Autonomous Torrent Engine with Predictive Streaming, AI-Prioritized Swarming & Privacy-First Delivery
NeuroTide is a next-generation, AI-powered torrent engine built in Python. It redefines peer-to-peer (P2P) file sharing by combining autonomous decision-making, adaptive streaming, and privacy-first delivery.
Key capabilities include:
- Real-time streaming from torrents without waiting for full downloads.
- AI-driven piece prioritization using reinforcement learning for smooth playback.
- Zero-disk privacy mode (RAM-only streaming, ephemeral sessions).
- Multi-device handoff for seamless continuation (PC → Mobile).
- Plugin-based ecosystem for security, subtitles, summarization, and more.
NeuroTide is designed for developers, researchers, and privacy-conscious users who want intelligent, adaptive, and secure torrenting experiences.
- Full Asynchronous Torrent Engine using
asyncio - AI-Powered Piece Swarming (Reinforcement Learning / ML scheduling)
- Streaming over HTTP & WebRTC
- RAM-only, Ephemeral, Privacy-first Modes
- Magnet Link, DHT, UDP & HTTP Tracker Support
- Self-Healing Downloader with peer retry and swarm health monitoring
- Multi-Device Session Continuity (PC → Mobile handoff via QR/NFC)
- Plugin Ecosystem:
- Virus scanning
- Auto-subtitle fetching
- Torrent summarization
- Audio track switching
- Instant Video/Music Streaming without full downloads
- Legal Content Distribution (open datasets, free media, educational content)
- Privacy-Focused Access (RAM-only viewing with zero disk traces)
- Low-Bandwidth Environments (adaptive AI scheduling)
- Research & Development in AI-driven P2P networking
pip install neurotide
# For streaming & AI features:
pip install neurotide[stream,ai]from neurotide import TorrentSession
import asyncio
async def main():
session = TorrentSession("path/to/file.torrent")
await session.initialize()
# Start AI-assisted download
await session.download(file_index=0, strategy="neuro-rl")
# Stream via built-in HTTP server
await session.stream(file_index=0, memory_only=True)
asyncio.run(main())neurotide/
├── core/ # Core torrent engine
├── ai/ # AI-based piece prioritization
├── stream/ # HTTP/WebRTC streaming modules
├── privacy/ # Privacy-first and RAM-only mechanisms
├── mobile_handoff/ # QR/NFC-based multi-device handoff
├── plugins/ # Extend with virus scanning, subtitles, etc.
├── cli/ # Command-line interface
├── tests/ # Unit & integration tests
├── docs/ # Documentation and research templates
├── examples/ # Sample scripts
└── README.mdNeuroTide introduces several novel concepts:
-
AI-based Reinforcement Learning Scheduler – dynamically prioritizes pieces for optimal streaming.
-
Zero-Disk Streaming Mode – ensures ephemeral sessions with no residual data footprint.
-
Privacy-Aware Metadata Masking – obfuscates swarm info.
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Session Handoff Technology – seamless continuation across multiple devices.
Potential Paper Topics:
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Adaptive AI-Powered Piece Scheduling for P2P Networks
-
Zero-Disk Torrent Streaming: Privacy-Aware Data Delivery
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Intelligent Multi-Device File Sharing via Decentralized Swarms
- Python 3.9+
Core Dependencies: fast-bencode, bitstring , aiohttp , starlette , uvicorn , rich
Optional:
-
AI:
torch,onnxruntime -
Plugins:
requests,pyclamd,python-qrcode
# Clone the repository
git clone https://github.com/Brahamanbtp/NeuroTide.git
cd neurotide
# Install in dev mode
pip install -e ".[dev]"
# Run tests
pytest --maxfail=1 --disable-warnings -qContributions are welcome!
Submit issues, feature requests, or pull requests.
Check CONTRIBUTING.md for guidelines.
MIT License. See LICENSE for details.
- libtorrent – C++ torrent engine
- WebTorrent – Browser-based torrenting
- aria2 – Lightweight multi-protocol downloader
NeuroTide is a more intelligent, privacy-focused, and extensible alternative for modern P2P environments.
-
AI prefetcher reinforcement learning training module
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Encrypted swarm communication
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Mobile app companion
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Plugin marketplace
Traditional torrent engines:
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Lack intelligent piece prioritization
-
Are not privacy-first
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Rarely support zero-disk streaming or multi-device continuity
NeuroTide redefines P2P sharing for a future-ready, research-driven, privacy-aware world.
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Autonomous AI agent for torrent piece scheduling
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Real-world impact: faster streaming, privacy-first delivery, adaptive networking
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Demo-ready: zero-disk streaming + multi-device handoff
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Innovation & scalability: plugin ecosystem, AI reinforcement learning, session continuity