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AI & Software Engineer with 3+ years of experience building production-grade intelligent systems — LLM-powered platforms, RAG pipelines, computer vision, and NLP automation. Currently architecting MustHire, an AI-powered recruitment SaaS for Must Company (Singapore). Specialized in FastAPI, Google Gemini, LangChain, and end-to-end AI product development with measurable business impact.
Virtual Univeristy Of Pakistan
Bachelaurs · Computer Science
October 10, 2021 – September 23, 2026
Cultural Fit Analysis
The candidate has experience working in remote roles and across different geographies (Singapore, Canada, Pakistan), indicating adaptability. The diverse project portfolio, including an AI recruitment platform, customer support chatbot, and object detection systems, suggests a broad interest in applying AI to various domains. However, the lack of explicit team collaboration or leadership roles in the experience descriptions makes it difficult to fully assess cultural fit beyond technical contributions.
Soft Skills & Operational Fit
The resume highlights a strong focus on problem-solving and efficiency improvement through AI solutions. The candidate's experience in architecting and deploying production systems suggests good operational fit. However, without direct assessment data, soft skills like teamwork, leadership, and adaptability cannot be fully evaluated.