The Elixirs Lab

Services

Three ways to work with us.

Engagements ranging from short technical reviews to multi-month builds. We work best with teams that have hard problems and need real engineering, not just advice.

01

Quantitative research & ML systems

For asset managers, trading firms, and fintechs needing applied research.

  • – Strategy development and backtesting infrastructure
  • – Regime detection and risk modeling
  • – Production ML systems for trading
  • – Data pipeline architecture for tick and fundamental data

02

AI engineering & agent systems

For teams building production AI features into products.

  • – Custom agent architectures (LangGraph, custom)
  • – RAG systems at scale
  • – LLM evaluation and quality pipelines
  • – Production deployment and monitoring
  • – Safety guardrails and red-teaming

03

Data infrastructure

For organizations whose data should be working harder.

  • – Pipeline architecture and migration
  • – Warehouse setup (Postgres, BigQuery, Snowflake)
  • – Real-time analytics and observability
  • – Reporting and dashboard systems

Tell us what you're working on.

We'll respond within 48 hours.