COMMON. / FINDINGS

Findings.

What we tried, what worked, and what did not. Written down as we go, before we know how it ends.

Milestone

First Version Of Our Network

An early Alpha Version of our network has been release!

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Research

The graph is the reasoning layer.

We said CGLA was zero-hallucination and that more was coming. Here are the numbers from two working systems — and what that claim looks like once it is measured.

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Research

What breaks at the seam.

The full results from three experiments on handoffs between small specialist models: what we measured, what the noise floor said, why one fix worked, why the actual MoE bet failed, and why we cannot yet test whether composition works.

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Milestone

Prototype Decentralized Network

We have built the first internal prototype for the decentralized network and it is currently undergoing testing!

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Technical

CGLA System testing

We've been testing a new type of graph based SLM (Small Language Model) making it zero-hallucination, and allowing inference and training on consumer hardware. This architecture…

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Milestone

Website live.

Common is online. This site is the first public face of what we are building — a decentralised AI inference network that runs on the devices of its participants. We are early. We…

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Technical

Vector routing prototype complete.

The first real piece of the network works. We built a prototype that embeds a user query and seven domain centroids into a shared latent space using sentence transformers, then…

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Research

In early conversation with AIML.

We have started talking with researchers at the Australian Institute for Machine Learning at the University of Adelaide. Early conversations around causal reasoning and world…

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Technical

Self-routing specialists in testing.

We moved away from a dedicated router model. Instead, each specialist now has domain awareness built into its system prompt and decides for itself whether a query belongs to it…

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