Mohammed Farhan B.
Ai Engineer @Ml Arteka
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WORK HISTORY
Ai Engineer @Ml Arteka
Toronto, ON, CA
Financial Document Intelligence Platform- Built and deployed an AI-driven platform in production for extracting, benchmarking, and reporting credit card and loan data for a fintech corp. — cutting manual analysis time from 2 weeks to 99.9% uptime with fault-tolerant orchestration, retries, and deep logging. AI-Driven Estimation Accelerator- Designed an LLM-based estimation tool converting BRDs into effort-scored project plans, reducing estimation cycles by 80%- Built a 5-agent workflow pipeline for refining requirements, generating sub-questions, and mapping effort using org-specific reference data- Parsed unstructured BRDs into structured JSON using LlamaParse and custom preprocessors- Developed a React based AI app for non-technical users to generate reports without SME intervention- Enabled concurrent processing with stateless orchestration.🧠 Code Intelligence System- Built a secure, Neo4j-based accelerator that generates knowledge graphs from full Java repos — enabling context-rich reasoning over millions of LOC- Developed a modular LlamaIndex-based query engine supporting both business and technical insights, for non-technical personnel to understand the codebase- Delivered high-level summaries via graph clustering (Leiden) for PMs, QAs, and architects, using parallelized async pipelines.🧩 Additional Contributions- Designed multiple enterprise cloud technical architectures with Azure & AWS for AI project proposals, leading to onboarding of 2+ enterprise clients- Created 5+ PoCs and demos, accelerating internal buy-in and partner engagements.
EDUCATION
University of Windsor
Master of Science - MS
Vellore Institute of Technology
Bachelor of Technology - BTech
ABOUT MOHAMMED FARHAN B.
AI Engineer driving innovation at the intersection of LLMs, multi-agent systems, and cloud-native architecture. I specialize in building production-grade AI solutions—ranging from RAG pipelines, fine-tuning and accelerators to intelligence platforms—delivering real business impact. With a solid foundation in Computer Science (MSc, OGS Scholar), I’ve led complex projects across fintech, education, and research. Whether it\'s parsing complex documents, architecting resilient pipelines, mentoring students, or collaborating with SMEs—my goal is to bridge the gap between technical innovation and real-world usability. I\'m also passionate about knowledge-sharing, building connections and simplifying AI for non-technical teams. Let’s connect and build meaningful solutions.
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