Solutions Architect | Full Stack AI Engineer
I build Data, Analytics, and AI platforms that earn their keep and hold up under scrutiny.
I'm a polyglot engineer with 10+ years designing and shipping production systems across retail, fintech, and healthtech. I architect the systems, run the teams that keep them honest, and write the production code - often all three in the same week.
By day: leading data and AI engineering across enterprise engagements - pricing intelligence, demand forecasting, and the data platforms underneath them.
By night: building Kairos - compose your edge.
I model systems around the business domain, not the database schema: boundaries drawn where the domain has real seams, explicit contracts between them, and a thin core that orchestrates the focused modules doing the work.
Snowflake dbt Airflow Databricks Spark Kafka Medallion Architecture Data Quality Frameworks
LangGraph Claude RAG MCP PyTorch LightGBM XGBoost Prophet scikit-learn MLflow
Python TypeScript JavaScript Go React Node.js FastAPI
AWS GCP Docker NGINX Jenkins GitHub Actions
PostgreSQL Redis Elasticsearch
I design systems with these non-negotiables:
- Decoupling - clear boundaries, explicit contracts, no hidden dependencies
- Single source of truth - one place per fact, held there by structure rather than convention
- Validate at the boundary - fail fast on bad input; the core trusts its data
- Lineage and traceability - every number can answer for itself, in the audit or the boardroom
- Idempotency - operations safe to retry; a 2am failure is a re-run, not an incident
- Security and compliance - authN/authZ and audit trails as foundations, not bolt-ons
- Open to senior roles and select consulting in data, analytics, and AI
- Happy to talk data engineering patterns, agentic AI, and ML in production
- Reach me at amiteshrai@outlook.com


