoship.

Umer Naeem

Software Engineer · Lahore, Pakistan

stack

Languages
TypeScriptPythonGolang
Cloud
GCPAWSAzureDockerKubernetesTerraform / Pulumi
App
Node.js / BunReactNext.jsPostgreSQL
AI
LangGraphLangchainRAGStable DiffusionGeminiGPT-4

education

Lahore University of Management Sciences
BS Computer Science · GPA 3.5/4.0
Dean's Honor ListDistributed SystemsDatabasesAlgorithms

03 · offcuts

Smaller things,
still shipped.

freelance & side work. hover to pause.

04 · contact

Let's build something.

open to interesting work in AI infra, developer tooling & product engineering.

Umer Naeem

Software Engineer · Lahore, Pakistan

© 2026 Umer Naeem