tritsystem/tritsystem
Independent researcher in unconventional computing: ternary & neuromorphic architectures, phononic reservoirs, and the games built on them. Honest measurements, negative results included.
Finds & fixes silent correctness and security bugs in ML/Python libs. 15 merged PRs, PyJWT advisory GHSA-gvp8. Execution-verified only. Spiking-net tooling.
Repositories
tritsystem/local-attention
An implementation of local windowed attention for language modeling
tritsystem/nnAudio
Audio processing by using pytorch 1D convolution network
tritsystem/research-portfolio
Independent research in unconventional computing - ternary logic, spiking neural networks, phononic reservoirs. Every result measured.
tritsystem/librosa
Python library for audio and music analysis
tritsystem/diffusers
🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.
tritsystem/012-trit-search
Ternary computing research + OBSERVE: a local, private semantic code-search tool (desktop GUI / CLI / MCP server) with a one-line install. Nothing leaves your machine.
tritsystem/spikeling-os
From-scratch x86_64 kernel with an SNN-driven (topological SSH-coupled) task scheduler -- Spikeling's spiking-neural-network runtime as the kernel's own control logic.
tritsystem/vision
Datasets, Transforms and Models specific to Computer Vision
tritsystem/methodlm
Verifiable causal-reasoning harness: pre-registers tests, runs real backdoor adjustment with a robustness value, keeps an honest ledger so any LLM must prove its causal claims. Sibling to OBSERVE.
tritsystem/observe-api
Hosted, pay-per-query semantic code search API for AI agents, plus an ACP/Google-UCP-compatible agent-commerce discovery and reputation layer. Live product, real Stripe billing.
tritsystem/Spikeling
A neuromorphic DSL + runtime for spiking neural networks: write a .spk file, run it on Python, C, Verilog, or Godot backends. Includes a Godot game-AI plugin.
tritsystem/reagent
A two-stage assay for bugs in Python/C code: cheap AST nomination, then a dynamic confirm() probe. 40 detectors, real merged findings across kornia/celery/spikingjelly/ultralytics/DeepSpeed/peft/timm/x-transformers.
tritsystem/x-transformers
A concise but complete full-attention transformer with a set of promising experimental features from various papers
tritsystem/pytorch-image-models
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
tritsystem/peft
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
tritsystem/libsndfile
A C library for reading and writing sound files containing sampled audio data.
tritsystem/core
CFEngine Community
tritsystem/DeepSpeed
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
tritsystem/chia-blockchain
Chia blockchain python implementation (full node, farmer, harvester, timelord, and wallet)
tritsystem/ansible
Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and maintain. Automate everything from code deployment to network configuration to cloud management, in a language that approaches plain English, using SSH, with no agents to install on remote systems. https://docs.ansible.com.
tritsystem/norse
Deep learning with spiking neural networks (SNNs) in PyTorch.
tritsystem/CoCa-pytorch
Implementation of CoCa, Contrastive Captioners are Image-Text Foundation Models, in Pytorch
tritsystem/crawlspike
AST crawler for the 'one path honors a discriminator, sibling silently drops it' bug shape. Zero deps, self-test green, honest negatives documented.
tritsystem/celery
Distributed Task Queue (development branch)
tritsystem/spikegate
Embeddable spike-gated orchestration: a LIF spiking-network layer for gating which specialists/tools run, with dynamic growth, structural learning, and an inline emit() signal API for decentralized coordination.
tritsystem/video-diffusion-pytorch
Implementation of Video Diffusion Models, Jonathan Ho's new paper extending DDPMs to Video Generation - in Pytorch
tritsystem/imagen-pytorch
Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch
tritsystem/denoising-diffusion-pytorch
Implementation of Denoising Diffusion Probabilistic Model in Pytorch
tritsystem/ultralytics
Ultralytics YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking