milan@mathew:~$ whoami
About
AI Platform Engineer in Bengaluru, IN.
Milan Bins Mathew
AI Platform Engineer
- Working on
- Building a multi-agent RAG system for real-time financial document analysis
- Reading
- "Designing Data-Intensive Applications" - Martin Kleppmann
- Based in
- Bengaluru, IN
Software Engineer building scalable AI-native data platforms and autonomous agentic systems, with a track record of cutting cloud costs by 50%+ while driving large-scale platform automation and reliability. When I'm not shipping models, I write about data systems and AI architecture.
At MiQ I work on platform architecture for large scale data and AI workloads, from Kubernetes and Databricks infrastructure to the internal tools other engineers build on. Outside of that, I publish essays on the same problems.
Experience
April 2025 to Present
Software Engineer II
MiQ
- Platform Architecture: Orchestrating scalable data/AI infrastructure using Kubernetes and Databricks, enabling seamless deployment of large-scale analytics workloads.
- Efficiency & Reliability: Engineering high-availability distributed systems with a focus on cost-efficiency, leading to measurable reductions in cloud compute waste.
- Developer Experience (DevEx): Building reusable frameworks and internal CLI tools that standardize AI workflows across the organization.
July 2023 to March 2025
Software Engineer I
MiQ
- Modernization: Spearheaded the migration of legacy Spark workloads to cloud-native platforms, improving data reliability and system maintainability.
- Data Governance: Engineered internal discovery systems to automate data lineage and governance, ensuring compliance across distributed datasets.
- Automation: Streamlined deployment pipelines via CI/CD, reducing production deployment failures by 33%.
Jun 2022 to Jan 2023
Prism Intern
Samsung R&D Institute, India
- NLT Transformer: Built Indo-English Code switched model for the Samsung AI Intelligence platform.
Capabilities
The tools I reach for most across data platforms, machine learning, and delivery.
ML & AI
PyTorch, Crew AI, Vertex AI, LangChain, OpenAI API, RLHF
Data Engineering
Apache Spark, dbt, Airflow, Kafka, Snowflake, Databricks, duckdb, Apache Pinot
MLOps & Infra
Docker, Kubernetes, MLflow, Ray, AWS SageMaker, LangGraph, Ollama
Languages
Python, SQL, TypeScript, Rust, Bash