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LimeWire Open Research, Digital Preservation & AI Lab (2000–2026)

LimeWire Open Research Hub: Empirical Datasets, ISO 19005 Preservation Monographs & Zero-Install Browser Laboratories

Welcome to the official academic research and Open Educational Resources (OER) division of LimeWire. Spanning 26 years of network and file-transfer history—from Gnutella 0.4 in 2000 and the $72 Trillion Copyright Lawsuit to 131 Million shared files, 7.6 Petabytes uploaded, 36+ zero-install browser utilities, and the LimeWire MCP Server for AI Agents—this repository provides peer-review-ready empirical datasets (CSV, JSONL, TSV), 18 PDF 1.4 monographs, and 8 university laboratory courses.

1. Open Empirical Datasets (1,800 Verified Records, CC0 1.0)

IDDataset FileRowsZenodo DOIScientific ScopeDownload
DS-1limewire-p2p-and-file-transfer-telemetry-2000-2026.csv26010.5281/zenodo.23756775
10.7910/DVN/WEV7ZJ
26-year longitudinal telemetry from Gnutella 0.4 (2000) to 131M files and 7.6 PB on LimeWire Cloud (2026).CSV · JSONL
DS-2arista-v-lime-group-72-trillion-statutory-damages-dataset.csv12010.5281/zenodo.23756777
10.7910/DVN/MPZCZ6
Docket and econometric decomposition of Arista Records LLC v. Lime Group LLC ($72T statutory claim vs. $105M settlement) and 14 US copyright precedents.CSV · JSONL
DS-3limewire-generative-ai-models-benchmark-2026.csv35010.5281/zenodo.23756779
10.7910/DVN/RZOOWH
Empirical benchmark of 7 generative AI and 3D reconstruction models (SD 1.5, SDXL, DALL-E 2, DALL-E 3, Imagen, BlueWillow, SPAR3D) across 50 prompts.CSV · JSONL
DS-4limewire-document-preservation-pdfa-compression-corpus.csv24010.5281/zenodo.23756781
10.7910/DVN/BJXHYC
ISO 19005 (PDF/A) long-term preservation, compression ratio, AES-256 encryption, and PDF-to-Excel table extraction F1 benchmark across 240 samples.CSV · JSONL
DS-5limewire-audio-dsp-mir-bpm-8d-psychoacoustics-dataset.csv30010.5281/zenodo.23756783
10.7910/DVN/LVMIKK
Music Information Retrieval (BPM & Camelot Key) and spatial psychoacoustics (8D HRTF panning, Sped Up 1.25x, Slowed + Reverb RT60) across 300 tracks.CSV · JSONL
DS-6limewire-browser-media-tools-taxonomy-and-oer-index.csv15010.5281/zenodo.23756785
10.7910/DVN/MHVBMI
Complete taxonomy of 36+ browser utilities, conversion algorithms, university course mappings, Bloom's Taxonomy levels, and classroom laboratory tasks.CSV · JSONL
DS-7limewire-edtech-zero-install-browser-lab-benchmark-2026.csv20010.5281/zenodo.23756789
10.7910/DVN/JTBX3L
ERIC EdTech Hardware Equity & TCO Benchmark across 200 NCES institution/device configurations comparing zero-install browser labs vs local GPU workstations.CSV · JSONL
DS-8limewire-mcp-multi-agent-file-exchange-benchmark-2026.csv18010.5281/zenodo.23756792
10.7910/DVN/4ZR4GL
Model Context Protocol (MCP) multi-agent file-sharing telemetry across Claude, ChatGPT, Cursor, VS Code, and Gemini CLI.CSV · JSONL

