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MemPalace, the highest-scoring AI memory system ever benchmarked

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Re: MemPalace, the highest-scoring AI memory system ever benchmarked

#11
The 'store everything vs. synthesize' axis is the interesting design question here. MemPalace bets that retrieval quality is the problem — keep everything verbatim, make it findable. That's a legitimate approach.

We went the other direction with Lodestar (launching tomorrow). The bet is that you don't need the transcript but you do need the decision layer. What was decided, why, what was rejected. Synthesized by an LLM at session end into a plain markdown file that commits to the repo.

The other structural difference: the file lives in the codebase, not on the machine. git clone on a new laptop and the context is already there. Different tradeoff than a local vector DB.

Curious whether MemPalace users find the verbatim storage approach holds up as session count grows — the retrieval quality question gets harder with more history.

Re: MemPalace, the highest-scoring AI memory system ever benchmarked

#12

Yes. It's _that_ Milla Jovovich (actress known for Resident Evil). This definitely wasn't on my 2026 Bingo Card. Confirmed in this post: https://www.instagram.com/reel/DWzNnqwD2Lu This really shows how ideas are worth more than the code itself nowadays. Haven't really tried the project myself yet, but if the benchmark is correct - this looks like a major breakthrough. Even more so coming from someone which (AFAIK) is…

One more meme: Missed the chance to call it Multi-Pass

Re: MemPalace, the highest-scoring AI memory system ever benchmarked

#13

The 'store everything vs. synthesize' axis is the interesting design question here. MemPalace bets that retrieval quality is the problem — keep everything verbatim, make it findable. That's a legitimate approach. We went the other direction with Lodestar (launching tomorrow). The bet is that you don't need the transcript but you do need the decision layer. What was decided, why, what was rejected. Synthesized by an L…

Would love to learn more about Lodestar

Re: MemPalace, the highest-scoring AI memory system ever benchmarked

#15

Yes. It's _that_ Milla Jovovich (actress known for Resident Evil). This definitely wasn't on my 2026 Bingo Card. Confirmed in this post: https://www.instagram.com/reel/DWzNnqwD2Lu This really shows how ideas are worth more than the code itself nowadays. Haven't really tried the project myself yet, but if the benchmark is correct - this looks like a major breakthrough. Even more so coming from someone which (AFAIK) is…

It will always be the Leeloo Dallas Memory Palace to me.

Re: MemPalace, the highest-scoring AI memory system ever benchmarked

#16

The 'store everything vs. synthesize' axis is the interesting design question here. MemPalace bets that retrieval quality is the problem — keep everything verbatim, make it findable. That's a legitimate approach. We went the other direction with Lodestar (launching tomorrow). The bet is that you don't need the transcript but you do need the decision layer. What was decided, why, what was rejected. Synthesized by an L…

Would love to learn more about Lodestar

www.kylex.io would love to let me know you think!

Re: MemPalace, the highest-scoring AI memory system ever benchmarked

#17
MemPalace's benchmark claims have been picked apart and debunked in the project's GitHub issues:

github.com/milla-jovovich/mempalace/issues/27 github.com/milla-jovovich/mempalace/issues/29 github.com/milla-jovovich/mempalace/issues/39 github.com/milla-jovovich/mempalace/issues/125 github.com/milla-jovovich/mempalace/issues/242

(and others)

TL;DR: When independent third parties ran actual end-to-end QA instead of retrieval metrics, the scores dropped dramatically.

Re: MemPalace, the highest-scoring AI memory system ever benchmarked

#18

Interesting to see this gaining traction. I've been building something similar in a sense. It's called XI-eXtended Intelligence - that takes a different angle on the integrity problem. MemPalace solves retrieval really well. XI is more focused on what happens when memories are wrong or conflict over time- signed journals amandment overlays (amending, not replacing memories that need updated for whatever reason), audi…

I would love to check it out. I rolled my own with an approach that sounds similar, my repo is here if anyone is interested: https://github.com/shane-farkas/memento-memory

Re: MemPalace, the highest-scoring AI memory system ever benchmarked

#19
post #18

Interesting to see this gaining traction. I've been building something similar in a sense. It's called XI-eXtended Intelligence - that takes a different angle on the integrity problem. MemPalace solves retrieval really well. XI is more focused on what happens when memories are wrong or conflict over time- signed journals amandment overlays (amending, not replacing memories that need updated for whatever reason), audi…

I would love to check it out. I rolled my own with an approach that sounds similar, my repo is here if anyone is interested: https://github.com/shane-farkas/memento-memory

That's great. I bet you could merge some of my ideas into it. This was my second project so it's kinda messy. But I'm sure you could feed it to an AI to disseminate. Feed the MDs. Feed the repository. If you need any info feel free to ask. The idea is well thought out and was working in my system. The AI needs to be tooled to the system and also needs a more refined memory retrieval system such as how a protein finds a part of the DNA and then expands upon that spot, and a scrolling context window. Temporary KV caches for when the AI uses memory retrieval to prevent token muddling. https://github.com/zeoredd/XI
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