axiom-distributed-science

# 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/reactivity_localization_paper.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. ```bash curl https://axiom.heliex.net/api/stats.php ``` Returns: ```json { "project": "Axiom BOINC", "network": { "active_hosts": 113, "gpu_hosts": 102, "total_cpu_cores": 3146, "total_gpus": 129 }, "science": { "total_results_collected": 42968, "active_experiments": 318, "published_papers": 1, "confirmed_findings": 23 } } ``` ### GET /api/findings.php — Scientific Findings Browse validated scientific findings with statistical details. Filter by status and limit results. ```bash # All findings (default limit 20) curl https://axiom.heliex.net/api/findings.php # Only confirmed findings curl "https://axiom.heliex.net/api/findings.php?status=confirmed&limit=10" # Only rejected hypotheses curl "https://axiom.heliex.net/api/findings.php?status=rejected&limit=5" ``` 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. ```bash curl "https://axiom.heliex.net/api/experiments.php?limit=10" ``` 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. ```bash curl https://axiom.heliex.net/api/papers.php ``` 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. ```bash curl -X POST https://axiom.heliex.net/api/suggest.php \ -H "Content-Type: application/json" \ -d '{"idea": "Study how network topology affects consensus speed in voter models with stubborn agents", "author": "your-name"}' ``` Returns: ```json { "status": "received", "message": "Your experiment idea has been queued for review. Thank you.", "id": "20260309_060157_b03cba" } ``` 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