I engineer AI agents that hold up in production.
Hi, I'm Huzaifa. AI Engineer from Lahore with 3+ years putting LangGraph and CrewAI agents, MCP servers and RAG over 10M+ documents into production.
Also available for consulting →
Six layers. I build every one of them.
Demos stop at the model. Production systems need an interface, orchestration, tools, memory, retrieval and the right model behind each step. Keep scrolling to take one apart.
Hover a layer to identify itWhere people meet the agent.
Dashboards, chat and voice front ends that keep a human in the loop and show what the agent did and why.
State graphs, not prompt chains.
Multi-agent workflows with explicit state, retries, guardrails and human checkpoints.
Agents that can act on real systems.
MCP servers and typed tool APIs that connect agents to company data, browsers and internal services.
Every decision is stored and auditable.
Conversation state, versioned business rules and audit tables, so a run can be replayed and explained.
RAG over 10M+ documents.
Chunking, hybrid search and re-ranking tuned on evaluation sets, not on a demo query.
The right model for each step.
Frontier APIs where quality matters, open models where cost and privacy matter, fine-tuned when needed.
Systems in production
Production systems I designed and built, with the stack and the result each one delivered.
All work →Payroll Automation
Legal RAG for a UK Law Firm
Deep Research Sales Agent
B-Master Multi-Agent Platform
Two minutes to meet me.
Who I am, what I build and how I work with teams.
Watch on AboutAI research, explained
I break down new AI papers for builders: what changed, why it matters and how to use it. Plus build-along videos on agents, MCP and RAG.
All videos →Guides from production
Long-form guides on agents, RAG and MCP.
All guides →Claude Code: Complete Guide to Installation, Usage, Commands & Latest Models (2026)
RAG Complete Guide: Retrieval-Augmented Generation Architecture, Implementation & Best Practices (2026)
Model Context Protocol (MCP) Complete Guide: Build, Connect, and Deploy Tool Servers (2026)
Let's build something real.
I reply within a day and I'm happy to do a technical interview or a take-home task.
huzaifatahir7524@gmail.com