to access my home desktop machine, I run:

``` $ ssh itake@ssh.domain.me -o ProxyCommand="cloudflared access ssh --hostname %h" ```

and I setup all the cloudflare access tunnels to connect to the service.

For example, if you’re trying to summarize the status of a project, instead of feeding an agent (in real time or via summarization pipeline), it’s better to write a script that summarizes the status of all of the jira tickets, instead of asking the agent to read all of the tickets to create a summary

Another small data point, I think people would prefer to ask questions of an AI model instead of reading the generated summaries.

why? The human would just talk to the AI agent. Why would they need to scroll through that many files?

I made a similar system with 232k files (1 file might be a slack message, gitlab comment, etc). it does a decent job at answering questions with only keyword search, but I think i can have better results with RAG+BM25.

1. Why does AI need that folder structure? Why not a flat list of files and let the AI agent explore with BM25 / grep, etc.

2. pre-compute compression vs compute at query time.

Kaparthy (and you) are recommending pre-compressing and sorting based on hard coded human abstraction opinions that may match how the data might be queried into human-friendly buckets and language.

Why not just let the AI calculate this at run time? Many of these use cases have very few files and for a low traffic knowledge store, it probably costs less tokens if you only tokenize the files you need.

And? They aren't as good as SOTA models. Even the SOTA model provider's small models aren't worth using for many of my coding tasks.

OpenCode: you pay per token.

Claude Code: you pay a flat fee.

You can see their roadmap here:

https://www.ibm.com/roadmaps/

People really should turn to medical professionals and not internet strangers for help.

https://www.ofcom.org.uk/online-safety/illegal-and-harmful-c...

https://youtu.be/lUsO8ny_Dhg?si=FOPqCS2NKOZBQKg8

Yeah, it looks bad, but there just isn't really any other ways for the US to magically pump more oil out of the ground instantaneously to compensate for the war.

Venezuela's leadership was barely legitimate (with voter fraud / dictactorship 3 years ago) whereas the supreme leader in Iran has had power for 36 years.

No, this was a calculated decision.

The article touches on this topic, but my guess is Iran isn't part of the USD/petrol trading. If the US can convince the new leadership in Iran to start trading in USD, then that would be very good for the USA (and bad for CN, RU, and IN).

I think there is more going on to cause Trump drastically change his self-image.

I don't think this is a Trump administration driven decision.

2/ As much as I don't like the current administration (and Israel leadership), there is absolutely no way the assumptions this article makes about them are false.

There is no way the US/Israel didn't calculate that:

- the straight would be closed

- a new leader may represent similar idiologies of the past leader.

Everything that has happened so far (in regards to Iran attacking neighbors) has been extremely predictable. There is just no way these weren't calculated in.