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Building Kairos
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amiteshrai/README.md

Amitesh Rai

Solutions Architect | Full Stack AI Engineer

I build Data, Analytics, and AI platforms that earn their keep and hold up under scrutiny.

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About

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.


Technical Expertise

Data & Analytics Engineering

Snowflake dbt Airflow Databricks Spark Kafka Medallion Architecture Data Quality Frameworks

Machine Learning & AI

LangGraph Claude RAG MCP PyTorch LightGBM XGBoost Prophet scikit-learn MLflow

Full Stack Development

Python TypeScript JavaScript Go React Node.js FastAPI

Infrastructure & Cloud

AWS GCP Docker NGINX Jenkins GitHub Actions

Data Stores

PostgreSQL Redis Elasticsearch


Architecture Principles

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

GitHub Stats


Let's Connect

  • 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

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