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Ashfaque Ahmed

@ashfaqueahmed

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I build production generative AI, LLM, and computer vision systems for enterprise automation and regulated domains.

United States

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What I'm looking for

I'm looking to build and lead production AI systems that turn complex enterprise problems into reliable, scalable generative AI, ML, and real-time data products.

I've built production generative AI, LLM, and computer vision systems at Florida BrewApps, SnapTechIT, Brigit, Microsoft, and ITPREMIA. My work spans RAG, multi-agent automation, multimodal fine-tuning, fraud detection, and real-time analytics.

At SnapTechIT, I led ML and infrastructure engineers delivering Vertex AI and GKE solutions for regulated healthcare and legal workloads, sustaining 99.97% uptime. I shipped grounded question-answering systems with citations and guardrails, fine-tuned vision-language models for approximately 2× faster inference at parity accuracy, and built low-latency serving and real-time video analytics pipelines.

I bring hands-on depth in Vertex AI, GKE, TFX, Kubeflow, Kafka, Spark, Airflow, Docker, and Kubernetes, from prototype through production monitoring, controlled rollout, and GA.

Experience

Work history, roles, and key accomplishments

Current

Senior Machine Learning Engineer

Current

BrewApps LLC

Sep 2025 - Present (1 year)

Architect and deliver production-grade Generative AI and LLM applications, integrating RAG, prompt engineering, vector search, and agentic workflows. Design RAG pipelines with grounding, evaluation, and guardrails, and deploy scalable ML/LLM services on Google Cloud Vertex AI and GKE.