
Muhammad Ishfaq
@muhammadishfaq2
Applied AI Engineer at AI Solutions Lab, building disaster-evacuation simulation data layers and production-shaped AI systems.
What I'm looking for
At AI Solutions Lab, I joined an agent-based disaster-evacuation simulation project at kickoff and am structuring building-layout and sensor time-series inputs for its data layer. At Machvis Lab, I designed and deployed a VRAM-aware job router across a three-node Apache Airflow and Celery GPU cluster.
On HaulRank, I designed and shipped a dispatch console with reproducible load scoring and fleet optimization using Hungarian assignment and OR-Tools CP-SAT. I verified the public demo with 183 adversarial end-to-end tests.
I built HERMES, a hybrid RAG research assistant with dense and sparse retrieval, reranking, and a LangGraph research flow. Evaluation on a fixed 20-question gold set reached 1.00 faithfulness, 1.00 context recall, and 0.87 answer relevancy. I’m seeking Applied AI Engineer, Data Engineer, or ML Engineer roles.
Experience
Work history, roles, and key accomplishments
AI Research Intern
AI Solutions Lab
Sep 2026 - Present (1 month)
Joined an agent-based disaster-evacuation simulation project at kickoff, working on the data layer and structuring building-layout and sensor/time-series inputs that feed the simulation.
AI Infrastructure Intern
Machvis Lab
Aug 2026 - Sep 2026 (1 month)
Designed and deployed a VRAM-aware job router across a 3-node Apache Airflow/Celery GPU cluster, querying live GPU telemetry to dynamically dispatch jobs and prevent CUDA out-of-memory failures. Built the underlying cluster infrastructure and resolved cross-machine deployment issues.
ICT Intern, SAP Functional
Fauji Fertilizer Company (FFC)
Jun 2026 - Jul 2026 (1 month)
Supported SAP S/4HANA operations across Materials Management, Sales & Distribution, and Logistics Execution, diagnosing delivery blocks and tracing documents. Authored a 14-document SAP knowledge base and analyzed 10 years of sales data to surface seasonal demand patterns.
Applied AI Engineer Intern
NexPred Solutions
Apr 2026 - May 2026 (1 month)
Supported the engineering team on Truck Checker, an edge-AI, gate-based computer-vision system for automated truck wheel-safety inspection. Contributed across the inspection pipeline from camera ingestion to per-wheel model predictions.
Education
Degrees, certifications, and relevant coursework
National University of Sciences and Technology (NUST)
Bachelor of Science, Data Science
Pursuing a Bachelor of Science in Data Science, expected to graduate in June 2027.
DeepLearning.AI
LangGraph Multi-Agent Workflow Systems, AI
Completed the LangGraph Multi-Agent Workflow Systems course.
Coursera
Google Data Analytics Professional Certificate, Data Analytics
Completed the Google Data Analytics Professional Certificate.
Stanford University
Machine Learning Specialization, Machine Learning
Completed the Machine Learning Specialization on Coursera.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
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