Muhammad Jawad Ayub Gondal
Agentic AI Full-Cycle Engineer · Islamabad

Muhammad Jawad
Ayub Gondal

I take AI products from idea to deployment — designing, building, and shipping agentic systems end to end. Retrieval pipelines, tool-using agents, and the glue that keeps them reliable in production. Currently at MindHYVE.ai.

Available for work
01 / About

Building agents,
that ship.

I'm an Agentic AI Full-Cycle Engineer based in Islamabad. At MindHYVE.ai I own products end to end — designing, building, integrating, and deploying complete AI systems solo, working alongside AI-assisted development to move fast without losing precision.

Before MindHYVE I built across AI Mark Labs, Metrico Dev, ITSOLERA, and years of freelance work — RAG systems, tool-using agents, chatbots, and the data pipelines behind them. My stack is Python, FastAPI, LangChain, LlamaIndex, CrewAI, Anthropic and OpenAI APIs, Pinecone, and Weaviate, with Next.js on the front end.

I hold an MS in Systems Engineering from PIEAS and a BS in Electrical Engineering from GIK Institute. I care about making models reason reliably in production, not just in demos.

5+
Projects shipped
16
GitHub repos
MS
Systems Engineering
02 / Projects

Selected work

01
AI Video

Reelcraft

AI video generation studio

Text or image to vertical reel, powered by fal.ai across multiple models. Built end to end with a streaming generation UI and model routing.

Next.js 14TypeScriptTailwindfal.ai
02
RAG

Agentic RAG System

Production retrieval pipeline

Agent-driven retrieval with query rewriting and grounded generation. Designed for reliable answers over enterprise knowledge bases.

LangGraphPineconeOpenAIPython
03
Speech-to-Text

Transcription Service

Speech-to-text, served as an API

Audio transcription pipeline that streams uploads through faster-whisper for fast, accurate speech-to-text behind a FastAPI service.

FastAPIfaster-whisperPython
04
Multi-LLM

AI News Generator

Multi-LLM editorial workflow

Gathers, edits, and analyzes news across multiple language models, then turns the result into curated, structured insights.

PythonOpenAILLMs
05
Game · Live

Slide Worlds

Puzzle game shipped on Google Play

A sliding puzzle game built solo end to end, from gameplay and level design to store submission and release.

UnityC#
03 / Experience

Where I've worked

01

Nov 2025 — Present

Islamabad

MindHYVE.ai

Agentic AI Full-Cycle Engineer

One-product, one-developer ownership — designing, building, integrating, and deploying complete AI products end to end with AI-assisted development.

02

Jul 2025 — Sep 2025

Islamabad

AI Mark Labs

AI/ML Data Engineer

Built AI workflows, RAG systems, agents, and chatbots for Evolo AI, plus data engineering and RESTful APIs.

03

Nov 2024 — Jun 2025

Islamabad

Metrico Dev

Software Engineer (AI & Analytics)

Research on quantum neural networks for network intrusion detection, alongside applied AI and analytics engineering.

04

Jul 2024 — Oct 2024

Islamabad

ITSOLERA

Generative AI Engineer

Built an AI news generator, a ChEMBL-based drug-discovery system, and a multi-agent parenting assistant using LangChain, Gradio, and Cohere.

05

Feb 2023 — Jun 2025

Islamabad

Freelance

AI Engineer

LangChain and LLM model development, ML and deep learning, agent-based systems, and Python ETL pipelines for clients.

04 / Skills

Technical fluency

AGENTIC & LLM

  • LangChain
  • LlamaIndex
  • CrewAI
  • LangGraph
  • RAG
  • Tool Use

MODELS & APIS

  • Anthropic API
  • OpenAI API
  • Fine-tuning
  • Prompt Engineering
  • Embeddings

BACKEND & DATA

  • Python
  • FastAPI
  • Pinecone
  • Weaviate
  • PostgreSQL
  • REST

FRONTEND & TOOLS

  • Next.js
  • TypeScript
  • React
  • Tailwind
  • Docker
  • Git
05 / Contact

Let's build
something real.

If you're hiring for a remote AI or Forward Deployed Engineer role, or you need an agentic system built right, I'd like to hear from you.

Ask me anything about Jawad