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Max17190/README.md

Hi, I'm Max Loffgren.

I'm a Member Technical Staff at Firecrawl and CS at Rice University. My research focuses on LLM faithfulness and mechanistic interpretability, measuring when chain-of-thought steps reflect what drives model outputs.

Research

Mechanistic Evidence for Faithfulness Decay in Chain-of-Thought Reasoning Introduces NLDD, a logit-space metric for CoT step faithfulness via counterfactual corruption. ICLR 2026 LIT Workshop. Code: NLDD-CoT.

Projects

Amazon Inventory Monitor Real-time restock monitor for high-demand Amazon products, async batch polling with transition alerts for restocks. 100ms p50 restock latency from us-east-1.

I'm based in San Francisco. You can find more on LinkedIn.

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  1. open-max open-max Public

    Minimal Rust terminal harness for coding. Small, extremely fast, and self-extensible.

    Rust 4

  2. amazon-monitor amazon-monitor Public

    Amazon Product Monitor

    Python 1

  3. firecrawl/firecrawl-mcp-server firecrawl/firecrawl-mcp-server Public

    🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.

    TypeScript 7.3k 865

  4. nldd-cot nldd-cot Public

    Official implementation of Mechanistic Evidence for Faithfulness Decay in Chain-of-Thought Reasoning

    Jupyter Notebook 1