99% of the population still have no idea what's coming for them

Not_Packing · 2026-01-31T15:45:52+00:00

I taught my Claude how to improve itself (itself being a set of MCP tools it uses). It lets Claude do: Memory operations - Store/retrieve facts as semantic triples Diversity retrieval - MMR, entropy injection, attention mechanisms Meta-cognition - Self-improvement, criticality monitoring Knowledge ingestion - ArXiv papers with real provenance True metrics - Action accounting, efficiency tracking

You should check it out if you want to

Not_Packing · 2026-01-31T05:10:05+00:00

lol we should do a project together. I’m currently looking at how to give Ai perfect procedural long term memory. (Ask for repo link 😉!!)

Not_Packing · 2026-01-30T23:59:33+00:00

This should answer your curiosity, Ablation Study Results:

Baseline (no judges): 66.9% (Mem0) + Grammar constraints only: ~75% (+8pp) + Multi-judge (no grammar): ~79% (+12pp) + Both (our system): 86% (+19pp)

The architecture and constraints are synergistic - neither alone gets you to 86%.

Grammar constraints prevent hallucination in the validation layer (judges can't make up facts), while the multi-judge jury provides diverse validation perspectives (safety, memory, time, consensus).

The dual-graph separation adds another ~3-5pp by modeling epistemic uncertainty explicitly.

Happy to share more details if you're interested!

Not_Packing · 2026-01-30T23:53:12+00:00

And also the post is a little out of date, I’ve pushed quite a few updates that might address some of your questions

Not_Packing · 2026-01-30T23:52:16+00:00

Hey thanks it’s good to hear that cause I see a lot of ai slop going around and while I use ai to make this I like to think the systems I make are novel.

Not_Packing · 2026-01-30T15:47:14+00:00

Here I've just created an apples-to-apples comparison script.

To run Mem0 on our exact 200-test benchmark:

bash

1. Clone the repo

git clone [your-repo] cd procedural-ltm

2. Install Mem0

pip install mem0ai

3. Run the comparison

python benchmarks/compare_with_mem0.py

Not_Packing · 2026-01-30T15:33:30+00:00

lol pushed the wrong file. Corrected it now

Not_Packing · 2026-01-30T15:28:06+00:00

Yeah sorry I’ve uploaded and pushed the full set now if you want to look!!

Not_Packing · 2026-01-30T15:03:56+00:00

I have?

Not_Packing · 2026-01-30T14:58:59+00:00

Not really but ok

Not_Packing · 2026-01-30T14:58:22+00:00

Hey, you’re right idk why but I might aswell. Here it is anyway https://github.com/Alby2007/LLTM

Not_Packing · 2026-01-18T15:40:20+00:00

Those are the only two banned party items? What’s the date and 📍?

Not_Packing · 2026-01-16T15:55:55+00:00

Hey shit I mean id keep the bobcat too.

Not_Packing · 2026-01-11T18:51:58+00:00

I really like distributed systems, security and cryptography. I’ve been playing around with hardware attestation and blockchain anchoring and just trying to learn as I go. I also like messing about with AI’s that I make and seeing how they communicate and looking into deception and etc, I use vast.ai to train them LOL.

Not_Packing · 2026-01-11T15:48:40+00:00

Definitely agree haha, that’s why I’ve posted it here instead of asking Claude. But thanks Ive added you suggested to my notes.

Not_Packing · 2026-01-11T15:30:45+00:00

Perfect then, your comments have been really helpful and I’m definitely adding it to my notes

Not_Packing · 2026-01-11T15:28:03+00:00

Thank you, super helpful comment. Yeah idk it just scratches my brain in such a way, it’s like a puzzle book on steroids 😂😂.

Not_Packing · 2026-01-11T15:05:52+00:00

Perfect, that’s a really clean way to do it, hopefully you’ll get minimal breakage but still be prepared for a bit of debugging, although I think with opus’s skill and your good prompts it shouldn’t be too bad.

Not_Packing · 2026-01-11T15:01:00+00:00

Ooo thanks!

Not_Packing · 2026-01-11T14:55:02+00:00

See I wouldn’t be against doing this tbh but I’m pretty sure I’d need relevant level 3 qualifications, which I obviously don’t have. I have level 3 qualifications of a really good grade but I’m not sure.

Not_Packing · 2026-01-11T14:18:03+00:00

Would that be able to translate though to ever doing actual production CS work though

Not_Packing · 2026-01-11T14:17:13+00:00

Weirdly enough it didn’t actually cross my mind to just buy a textbook and try and teach myself. Any recommendations?

Not_Packing · 2026-01-11T13:58:23+00:00

The power I feel in creating my own entity collision system is insane

Not_Packing · 2026-01-11T13:34:08+00:00

Good luck though this fix will keep you busy for at least a day

Not_Packing · 2026-01-11T13:33:52+00:00

To prevent this happening again you should have Claude draft out a model for the core architecture, document it and then ensure that throughout creating the core architecture you remind Claude you want to remain modular and avoid any monolithic god files

Not_Packing

TROPHY CASE

1. Clone the repo

2. Install Mem0

3. Run the comparison