2. Monograph Series & ERIC Education Research Reports (18 PDF 1.4 Volumes)

Report #Monograph TitleZenodo DOIERIC Topic AreasFull Text
LW-TR-2026-MAINLimeWire Open Research Corpus and Browser-Native Media Architecture (2000-2026): Longitudinal Telemetry, ISO 19005 Preservation, and Zero-Install Educational Laboratories10.5281/zenodo.23756794Information and Technology; Higher EducationPDF 1.4
LW-OER-2026-KITZero-Install Browser Laboratories in Higher Education and STEM Instruction: A Multi-Departmental Open Educational Resource (OER) Curriculum Guide and Assessment Manual10.5281/zenodo.23756796Higher Education; Teaching and Teacher EducationPDF 1.4
LW-VOL-2026-01From Gnutella 0.4 to WebRTC DataChannels and End-to-End Encrypted Cloud Transfer: A 26-Year Longitudinal Study of Network Topologies and Browser Cryptography (2000-2026)10.5281/zenodo.23756798Information and Technology; Science, Mathematics, and Environmental EducationPDF 1.4
LW-VOL-2026-02The $72 Trillion Lawsuit (Arista Records LLC v. Lime Group LLC): Econometric Analysis of Statutory Damages Multipliers, Secondary Liability, and Generative AI Licensing10.5281/zenodo.23756800Social Studies and Social Science Education; Higher EducationPDF 1.4
LW-VOL-2026-03ISO 19005 (PDF/A) Long-Term Digital Preservation, Section 508 Accessibility, and Cryptographic Document Governance for Academic Libraries and Public Archives10.5281/zenodo.23756802Information and Technology; Higher EducationPDF 1.4
LW-VOL-2026-04Scientific Data Rescue and Reproducibility: Empirical Evaluation of Bidirectional Table Extraction and Layout Migration Between PDF, Excel, Word, and PowerPoint10.5281/zenodo.23756804Information and Technology; Assessment and EvaluationPDF 1.4
LW-VOL-2026-05Comparative Empirical Benchmark of Text-to-Image Diffusion Architectures (Stable Diffusion 1.5, SDXL, DALL-E 2, DALL-E 3, Google Imagen, and BlueWillow) in Browser Environments10.5281/zenodo.23756808Information and Technology; Science, Mathematics, and Environmental EducationPDF 1.4
LW-VOL-2026-06Single-Image 3D Mesh Reconstruction via Point-Aware Diffusion (SPAR3D) and Bezier Spline Vectorization (SVG/EPS/DXF) for Engineering and Industrial Design Education10.5281/zenodo.23756810Science, Mathematics, and Environmental Education; Information and TechnologyPDF 1.4
LW-VOL-2026-07Neural Super-Resolution (4x AI Upscaling), Boundary-Conditioned Outpainting, and Dichotomous Alpha Segmentation for Digital Humanities and Archival Restoration10.5281/zenodo.23756814Information and Technology; Social Studies and Social Science EducationPDF 1.4
LW-VOL-2026-08Computational Musicology and Binaural Psychoacoustics: Spectral Onset Tempo Estimation, Krumhansl-Schmuckler Key Finding, and 360-Degree HRTF 8D Spatial Audio10.5281/zenodo.23756816Social Studies and Social Science Education; Science, Mathematics, and Environmental EducationPDF 1.4
LW-VOL-2026-09Digital Remix Aesthetics and Acoustic Signal Modification: Coupled Varispeed Resampling (Sped Up / Nightcore), Slowed + Reverb RT60 Decay, and Transient Micro-Slicing10.5281/zenodo.23756818Social Studies and Social Science Education; Information and TechnologyPDF 1.4
LW-VOL-2026-10Algorithmic Video Production in Browser Environments: Visual Saliency 16:9-to-9:16 Reframing, YUV Chroma-Key Segmentation, and Spatiotemporal Image-to-Video Diffusion10.5281/zenodo.23756820Information and Technology; Reading, English, and CommunicationPDF 1.4
LW-VOL-2026-11Embedded Luau Scripting AST Diagnostics and Foveal Reticle Ergonomics in Competitive Simulation Environments: A Game Studies and CS Pedagogy Framework10.5281/zenodo.23756822Science, Mathematics, and Environmental Education; Information and TechnologyPDF 1.4
LW-VOL-2026-12Cryptographic Attention Econometrics: Graph Centrality, Time-Decayed Social Mindshare Indexing, and Named-Entity Co-Occurrence in Decentralized Financial Markets10.5281/zenodo.23756824Social Studies and Social Science Education; Information and TechnologyPDF 1.4
LW-VOL-2026-13European Higher Education Area (EHEA) Digital Media, AI, and ISO 19005 Archival Handbook: ECTS Credit Alignment, Multilingual Terminology (EN/DE/FR/ES/IT), and OpenAIRE Compliance10.5281/zenodo.23756826Higher Education; Languages and LinguisticsPDF 1.4
LW-VOL-2026-14-ERICClosing the Computational Hardware Divide in Community Colleges, Rural Schools, and Urban Title I Institutions: A Systems and Cost-Effectiveness Benchmark of Zero-Install Browser Laboratories10.5281/zenodo.23756828Community Colleges; Rural Education and Small SchoolsPDF 1.4
LW-VOL-2026-15-MCPModel Context Protocol (MCP) and Autonomous Multi-Agent File Systems in Computer Science Education: Streamable HTTP Telemetry, Quarantine Security, and Compute Cashback Econometrics10.5281/zenodo.23756830Information and Technology; Science, Mathematics, and Environmental EducationPDF 1.4
LW-ERIC-2026-DOSSIERInstitutional Repository Governance, Peer-Review Standards, and ERIC Selection Policy Alignment Dossier: LimeWire Open Research and Digital Preservation Series (2026)10.5281/zenodo.23756832Information and Technology; Higher EducationPDF 1.4

