# PulseOnix

> A small collective of developers and researchers who build software: client
> development projects, AI/ML engineering, open-source tools, and hackathon
> builds. Shipped properly and built in the open.

PulseOnix (pulseonix.xyz) is a small group of friends who build and ship
software together. We take on custom development projects (websites, web apps,
automation, integrations), do AI/ML engineering (LLM inference engines, agent
pipelines, Hugging Face ecosystem tooling), and publish open source. We also
compete in hackathons as a team.

## Key pages

- [Homepage](https://pulseonix.xyz/): who we are, what we do, selected
  projects, team, and how to get in touch.

## Projects

Our featured projects are actively developed and currently run locally.
Source repositories will be published as they mature.

- **Kestrel** (Python, research): a consequence-driven agent that learns hidden
  rules purely from experience. World models, skill compilation, verified
  knowledge transfer between agents, and self-modifying exploration. Every
  claim is backed by logged experience. Highlights: 0% to 100% skill transfer
  in one episode, 3.1x speedup from parallel specialization, 30% faster
  re-mastery via self-tuning exploration.
- **PRISM** (C99, open source): a plugin-based CPU LLM inference engine where
  everything is a plugin. Kernels, model architectures, tokenizers, samplers,
  even the generation loop and frontend. GGUF and llama2.c checkpoints,
  Q8_0/Q4_0 quantization, OpenAI-compatible REST API.
- **hfm** (Python, open source): a multi-account Hugging Face manager. One CLI
  and one MCP server for every HF account, repo and Space. OAuth device flow,
  local token storage with 0600 permissions, read-only mode and audit log for
  AI-agent access.

## Collaboration

- Email: [hello@pulseonix.xyz](mailto:hello@pulseonix.xyz)
- GitHub: https://github.com/pulseonix
- We're open to client development projects, open-source collaboration, and
  hackathon teams.

## Meta

- Last updated: 2026-09-03