Code, records, demos and a public trail.
- Open repositories and versioned research records.
- AI-safety and epistemic-control prototypes.
- Hackathon work, public demos and ongoing multi-agent architecture.

Request for Sponsorship · Help Us Grow
We are building open research, AI-safety and agentic-system prototypes under severe hardware constraints. We are not asking for luxury. We are asking for enough working memory and equipment to keep producing responsibly.
Much of the current work is being developed on my partner's modest computer. The constraint is real; so is the work.
Why we are asking
Modern cloud tools and AI agents allow serious work to begin on weak hardware, but local testing, multiple runtimes, browsers, databases and verification workflows quickly exceed 4 GB RAM.
What would help most
Used equipment is welcome. A machine does not have to be new to become useful inside a distributed agent-assisted workspace.
Laptops, desktops, workstations or mini PCs that can still run Linux and join a local network.
Compatible RAM modules, SSDs and external storage are immediate, high-impact upgrades.
A used GPU, remote GPU time or credits for inference and experimentation.
Credits that allow controlled testing, telemetry collection and provider comparison.
A modest grant can fund memory, SSDs, network equipment and reliable development time.
Engineering advice, hardware reuse, testing, review or an introduction to the right program.

The garage-lab vision
The goal is not a polished corporate office. The first useful step is a small kitchen, garage or home workspace where separate machines can handle research, memory, code, review, telemetry and demonstrations.
Public project and funding links
These links are intentionally public. Private dashboards, edit links, one-time tokens and internal application routes are not published.
Public creator and funding profile.
Open profile ↗Public proposal describing the AIOA direction.
Open proposal ↗AIOA Whitehat: Epistemic Control System.
Open project ↗Public project and hackathon portfolio.
Open portfolio ↗Public hacker profile and project trail.
Open profile ↗First working public AIOA demonstration.
Watch demo ↗Public versioned record and evidence trail.
Open record ↗Repositories, documentation and development history.
Open GitHub ↗Equipment · grants · collaboration
Please contact us. We will explain what is useful, how it would be used and how the resulting work can remain publicly accountable.