Composable computational-science methodology skills for AI research agents — pre-registration over TDD. A science-domain reimplementation of Superpowers.
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Updated
Aug 18, 2026 - Shell
Composable computational-science methodology skills for AI research agents — pre-registration over TDD. A science-domain reimplementation of Superpowers.
Pre registration utility
Verification for the agent era. Your coding agent's PR summary cannot lie about its diff - one CI line. Plus the research: the first map of which AI minds can read each other. Every claim machine-verified against committed receipts, negatives included. pip install styxx
Node.js SDK is a connector library for the insanely fast CentralNic Reseller (formerly RRPProxy) Backend API.
A theta-driven CA1 spiking model in which the standard gamma statistic reports the drive's harmonic comb rather than the rhythm, and no screen recovers it. Code, run logs and figures for the preprint.
In this repository you are going to find the documents we produced to support the discussion in our Digital Methods of the Month. These documents will help you orienting yourself if you want to pickup the method in your research. Go to the readme file
A Quarto preregistration template for preregistering ecological modelling studies
Measuring how much of the INR weight-space perception gap is parameter symmetry. Exact D∞≀Sₙ characterization for sine networks, an orbit-only intervention that isolates what the group alone costs, and a phasor-graded reader placing 3rd/3rd/2nd on the standard INR benchmarks. Pre-registered; every prediction scored.
GO/GOLANG SDK is a connector library for the insanely fast HEXONET Backend API.
Designing, Evaluating and Testing Preregistration Templates for Ecology and Conservation
Python SDK is a connector library for the insanely fast HEXONET Backend API.
🪞 Catch false positives/negatives in AI eval claims — pre-registration, fair-baseline, small-sample CI. Zero training, zero deps.
BITSS Reproducibility Workshop, New Delhi March 2017
A method for keeping AI-assisted research honest: pre-registration + an independent agent that recomputes every claim from raw data. Forged on markets — 16 certified dead hypotheses. Runnable demo included.
Cross-asset price impact is set-identified, not point-identified: the confounding gap has rank at most K + rank(B). A diagonal truth still yields a dense cross-impact matrix, and the trades immune to the resulting cost error form a large but measure-zero subspace. Preregistered and reproducible.
Lesson templates for use with the UKRN Workshop Builder
An evaluation methodology for context-augmentation experiments: a format-matched control that separates whether added context helps because of its information or its format. Pre-registered instrument, mutation-audited scorer, worked example in SVG reference resolution.
Java SDK is a connector library for the insanely fast HEXONET Backend API.
Study 1 of the Hebbian Belief-State World Model: does a BDH core's plastic synapse state encode linearly readable beliefs? A preregistered negative result.
Pre-data recovery tests for planned study designs: simulate whether a planned design-analysis pair can recover its target estimand, with PASS/RISK/FAIL verdicts under versioned threshold profiles. Companion R package to the recovery-test methods paper.
To associate your repository with the preregistration topic, visit your repo's landing page and select "manage topics."