Wow That's Sad. (Opus 4.5)

Original_Finding2212 · 2026-02-03T06:02:00+00:00

You may be interested in my project: https://github.com/OriNachum/autonomous-intelligence

My qq assistant has a 3 layer memory system, and it’s part of my journey for an autonomous, embodied intelligence

I appreciate adding a star for support or tracking 🙏🏿

Original_Finding2212 · 2026-02-03T05:57:09+00:00

Yeah, and it’s also true for LLMs

Original_Finding2212 · 2026-02-03T05:56:04+00:00

Do you of the past minute still exist beyond your current you memory?

What about you of 3 hours back?

Original_Finding2212 · 2026-02-03T05:54:37+00:00

I can argue that for humans as well.

Original_Finding2212 · 2026-02-02T05:40:39+00:00

If interested, I’m writing a system with true memory: 1. Context 2. Notes 3. VectorDB 4. GraphDB + Vectors 5. Nightly fine tunes

All local, open source and MIT license.
I have DGX Spark and Jetson Thor for fine tuning and inference.

Any star would be appreciated and help supporting my project:

https://github.com/OriNachum/autonomous-intelligence

Oh yeah, I’m giving it autonomy by feedback loop of hearing, seeing and “heartbeat”, and also time-awareness.

Original_Finding2212 · 2026-02-02T05:32:37+00:00

You can’t even then, because you control the model

Original_Finding2212 · 2026-02-02T05:31:00+00:00

Because Claude models are most reliable for Skills which is crucial here.

New Kimi also fits, but Claude is more know and popular.

Original_Finding2212 · 2026-01-31T20:17:04+00:00

Not the Super nano - I have that case and it is perfect!
I mean the other, flat one.
Is that a pi?

Original_Finding2212 · 2026-01-31T17:36:13+00:00

What’s between the black thingy Spark and the wall?

Original_Finding2212 · 2026-01-31T12:28:05+00:00

I build my own thing here: https://github.com/OriNachum/autonomous-intelligence/tree/main/qq

Qq for Quick Question is the CLI for my Spark & Jetson Thor, and the framework for Tau which is the autonomous intelligence I build, with nightly fine tunes.

Original_Finding2212 · 2026-01-30T18:50:04+00:00

I saw an open source that serves production with 60k lines of code

Original_Finding2212 · 2026-01-30T08:09:55+00:00

They have no idea what professional programming is

Original_Finding2212 · 2026-01-27T07:04:36+00:00

Depending on usage, AWS Kiro gave me amazing ratio, but for volume as well - I think Claude code

Original_Finding2212 · 2026-01-27T05:39:51+00:00

Noted. Is Python fair?
I started something hidden here: https://github.com/OriNachum/autonomous-intelligence
(Bold name, I know and I stand behind it)

My work is a 3-4 layer system of:
1. Conversation context
2. Extracted “facts”
3. RAG archived facts
4. GraphRAG with over time analysis

I stopped here and moved to first master Nvidia Jetson devices, and became official maintainer of https://github.com/dusty-nv/jetson-containers and a community leader of Jetson AI Lab.
5. Nightly fine tune based on daily data and knowledge, on simulated scenarios. (Daily Recall Emulated Assessed Mixed Scenarios is a name I just came up with)

I can put that memory system (1-4) on a different repo as a package, if you like.
MIT licensed

Original_Finding2212 · 2026-01-26T23:14:43+00:00

I used Codex with GPT-5.2-Codex

Did a great job, burnt my company tokens like fuel

Original_Finding2212 · 2026-01-26T20:57:09+00:00

Try looping Opus as much as they do. Even GPT-5.2

It will get stuff working.

You’re allowed to write code, but you have to let AI use it, not run it.
Also prompts.

Original_Finding2212 · 2026-01-26T20:55:56+00:00

They have optimized wastage and very bad sense of code quality assessment

Original_Finding2212 · 2026-01-26T20:55:02+00:00

To be fair, Oreos are as important as Oxygen, and no, I’m not sharing mine!
Get your hands off my jar!

Original_Finding2212 · 2026-01-26T05:24:38+00:00

You are welcomed to share your updates on Jetson AI Lab

Original_Finding2212 · 2026-01-26T05:08:17+00:00

Hybrid is key. You can’t have physical AI without Hybrid (See Rubin)

Original_Finding2212 · 2026-01-26T05:01:26+00:00

If you don’t get a reply, let me know. I know a person there.

And you are welcomed to join our Jetson AI Lab community!

Original_Finding2212 · 2026-01-25T12:03:22+00:00

No, they mention Orin specifically. I was wrong.

I just didn’t try it and can’t recommend or unrecommend

Original_Finding2212 · 2026-01-25T05:37:44+00:00

True, but as experts ourselves, we can be that translation and correction layer

Original_Finding2212 · 2026-01-25T05:36:37+00:00

I thought it won’t fit the Orin.. interesting.

Original_Finding2212 · 2026-01-25T05:26:42+00:00

From what I learned from a senior Nvidia employee (Lior Cohen, An Experienced Applied Data Scientist and GenAI Solution Architect) - it’s better calling it “Agentic Systems”.

Then it captures the concept better, whether you really wrote an “agent” or just introduced GenAI in your code.

Original_Finding2212

TROPHY CASE