Weight-Space Programming From Scratch on Simple Tasks

Authors: Chandan Singh
Published: 2026-11-02

How to cite it

Built from the details listed on this page. Check them against the paper before you submit.

APA

Singh, C. (2026). Weight-Space Programming From Scratch on Simple Tasks. https://csinva.io/weight-space-programming-autoresearch/analyze/toy_examples/report.html

MLA

Singh, Chandan. "Weight-Space Programming From Scratch on Simple Tasks." 2026, https://csinva.io/weight-space-programming-autoresearch/analyze/toy_examples/report.html.

BibTeX

@article{singh2026weightspace,
  title = {Weight-Space Programming From Scratch on Simple Tasks},
  author = {Chandan Singh},
  year = {2026},
  url = {https://csinva.io/weight-space-programming-autoresearch/analyze/toy_examples/report.html},
}

What it is

An interactive report showing small transformer networks whose weights were written directly by an AI agent, with no training, to solve toy tasks such as bit-string parity. Every weight matrix is displayed, and code, run logs and saved programs are published on GitHub.

Topics

#weight-space-programming #interpretability #machine-learning #research

Added Nov 3, 2026 · 0 opens