JumpServer is an Open-source Privileged Access Management (PAM) platform with AI-powered capabilities, providing DevOps and IT teams a unified workspace to securely access SSH, RDP, Kubernetes, databases, websites, RemoteApp, VirtualApp, and more.
The premier source of truth powering network automation. Open source under Apache 2. Try NetBox Cloud free: https://netboxlabs.com/products/free-netbox-cloud/
Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
Centralized network visibility and continuous asset discovery. Monitor devices, detect change, and stay aware across distributed networks.
Mail hosting made simple
A coding-free framework built on PyTorch for reproducible deep learning studies. PyTorch Ecosystem. π26 knowledge distillation methods presented at TPAMI, CVPR, ICLR, ECCV, NeurIPS, ICCV, AAAI, etc are implemented so far. π Trained models, training logs and configurations are available for ensuring the reproducibiliy and benchmark.
Network Source of Truth & Network Automation Platform
[PAMI'23] TransFuser: Imitation with Transformer-Based Sensor Fusion for Autonomous Driving; [CVPR'21] Multi-Modal Fusion Transformer for End-to-End Autonomous Driving
Neat IP Address Planner - NIPAP is the best open source IPAM in the known universe, challenging classical IP address management (IPAM) systems in many areas.
[ICCV 2025 & TPAMI] VistaDream: Sampling multiview consistent images for single-view scene reconstruction
Infrahub is a graph-based data management platform with built-in version control, CI workflows, peer review, and API access. Itβs purpose-built to power reliable infrastructure automation at scale.
Pretrained text classifiers you can run and retrain on CPU
Mugshot β unlock sudo on macOS with your face. Local Face ID style recognition, no cloud.
Face unlock for Linux with real liveness detection: a PAM module, a daemon, and an Omarchy lock screen indicator
A human-dopamine-inspired AI agent skill that adapts effort, learns from feedback, and delivers the smallest verified solution.
TPAMI 2026 | Symbiotic Evolutionary Learning for Task-Adaptive Infrared and Visible Image Fusion
Five fruit flies pinned to electric pins. A sixth fly, wired into a reward-punishment loop, decides which two get current, gets dopamine when one maxes out, and burns when the others go cold. Six copies of the MaleCNS connectome, 166,700 neurons each, bit-identical until something is done to them.
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