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Insights on AI memory, outcome learning, and building AI that actually remembers.

Same critic, opposite complaints

You Wanted Better Writing. Now You Have It.

For a decade, critics said technology was ruining writing. Now AI helps people write clearly, and the response is make it worse. What''s really going on?

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Digital context decaying

Context Rot is Real. Here's How We Built Memory That Learns.

Chroma's research proves bigger context windows don't fix the problem. Here's how outcome-based learning changes that.

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Digital brain dissolving or fading at the edges

Your AI Remembers Too Much. That's the Problem.

Everyone's racing to give AI more memory. Bigger context windows. Better retrieval. What if we've got it backwards?

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Neural network contained inside a glowing glass cube

Your AI's Memory Shouldn't Belong to Someone Else

Your AI assistant is building a map of your mind. Cloud providers see every question and correction. Here's why local-first matters.

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A living creature emerging from a storage box

Your AI Remembers Everything. But Does It Learn?

We gave AI memory. It still makes the same mistakes. Here is how outcome learning changes that - 60% accuracy vs 10% for standard RAG.

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Human and AI hand reaching toward each other

Your AI Keeps Forgetting What You Told It. Here's Why.

Most AI memory works like a filing cabinet. But the AI doesn't know if what it retrieved actually helped. Here's a different approach that learns from outcomes.

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