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spaintech

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Order Doesn’t Matter, But Reasoning Does

arxiv.org
14 points·by spaintech·last year·16 comments

Comparing cooperative geometric puzzle solving in ants versus humans

pnas.org
4 points·by spaintech·2 years ago·1 comments

comments

spaintech
·8 months ago·discuss
It personally feel that Forth if often overlooked as a solution. It’s great for lowlevel embedded work… even on complicated x86 hardware. I also think that people shy away because the tooling is thin and often DIY, but a Forth exokernel plus a single-purpose app can squeeze more from the hardware.

Tethered Forth programming on small devices is an underrated opportunity, IMO. There is also the opportunity to revise the OpenBoot project, I remember the days of automation for deployments at the Bios, it was an amazing tool for massive deployments of Sun T systems in telcos.
spaintech
·11 months ago·discuss
Not sure if you are aware of this, but LUNA does this already.

https://www.usenix.org/system/files/atc23-zhu-lingjun.pdf
spaintech
·last year·discuss
My take on why Google bought Wiz is pretty straightforward. First off, Wiz brings a rock-solid CRM loaded with all those juicy contracts from the top cloud players. Add to that a proven enterprise team that knows exactly how to sell the product, and whom to sell to. And you’ve got a recipe for success. Every Wiz win is just a possible upsell for GCP; especially when GCP isn’t even the market leader in cloud. IMO, it opens the door to a whole lot of sales opportunities and deep-rooted relationships with top-tier cloud customers. To me, that all points to a pretty hefty price tag on the table
spaintech
·last year·discuss
I agree, hence my direct comment of malicious firmware… For me, the open question is, can one still write a malicious firmware on the ESP32 without the non documented opcodes?
spaintech
·last year·discuss
First and foremost, I have no affiliation with any of the authors previously mentioned. However, I would like to pose a question to the community:

Is it feasible to exploit these undocumented HCI commands to develop malicious firmware for the ESP32? Such firmware could potentially be designed to respond to over-the-air (OTA) signals, activating these hidden commands to perform unauthorized actions like memory manipulation or device impersonation.

However, considering that deploying malicious firmware already implies a significant level of system compromise, how does this scenario differ from traditional malware attacks targeting x86 architectures to gain low-level access to servers?
spaintech
·last year·discuss
If an LLM’s logic is derived primarily from its training phase… essentially, by following patterns it has previously seen; doesn’t that underscore the critical role of training? We invest significantly in reinforcement learning and subsequent processes, so if the paper’s claim is accurate, perhaps we need to explore innovative approaches during the training phase
spaintech
·last year·discuss
Correct, I updated the title of the original paper. Thank you your bringing up.
spaintech
·last year·discuss
When a language model is trained for chain-of-thought reasoning, particularly on datasets with a limited number of sequence variations, it may end up memorizing predetermined step patterns that seem effective but don’t reflect true logical understanding. Rather than deriving each step logically from the previous ones and the given premises, the model might simply follow a “recipe” it learned from the training data. As a result, this adherence to learned patterns can overshadow genuine logical relationships, causing the model to rely on familiar sequences instead of understanding why one step logically follows from another.

In other words, language models are advanced pattern recognizers that mimic logical reasoning without genuinely understanding the underlying logic.

We might need to shift our focus on the training phase for better performance?
spaintech
·2 years ago·discuss
This is a fascinating study, it reveals that ant groups significantly improve their problem-solving abilities through effective cooperation, whereas human groups do not show similar enhancements and can even perform worse when communication is limited. This difference is attributed to ants’ simple cognitive structures, which facilitate seamless collaboration, while humans’ complex cognition leads to variations that hinder efficient group performance. It seems that the advantages of collective cognition depend on the underlying cognitive and cooperative mechanisms of the species… found it a great read.
spaintech
·2 years ago·discuss
Dito on the upvote, esthetics are pleasing and I love the transition of the board. Not sure if that was sand or not… but now in hunting for the files… would make a nice gift for a friend that has it all, rated at 2000+ in chest.