OpSafari/hypoarena

Scientific hypothesis-discovery workbench: grounded hypothesis-evidence graphs, synthetic literature with planted causal chains, generate-debate-evolve loops over pluggable offline adapters, Elo tournaments recovering planted skill order, paraphrase dedup, Bayesian evidence accumulation, reproducible reports. NumPy core, CPU-only torch extra.

Science & researchPython

8.0 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score. Star growth looks organic. Data as of September 30, 2026, 09:19 UTC.

Open on Seismograph Open on GitHub

About the project

Fully offline workbench for testing components of scientific hypothesis-discovery pipelines: hypothesis/evidence graphs, synthetic literature with planted causal chains, paraphrase dedup, Elo tournaments, and Bayesian evidence accumulation. NumPy core, PyTorch only as an optional trainable-ranker demo.

Useful for

Run the demo pipeline and check whether planted causal chains are recovered
Measure paraphrase-dedup recall/precision on a synthetic corpus
Verify that an Elo tournament recovers a planted hypothesis skill order

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate.

Why it’s trending

470 stars so far today, about 757 expected by the end of the day.
The repository is 0 days old and already has 544 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
Top new repositories this week: #16.
About 280 forks a day — people are taking the code.

Stars per day

Bars are daily stars, the line is the usual pace. Red marks spike days.

Numbers

Total stars: 544
Today: 470 · ≈ 757 by evening
Forks: 27
Issues and pull requests: 15
Watchers: 0
Language: Python
License: MIT
Created: September 30, 2026
Last push: September 30, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in

September 30, 2026Top new repositories this week: #15

README badge

Paste it into your README — the badge shows the current magnitude and links to this page.

[![Seismograph](https://gitnova.dev/badge/OpSafari/hypoarena.svg?lang=en)](https://gitnova.dev/en/r/OpSafari/hypoarena)

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