Plan for failure.
I plan for failure before I plan for features, because I learned embedded systems first. Inputs get lost. Models drift. Systems need a way back.
A LITTLE MORE ABOUT THE PERSONI build, test,
I build, test,
and deploy.
LLM engineer and AI automation engineer in Lahore, building systems that hold up outside the demo.
I’m Manaal Pervaiz, an LLM engineer and AI automation engineer based in Lahore, Pakistan.
I’m in my fifth semester of a BS in Embedded Systems at the University of Lahore, with a CGPA of 3.93/4.0. That background is why I plan for failure before I plan for features.
At CloudPilot UK I work on enterprise RAG: document extraction, chunking, embeddings, PostgreSQL with pgvector, and self-hosted Llama served with vLLM. I also build MCP-based governance workflows for question generation, scoring, and gap analysis.
On Fiverr I build WhatsApp assistants, real-time voice agents, AI receptionists, and email automation for clients in the US, UK, and Middle East. At Afrium I do EEG/BCI benchmark research and lead a team.
Take a look at the workA FEW THINGS I BELIEVEGood systems start
Good systems start
with honest tests.
Measure it honestly.
Benchmarks with separate splits and leakage tests. If a model is only slightly above chance, I say so and explain what that means.
Make it usable.
An agent that cannot handle an interruption or a missing document is not finished. Reliability is part of the product.
Four roles.
One thread.
2026 TO NOW
CloudPilot UK · LLM Engineer
Build enterprise RAG architecture: document extraction, chunking, embeddings, PostgreSQL with pgvector retrieval, and self-hosted Llama served with vLLM. Also build MCP-based governance workflows for question generation, scoring, and gap analysis.
APR 2026 TO NOW
Fiverr · AI Automation Engineer
Build WhatsApp assistants, real-time voice agents, AI receptionists, email automation, and APIs for clients in the US, UK, and Middle East.
2026 TO NOW
Afrium · AI Researcher and Leading Team Member
Ranked 2nd with 97/100 in the research assessment. Work on EEG/BCI benchmark research. Promoted from Founding Campus Ambassador, selected from 500+ applicants.
JUL TO AUG 2026
InventaCore · Generative AI Intern
Built a document intelligence assistant and a lead automation system.
Have an idea?
Let’s build it.
I’d love to hear what you’re working on.