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noah-chelednik/README.md

Founder, Chedai LLC. Comprehensive Designer: publishing systems, dataset construction, and human–AI workflow architecture as one integrated practice.

I build working systems with large language models and document them so the work holds up to scrutiny. Local inference, deterministic validation, measurement before claims.

Focus areas

Local-inference publishing and dataset pipelines Deterministic validation of model output Human–AI workflows that can be understood and audited Methods that prioritize clarity, traceability, and durability

Selected open source public work

  • LLM Export Analytics: tooling for analyzing ChatGPT and Claude export data, built with privacy, measurement, and reproducibility in mind. Includes a published methodology.
  • VCAT: a structured-data toolkit for the Voynich Manuscript, with automated test coverage. Published on GitHub and Hugging Face.
  • The Muser: an open-source natural-language music composition system in Python that orchestrates multiple AI models through an agent loop. MIT licensed.

Operating principles

  • Clarity over cleverness
  • Measurement before claims
  • Documentation as a first-class artifact
  • Build for durability, not visibility

-N. Chelednik, Printer

Popular repositories Loading

  1. llm-export-analytics llm-export-analytics Public

    Privacy first toolkit for analyzing your ChatGPT and Claude exports. Model tracking, prompt effectiveness analysis, cost efficiency metrics (POD/DLOD/POE), topic classification, and industry benchm…

    Python 8

  2. the-muser the-muser Public

    The open-source alternative to Suno and ElevenLabs Music. Natural language music composition, run locally, own everything.

    Python 8 1

  3. voynich-data voynich-data Public

    Voynich Computational Analysis Toolkit - Data Infrastructure

    Python 6

  4. noah-chelednik noah-chelednik Public

    I work at the intersection of human thinking and AI systems, with a focus on LLM analytics, evaluation, and practical tooling. This repository serves as the anchor for my public technical work, inc…

    1