Andrew Long
I am Andrew Long, a seasoned AI/ML software engineer with 10+ years of experience across the full machine learning life cycle.
About
I am Andrew Long, a seasoned AI/ML software engineer with 10+ years of experience across the full machine learning life cycle. I design and ship end-to-end data pipelines, scalable inference services, and cloud-native ML platforms on AWS and Kubernetes, delivering robust systems that scale with user needs. I enjoy turning ambitious ideas into practical, measurable outcomes while mentoring teammates and collaborating across disciplines.
In my work, I prototype agent-based workflows, experiment with prompting strategies, and build ML Ops pipelines to accelerate product insights. I’m passionate about delivering reliable performance at scale, improving model quality, and creating positive, impactful outcomes for users and stakeholders.
- 11 years' experience
- Joined November 2025
Industry experience
- Healthcare
- Software & Internet
- Professional Services
- Education
- Gaming
- Media & Entertainment
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Work experience· 7 roles
Experienced full-stack and AI engineer leading the design, development, and deployment of AI-augmented end-to-end software systems. Built scalable microservices, integrated ML models into production pipelines, and improved data quality, model accuracy, and system reliability. Collaborated with product, data, and infrastructure teams to drive impact, optimize performance, and deliver user-centric solutions at scale.
Architected and developed scalable backend services and APIs, enabling reliable data flow and high-performance model serving across distributed systems. Built production-grade AI-enabled features and data pipelines, supporting millions of users across iOS, Android, and web platforms. Implemented end-to-end ML workflows, including model training, evaluation, and real-time inference, with robust monitoring and scalability in mind. Led continuous integration/continuous deployment (CI/CD) pipelines and cloud-native deployments to deliver rapid, high-quality updates.
Built a genetic AI system using LLMs and LangChain to automate customer feedback synthesis and product insight generation across internal product workflows. Designed evaluation harnesses, embedded motif testing, and agent behaviors through research spikes to validate prompting strategies and tool orchestration prior to production deployment.
Education· 6
Certifications and awards· 8
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