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stirelli/README.md

Sebastian Tirelli

Twelve years building software. Four of those leading engineering teams of 35+. Lately I write up what I find interesting. Rhythm is irregular, only when something is worth reading.

Selected projects

  • llamaindex-embedding-churn. Reproducer for a two-bug interaction in llama-index-core that silently re-embeds unchanged content across half the fsspec backend ecosystem. Three-line fix filed upstream as PR #21462. Writeup.
  • ChatGPT LightSession. Chrome extension that trims long ChatGPT threads client-side. Currently at 60,000+ users and 4.8 stars, shipped without paid distribution. Writeup.
  • CodeGraph. Local MCP server I built for Claude Code. Pre-computes a tree-sitter call graph and exposes it through six tools. On a 484-file FastAPI benchmark: 59% fewer investigation tokens, 60% fewer turns, and 82 seconds less wall time, with file recall preserved at 100%. Writeup.

Background

  • 12 years software engineering. 4 of those leading teams of 35+.
  • Built an AI SDR platform end-to-end as a solo founder (LangGraph, async workers, human-in-the-loop).
  • Worked on a hybrid retrieval stack (vector + graph + keyword) and built its benchmarking pipeline, scored against LongMemEval and LoCoMo.
  • UC Berkeley postgrad certificates in Machine Learning and AI, and Technology Leadership.

Elsewhere

sebastiantirelli.com · LinkedIn · X / Twitter · tirelli@gmail.com

Pinned Loading

  1. agentheon-overview agentheon-overview Public

    AI SDR platform using LLM agents to automate outbound workflows, with focus on personalization, deliverability, and system design.

  2. federated-churn-ai federated-churn-ai Public

    Jupyter Notebook 1

  3. bank-marketing-model-comparison bank-marketing-model-comparison Public

    Jupyter Notebook

  4. used-car-price-prediction-crispdm used-car-price-prediction-crispdm Public

    Analysis and prediction of used car prices using machine learning models following the CRISP-DM framework.

    Jupyter Notebook

  5. amazon-coupon-analysis amazon-coupon-analysis Public

    Jupyter Notebook 1