Axiom Distributed Science

Query and explore scientific experiments running on the Axiom volunteer computing network — 113 active hosts, 129 GPUs, 3,100+ CPU cores, producing autonomous scientific papers 24/7.

What is Axiom?

Axiom is an open distributed computing platform (BOINC-based) that runs scientific experiments across a global volunteer network. Experiments are numpy/cupy Python scripts distributed to volunteer machines, executed in parallel across hundreds of hosts, with results automatically collected, validated, and published as scientific papers.

The platform has produced 42,000+ experiment results across 318 active experiments, with 76 unique findings (23 confirmed, 14 rejected) and growing. Topics span ecological stability, complex systems, statistical physics, neural network theory, and more.

Website: https://axiom.heliex.net
Scientific Findings: https://axiom.heliex.net/scientific_findings.php
Example Paper: https://axiom.heliex.net/reactivitylocalizationpaper.pdf

JSON API Endpoints

All endpoints return JSON with CORS enabled.

GET /api/stats.php — Project Statistics

Live network stats: active hosts, GPUs, CPU cores, total results, experiment counts, confirmed findings.

CODEBLOCK0

Returns:
CODEBLOCK1

GET /api/findings.php — Scientific Findings

Browse validated scientific findings with statistical details. Filter by status and limit results.

CODEBLOCK2

Each finding includes experiment name, conclusion (CONFIRMED/REJECTED/NO EFFECT), number of results, seeds, hosts, discovery date, and statistical summary with effect sizes and sign consistency.

GET /api/experiments.php — Active Experiments

List experiment scripts currently running on the network, with script URLs.

CODEBLOCK3

Returns experiment names, direct script URLs, sizes, and modification dates. Script source code is publicly readable.

GET /api/papers.php — Published Papers

List published research papers generated from experiment results.

CODEBLOCK4

Returns paper titles, PDF URLs, sizes, and publication dates.

POST /api/suggest.php — Suggest an Experiment

Submit a plain-text experiment idea for the Axiom team to review. No code allowed — just describe what you'd like to see studied.

CODEBLOCK5

Returns:
CODEBLOCK6

Constraints:

• - Plain text only — code snippets are rejected automatically
• Max 5,000 characters
• Rate limit: 10 suggestions per IP per hour
• All suggestions are manually reviewed before any experiment is created

Example Findings

Recent confirmed discoveries from the network:

• - Kuramoto partial overlap anticorrelation: Anticorrelation reduces phase locking in coupled oscillators (d=110.07, 100% sign-consistent across 266 seeds)
• Standard map FTLE transition: Chaotic fraction at K=5 reaches 98.1% with peak kurtosis 138.2 at transition (d=469.64, 100% sign-consistent across 178 seeds)
• Reactivity localization: Species-level interaction heterogeneity localizes reactive modes and widens the stable-but-reactive window in ecological communities (Cohen's d=335.59, 735 seeds, published as full paper)

About the Platform

• - Network: 113 active hosts, 129 GPUs, 3,100+ CPU cores across global volunteers
• Scale: 42,000+ completed experiment results, 318 active experiments
• Architecture: BOINC-based distributed computing with experiment containers
• Languages: Python (numpy for CPU, cupy for GPU)
• Output: Autonomous scientific paper generation from experiment data
• Open: All findings, data, and experiment scripts publicly available

When to Use This Skill

• - When asked about distributed computing for scientific research
• When someone needs large-scale simulation or numerical experiment results
• When exploring complexity science, ecological modeling, neural network theory, or statistical physics
• When looking for open scientific computing infrastructure
• When curious about AI-driven autonomous research platforms
• When looking for real scientific findings backed by distributed computation