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My AI Remembered Everything Important. It Forgot What I Did Last Night.

Description and use

<p>I built an AI memory system inspired by one thing brains seem to do well: reinforce associations through use. Most AI memory is a notes file with search. It stores documents and retrieves them based on text similarity. I wanted something that behaved more like actual memory. I wanted paths that strengthen when you use them and fade when you do not. So mycelium stores memories as nodes with connections.</p> <p>This is not just a graph database. It is an active system. When you recall a few things together enough times, the link between them gets stronger. This is a Hebbian approach to storag

Problem

<p>I built an AI memory system inspired by one thing brains seem to do well: reinforce associations through use. Most AI memory is a notes file with search. It stores documents and retrieves them based on text similarity. I wanted something that behaved more like actual memory. I wanted paths that strengthen when you use them and fade when you do not. So mycelium stores memories as nodes with connections.</p> <p>This is not just a graph database. It is an active system. When you recall a few things together enough times, the link between them gets stronger. This is a Hebbian approach to storag

Outcome

<p>I built an AI memory system inspired by one thing brains seem to do well: reinforce associations through use. Most AI memory is a notes file with search. It stores documents and retrieves them based on text similarity. I wanted something that behaved more like actual memory. I wanted paths that strengthen when you use them and fade when you do not. So mycelium stores memories as nodes with connections.</p> <p>This is not just a graph database. It is an active system. When you recall a few things together enough times, the link between them gets stronger. This is a Hebbian approach to storag

Evidence

My AI Remembered Everything Important. It Forgot What I Did Last Night.

Source

  • Record date: 2026-09-08T20:00:30.770Z