| Repo | TLDR | Tech |
|---|---|---|
| [???] | An endeavour to produce a unifying, predictive theory of optimal deep-learning architecture from data characteristics. | Theories of Graph, Complexity, Representation, ... and agentic co-researchers. |
| Repo | TLDR | Tech |
|---|---|---|
| nanodiscover | A clean reimplementation of TTT-Discover, a SOTA test-time-learning automated discovery system (online RL over a quality-diversity archive). Adopted as the test-time-RL scaffold in Evolution Fine-Tuning (coauthored; AID-Wild Workshop @ ACM CAIS 2026). Ongoing research building on it to systematically analyze ADS failure modes and propose targeted interventions for search efficiency & effectiveness, deployed on HPC clusters. |
Ray+vLLM, DeepSpeed, Slurm, AWS |
| zlab | A **modular deep learning research platform** for rapid experimentation with transformer architectures, enabling systematic ablation studies across attention mechanisms, positional encodings, and training configurations via a registry-driven composition system. Designed for seq2seq tasks (machine translation, speech-to-text) with built-in experiment management for grid search and metric-tracked evaluation. |
PyTorch+Lightning |
| Frame & Frame App | An iOS jailbroken tweak to play videos as wallpaper on lock & home screens. Performance optimized & video catalogue built-in. |
UIKit, SwiftUI, CoreData, Cydia Substrate |
| MML Book | Typesetting the full solutions to the Mathematics for Machine Learning implementing with basic NumPy ops the core linear algebra, regression and bayesian inference algorithms. |
NumPy, SymPy, Matplotlib |