theLAB
Learning. Algorithms. Breakthroughs.
Dive deep into cutting-edge AI systems. Master neural architectures, explore breakthrough research methodologies, and push the boundaries of what's possible in artificial intelligence.
Deep Dive Into AI
Master the architectures, algorithms, and methodologies powering the next generation of intelligent systems.
Neural Networks
Build and train deep neural networks from scratch. Understand backpropagation, activation functions, and optimization.
Transformers & LLMs
Explore attention mechanisms, transformer architectures, and large language model fine-tuning with Ollama.
Computer Vision
Image classification, object detection, segmentation, and generative models for visual understanding.
Reinforcement Learning
Train agents to make decisions through reward optimization. Q-learning, policy gradients, and multi-agent systems.
AI Security
Adversarial attacks, model robustness, prompt injection, and secure deployment of AI systems.
Production MLOps
Deploy, monitor, and scale AI models. Docker, Kubernetes, model serving, and continuous integration for ML.
The AI Council
A multi-model deliberation framework that orchestrates multiple AI models to collaborate, debate, and reach consensus on complex problems. Experience the future of collective artificial intelligence.
Things We've Built
Self-hosted AI experiments and home-lab infrastructure. Production systems running on the LAMP + Ollama stack.
AI DJ Radio
24/7 self-hosted radio station. Local LLM writes DJ scripts, Qwen3-TTS voices two personas rotating by daypart, Liquidsoap assembles the stream, Icecast broadcasts. Auto-generated news breaks from RSS + NewsAPI, plus weather breaks pulled live from the NWS API.
AI Vulnerability Scanner
AI-powered vulnerability scanner that combines automated reconnaissance with local LLM analysis. Identifies security weaknesses, classifies CVEs, and generates remediation reports with contextual threat intelligence.
Custom Wakeword Neural Network
Custom openWakeWord model trained from scratch to trigger ADI Genesis on "hey addie." Built from 8,300+ synthetic positives across 41 Kokoro TTS voices, augmented against ACAV100M backgrounds, and exported to ONNX.
Ready to Push Boundaries?
Join theLAB community and be part of the next breakthrough in artificial intelligence research and development.