Labs

Open code, small experiments,
the things I build between engagements.

Public experiments in conversational AI, evaluation, and product design.

Featured lab

Intent Tetris

A fast intent-classification game built from the messiest part of conversational AI: deciding what a customer actually wants when context, emotion, and overlapping topics obscure the primary goal.

Hosted on Google Cloud Run · paired with the intent taxonomy case study

  • Open source

    RAG Pipeline Comparison

    Three retrieval configurations run against the same help-center corpus with one eval harness: chunk size and overlap swept across dense retrieval, comparing cosine similarity against MMR. The numbers picked the winner, not the demo.

    Companion to the RAG case study

    • Python
    • Dense retrieval
    • Cosine vs MMR
    • Eval harness
  • Open source

    Ecommerce AI Trends (Q1 2026 data study)

    A reproducible data study behind the essay "Ecommerce AI Hit an Inflection Point." It pulls thousands of real GitHub projects, runs topic modeling and a text classifier over them, and charts the trajectory. Plain Python, no API key.

    Quiet category to a crowd: ~20x in two years

    • Python
    • scikit-learn
    • TF-IDF + NMF
    • GitHub API
    • Reproducible
  • Open source

    AI Research Assistant

    A LangGraph prototype where a coordinator agent routes work to research, analysis, and writing agents, with hybrid RAG and an output verification pass. Built to think through multi-agent routing, not to run your production workload.

    Prototype · architecture study

    • Python
    • LangGraph
    • Claude
    • Tavily
    • Hybrid RAG
  • Open source

    Prompt Comparison Tool

    A small Python tool that runs the same question through different prompt strategies (direct, structured, chain of thought) and lays the results side by side with timing and token counts. A quick check before a real eval harness exists.

    Small utility · Python

    • Python
    • Prompt strategies
    • Side-by-side runs

Work with me

Two ways to work with me.

Consulting through ICXA few consulting engagements each quarter through Intelligent CX Consulting . Start at services.

Hiring ChristiOpen to conversational AI, AI product, and applied AI roles. View my résumé.