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2 changes: 1 addition & 1 deletion CITATION.cff
Original file line number Diff line number Diff line change
Expand Up @@ -6,7 +6,7 @@ authors:
- family-names: "Fossouo"
given-names: "Martial"
repository-code: "https://github.com/rustnew/precog-trainability"
url: "https://github.com/NEURAX-canvas/PRECOG"
url: "https://github.com/rustnew/precog-trainability"
version: 0.1.0
date-released: "2026-09-02"
license: MIT
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19 changes: 10 additions & 9 deletions README.md
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Expand Up @@ -9,11 +9,13 @@ A research prototype testing whether "zero-cost" signals computed on an
hyperparameters will actually train well. Full spec in [docs.md](docs.md).
**[Project page →](https://rustnew.github.io/precog-trainability/)**

This is a curated subset of a larger project. It exists to show three
things honestly, in order: **a real positive finding, a headline number
that turned out to be wrong and how we caught it, and a mechanistic bug we
found but could not fix.** If you work in NAS / zero-cost proxies /
meta-learning, the last two sections are where we'd like your help.
Maintained by a small applied-research team, hosted here under a
personal account for now. This is a curated subset of a larger project.
It exists to show three things honestly, in order: **a real positive
finding, a headline number that turned out to be wrong and how we caught
it, and a mechanistic bug we found but could not fix.** If you work in
NAS / zero-cost proxies / meta-learning, the last two sections are where
we'd like your help.

## TL;DR

Expand Down Expand Up @@ -183,10 +185,9 @@ rerunning any training.
## What this is not

Not a finished system. No gate in the full spec's success criteria is met
yet (see [docs.md §17, §26](docs.md)). This is a snapshot of an ongoing,
openly-documented research effort — the full project (40+ dated reports,
every negative result kept) lives at
[github.com/NEURAX-canvas/PRECOG](https://github.com/NEURAX-canvas/PRECOG).
yet (see [docs.md §17, §26](docs.md)). This is a curated public snapshot
of an ongoing, openly-documented internal research effort (40+ dated
reports, every negative result kept).

## Repository layout

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