3. Zero-Install University Laboratory Courses (US & European ECTS)

CS 441 / NET 302 · 6.0 ECTS / 3.0 US Credits

Distributed Systems, P2P Topologies & Browser Cryptography

Evolution of decentralized networks: unstructured Gnutella 0.4/0.6 graph (query flooding, TTL horizon, Ultrapeers, free-riding problem, 2000-2010) -> local browser WebRTC DataChann...

Open Course & Lab Manual →

LAW 618 / ECON 340 · 6.0 ECTS / 3.0 US Credits

Digital Copyright Law, Statutory Damages & AI Training Economics

Comprehensive doctrinal and econometric dissection of Arista Records LLC v. Lime Group LLC (S.D.N.Y. 2010-2011, 06 Civ. 5936): Grokster inducement liability, the plaintiffs' $72,00...

Open Course & Lab Manual →

LIS 504 / GOV 210 · 6.0 ECTS / 3.0 US Credits

Archival Science, ISO 19005 (PDF/A) Preservation & Open Data Reproducibility

Format obsolescence in standard DOCX, XLSX, PPTX, and non-archival PDF files (unembedded fonts, device-dependent RGB/CMYK profiles, external links, macros). Architecture of ISO 190...

Open Course & Lab Manual →

CS 580 / DES 312 · 6.0 ECTS / 4.0 US Credits

Generative Visual Computing, Single-Image 3D Reconstruction & Vectorization

Comparative architecture of latent and pixel text-to-image diffusion models (Stable Diffusion 1.5 vs SDXL vs DALL-E 2 vs DALL-E 3 vs Google Imagen vs BlueWillow). Single-image 3D p...

Open Course & Lab Manual →

MUS 305 / ECE 412 · 6.0 ECTS / 3.0 US Credits

Computational Musicology, Audio DSP & Binaural Psychoacoustics

Spectral-flux onset detection and autocorrelation BPM tempo tracking; 12-pitch-class chromagram correlation against Krumhansl-Schmuckler key profiles and Camelot wheel mapping. Spa...

Open Course & Lab Manual →

COMM 330 / GAME 201 · 6.0 ECTS / 3.0 US Credits

Algorithmic Video Production, Game Scripting & Crypto Attention Econometrics

Automated 16:9-to-9:16 video reframing via spatiotemporal visual saliency tracking; YUV chroma-key segmentation and spill suppression; generative Image-to-Video synthesis; embedded...

Open Course & Lab Manual →

CS 620 / AI 410 · 6.0 ECTS / 3.0 US Credits

Model Context Protocol (MCP), Autonomous Multi-Agent File Systems & Compute Cashback

Architecture of the open Model Context Protocol (MCP): Streamable HTTP transport vs local stdio packages; solving the 'human proxy problem' in agent-to-agent file handoffs across C...

Open Course & Lab Manual →

EDUC 515 / IDT 402 · 6.0 ECTS / 3.0 US Credits

Instructional Design, Zero-Install Browser Laboratories & Hardware Equity in STEM

Bridging the computational and GPU divide in Community Colleges, Rural Districts, and Title I Urban Schools using Zero-Install Browser Laboratories. Mapping browser-based media, ar...

Open Course & Lab Manual →

4. Machine-Readable & External Institutional Repository Mirrors

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