Stepping into the mind of darkness.
Featured as Dr. Essam Elkady in World’s Most Evil Killers (S10 E10).
A chilling story where truth is more disturbing than fiction…
#skycrime#actor#acting#documentary
24 hours of mempalace being open source. Here's what happened:
The dev community tore it apart. This is how open-source projects can improve:
AAAK was labeled "30x lossless compression." It's lossy summarization. Fixed.
Token counts used len(text)//3 instead of a real estimator. Fixed.
LoCoMo 100% was meaningless - top-k exceeded the corpus size. Acknowledged.
The 96.6% LongMemEval is real but it's session-level retrieval on ~50 candidates - not comparable to turn-level numbers in published papers. Point taken, we are not publishing a paper.
The benchmark scripts use vanilla ChromaDB. The palace structure only contributed a small amount to that retrieval score of the benchmark.
Yet, here is what actually works:
verbatim storage,
semantic search,
MCP integration,
fully local,
zero API cost.
That's the product: All free. All local. All open-source.
We also got:
14k stars
2k forks
70+ PRs from contributors
11 bugs fixed and merged so far
And... an independent BEAM 100K benchmark showed 49% on answer quality - because mempalace is a retrieval layer, not a reasoning engine!
Good news is that we shipped a public correction within hours, not weeks. We're going to keep doing that as much as possible.
Thanks to everyone who contributed so far.
https://t.co/mc5N0XqDiu
Honoured to be featured in Networking Magazine — Cypher Issue 4.
In conversation with Networking Magazine, I reflect on both my professional and personal journey. @SaigalSanj
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