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Syfullah Mohammad

@syfullahmohammad

Senior AI Engineer at Humana building Agent Assist on GCP/GKE with Vertex AI and Gemini.

At Humana, I engineer and support Agent Assist on GCP/GKE using Vertex AI, Gemini, and agentic workflows. I improve reliability with retries, caching, health checks, and fallback handling.

I lead production investigations across LLM services, APIs, Kafka/Flink, WebSockets, and CRM integrations, driving root-cause analysis and corrective action. I also design secure integrations using Private Service Connect and VPC Service Controls.

At Advanced Micro Devices, Inc. (AMD), I automated ROCm installation and validation across Linux distributions, reducing validation time by approximately 70%. I also built a containerized quick_install tool and designed LLM log triage to cluster errors and summarize likely root causes.

Experience

Work history, roles, and key accomplishments

Current

Senior AI Engineer

Current

Humana, Inc.

Jan 2026 - Present (8 months)

Engineer and support Agent Assist on GCP/GKE using Vertex AI/Gemini, Model Armor, and agentic workflows. Lead production investigations and improve reliability through retries, caching, and secure integrations.

GCP GKE Vertex AI Gemini Model Armor Agentic Workflows Kafka Apache Flink WebSockets CRM Integration Private Service Connect GCP VPC Service Controls DLP Incident Response RCA Retry Strategies Caching Health Checks Traffic Management

SW Developer / ML PMO

Advanced Micro Devices, Inc.

Jun 2024 - Dec 2025 (1 year 6 months)

Automated ROCm installation, validation, and removal across 9+ Linux distributions through CI/CD, reducing validation time by approximately 70%. Built a containerized quick_install tool and designed schema-driven LLM log triage using Mistral/Llama models.

ROCm CI CD Linux Docker Python Mistral LLaMA LLM Log Analysis rpm Dependency Analysis Automation

Software Engineer

Nissan Motor Co., Ltd.

Dec 2020 - Jul 2022 (1 year 7 months)

Led Python-based infotainment test automation using Robot Framework, Jenkins, and Docker, including hardware-in-the-loop and Bluetooth-pairing scenarios. Implemented computer-vision checks for UI regressions and received a BRAVO Award for troubleshooting and client support.

Python Robot Framework Jenkins Docker Computer Vision Testing Automation Hardware In The Loop Bluetooth