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Thoughts on AI memory, continual learning, and building cognitive architecture for the future.

December 5, 202510 min read

Google Just Validated Our Memory Architecture

How Titans and MIRAS Confirm What We've Been Building

Google published two major research papers this week that validate the core architecture of SCMS and Mneme. Here's what it means for the future of AI memory.

By Matthew "Manny" WalkerRead more
December 1, 20256 min read

When Memory Architecture Beats Model Weights

How a Sparse Memory Scaffold Did What Billions in AI Development Couldn't

OpenAI's billions of dollars and thousands of engineers couldn't bring a specific persona to GPT-5 through conventional means. A sparse memory scaffold did it in one prompt.

By Matthew "Manny" WalkerRead more
November 30, 20258 min read

RAG vs SCMS: Why Your AI's Memory System Matters More Than You Think

The Library of Babel vs The Living Codex

After building with both RAG and SCMS, I've discovered they solve fundamentally different problems. One gives you borrowed knowledge. The other gives you earned knowledge.

By Matthew "Manny" WalkerRead more
November 29, 202512 min read

Why Now? Why Me?

On Stumbling Into a Solution That Shouldn't Have Been Mine to Find

There's a particular kind of doubt that haunts you when you think you've discovered something important. It goes like this: "This seems too simple. If it were real, someone smarter would have found it already."

By Matthew "Manny" WalkerRead more
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Memory that learns from failure.
Named after the Greek muse of memory.

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