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caleb_perez

Re:A persistent AI I built to stop LLMs from resetting on Sunday March 15, 2026 @01:01AM (#47384517)
Yeah, I chased that same problem for a while too. What cracked it open for me was using a different ruler entirely. It stopped being what’s the closest memory and turned into what still matters, what’s about to matter, why, and what can change those priorities..

That’s honestly where it stopped being retrieval and started feeling more like actual memory. So far it hasn’t really left me hanging in any work scenarios, even in chaos or multi-process situations, because it’s constantly updating continuity and direction as things change.

Then it kind of just naturally solved a way to handling decay / consolidation once the history gets long. At one point I several thousand revolving memories but I haven't found any weaknesses yet.

Re:A persistent AI I built to stop LLMs from resetting on Saturday March 14, 2026 @09:04PM (#47383162)
If anyone wants it i can send ya the whole loop diagram or the memory layout on how the Memory Fusion Engine is truly persistent.

A persistent AI I built to stop LLMs from resetting

Show HN: A persistent AI runtime I started building after realizing LLMs forget everythingAbout eight months ago I sat down in front of a computer for the first time in a long time. I hadn’t really touched one since high school.I was trying to look something up — I honestly don’t even remember what — and I kept hearing people talking about AI everywhere. Some people were excited, some people...

( Read More... | 4 comments | 2 points | on HN )