Muhammad Tayyab
Senior AI Engineer
Senior AI Engineer · Open to Consulting
Seven years shipping production systems.
Now I build AI that has to survive them.
01/About
Experience:
7+ Years
Speciality:
Multi-Agent LLM
Systems & Evals
Education:
MS in AI &
BS Computer Science
Taught:
6,000+ Engineers
Location:
Islamabad,
Pakistan
Availability:
Open to independent
AI consulting
I'm an engineer first. That is what makes the AI part actually work.
Seven years shipping and scaling production software, most of it Ruby on Rails microservices in consumer fintech, before I moved into AI. I started as a Rails developer, grew into a Senior Software Engineer designing services for hundreds of thousands of users, introduced Kafka to decouple a growing system, and now work as a Senior AI Engineer building multi-agent LLM applications in production.
That background is the point. Most AI work fails at integration, not intelligence. Wiring an LLM into a legacy codebase, keeping it reliable with evaluation pipelines, deciding what happens when it is wrong, and standing it up on real infrastructure (AWS, Kubernetes, PostgreSQL, Redis) is engineering, not prompting. I've spent years on the unglamorous half, which is exactly the half that breaks in production.
I hold a Master's in Artificial Intelligence and a strong system design foundation, and I've led delivery as a Technical Lead across mobile, web and backend teams. I also train engineers in applied and agentic AI, because teaching a hard concept to a room is the fastest way to prove you actually understand it.
Today I build production multi-agent systems, AI evaluation pipelines and LLM integrations with legacy platforms, and I'm available for independent consulting with enterprise teams.
02/Capabilities
03/Selected Work
Featured · AI for Education
01
A dropout-risk early warning system for Pakistani girls' schools. Deterministic rules count the signals; Gemini reads the story and must cite its evidence. Winner at AI Seekho Builders Day 2026.
Featured · Multi-Agent AI
02
An AI system that drafts, safety-gates and publishes public content autonomously. A deterministic spine sequences every critical step, a three-layer fail-closed judge screens every draft, and operators retain absolute control. Live on Kubernetes three months from first commit.
AI & Platform Systems · 2022 – 2026
The Engineering Era · 2019 – 2023
04/Services
Getting LLMs and agents into production, not just prototypes
Integrating AI into existing, real-world systems at scale
System design for AI-ready platforms, and training your engineers
05/Experience
Available for independent AI consulting with enterprise teams. Focus on LLM adoption and strategy, multi-agent system design, and integrating AI into systems that are already in production.
Progressed from Rails Developer to Senior Software Engineer to Senior AI Engineer. Designs and deploys autonomous multi-agent LLM applications in production, integrating the Claude SDK with legacy Rails systems, and leads LLM adoption across departments. Earlier, shipped scalable Rails microservices serving hundreds of thousands of users and introduced Kafka for inter-service messaging.
Led a team of five Flutter developers. Built a university admissions platform used by 40+ universities and agencies, and a fair management system processing 5,000+ attendees per event. Automated AWS deployments with Docker, Terraform and CI/CD.
Built Ruby on Rails APIs and a ReactJS frontend for Dealty, a US real estate platform, delivering full-stack features for a global client base.
Worked on Oracle Flexcube banking software, building the Profit Distribution Management System for Islamic banking operations, with deep SQL and large data work.
By the numbers
7+
Years Engineering
6,000+
Engineers Trained
690+
Production Commits
06/Teaching
Teaching a hard concept to a room is the fastest way to prove you actually understand it.
Teaching applied and agentic AI to give back to Pakistan's tech community. Trained 6,000+ participants in LLM fundamentals, prompt engineering and everyday AI tooling through a joint AISkillBridge and HEC programme, plus a 100 student agentic AI cohort covering multi-agent design, tool use and practical workflows.
Curriculum
AISkillBridge & HEC
6,000+
Participants trained
Agentic AI cohort
100
Students, multi-agent design
07/Feedback
His ability to quickly understand complex problems and deliver optimal solutions is truly extraordinary. We have successfully developed numerous web and mobile applications together, and his work always exceeds expectations.
Ahmed Darwish
CEO at OK TAMAM
The experience with Muhammad was exemplary. From quality of code to transparency, communication and fluently speaking English — I highly recommend Muhammad. Give him a chance to prove his skills and you won't be disappointed.
Marius Pop
Client via UpWork
Muhammad is a reliable and talented software developer. His ability to bridge cutting-edge AI capabilities with practical engineering made our product truly stand out.
Fiverr Client
Freelance Project
08/Awards and Education
Education
2021 – 2023
Bahçeşehir University
MS Computer Engineering (AI)
2015 – 2019
FAST-NUCES
BS Computer Science, Silver Medalist
Awards
2026
AI Seekho Builders Day
Winner, NIC Islamabad
2019
ACM-ICPC
Runner-Up, Competitive Programming
2019
PASTIC-UAF ICT Expo
Winner
2015
Intra-FAST Battle 101
Winner
Languages
Fluent
English, Urdu, Punjabi
