Research
at Murmur.

01 / CURRENT WORK

Questions first. Claims after the test.

INDEPENDENT AI R&D

How does a
system keep
learning?

Can a learning system make room for new knowledge without losing what it already knows?

I’m exploring that question through independent AI research. The deeper work lives at Murmur.

Explore Murmur

The research lives in the lab. This is the front door.

RESEARCH NOTEBOOKQUESTION & CONTEXT

Open the work.
Not just the conclusion.

The question

CONTINUAL LEARNING

What should a system remember—and when should it change its mind?

A question to investigate, with room for the answer to be different from the initial idea.

The approach

Make the question testable.

Define what would count as learning, compare against an alternative, and inspect what changed. This describes the inquiry, not a claim that a particular architecture has succeeded.

Evidence & sources

Read the work in context.

This overview reports no benchmark or measured result. For research records and their conditions, visit the external lab.

Murmur research lab ↗

CONTEXT · METHOD · LIMITS · SOURCE

leave the workings in.

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