It's a little hard to reason about the use case for "in memory" but file based, and what the limitations are. What specific product problem did you build this to solve?

Beyond that it would be helpful to have some hardware variation in the performance claims. Does zen5 avx512 make a difference? A node with optane (memory or disk)? Threads vs clock speed? ARM vs X86? Feels like this was built with a specific cloud native deployment in mind and a certain scale and speed of storage.

Anyone compare with the club-3090 dual setup?

Does this interfere with cache hits? Could a single conversation or task span multiple roles?

Why are you building this? Does this maximize my toxen value by saving the hard tasks for the hard model? Does it maximize cache hits as part of its scoring? Does it help agents develop a specialist mindset? Are you anticipating users will have many local models hot, or is this also a model load/unload controller?

Comments URL: https://news.ycombinator.com/item?id=48195621

Points: 2

# Comments: 1

https://www.cdc.gov/folic-acid/data-research/mthfr/index.htm...

"There's no better PC under $350 than this Ryzen 7 powerhouse with a CPU that's faster than a 10-core Apple M5 CPU, and that's no mistake

Deals

By Wayne Williams published November 4, 2025

Machenike AI Mini PC comes with 16GB of high-speed RAM and a 512GB M.2 SSD

"

https://play.google.com/store/apps/details?id=projekt.launch...

Has a bug with 120hz VRR or OneUI and also kinda abandoned.

24GB and 48GB cards are supposed to be coming.

https://play.google.com/store/apps/details?id=com.simon.harm...

For me, I expected each date to reflect the most important stories, but to exclude the prior ranges.

For example, somehow three people getting exchanged is the most important news of every time period?

See https://massgrave.dev/windows_ltsc_links

Same issue with most mini/slim scripts that mod your win 11 iso. Be sure to keep gaming services and Xbox from install.

Once it does its first update it will try and put back what you remove. And when you make a non-admin local account it will try again. Best to use a post-install script you can run often to keep settings off.

Are you absolutely sure you believe there is no sixth dimensional force that existed before the big bang, or semi conscious entity keeping track of and or influencing the parameters of each multiverse?

Given the group and it's members are excommunicated by many Christians, it might be true that a lot of their baggage doesn't apply.

I'm curious if AGI will raise or lower guards related to spirituality.

I kinda feels like you are using the LLM to assign "weights" or important properties of an algo and then directly translating the basic arithmetic accounting of those factors into a prediction. What I expect is that the LLM would also be used to read all past news to find similar patterns and then create time slices where its weights could be tested against a control. It can then backtest its own weights to better tune what factors really led to an outcome and expose this refinement as part of the prediction.

News Data Sources: https://www.gdeltproject.org/ https://credibilitycoalition.org https://data.worldbank.org/

It seems like this is a tool that "if you could read all the news of today, what would your gut tell you", and that is helpful but not thorough.

For example, can you apply the cureent reasoning to news articles from previous time periods and use the prediction on a past result. Would your prediction be accurate? If no, maybe re-reason.

https://aipredict.fun/prediction/1074cf90-c818-44fd-be0b-c00...