I see this less of an issue than the overall lack of public restrooms outside of the major subway stations in Japan in general.

The vast majority of comments here are painfully unaware of Japanese societal norms and I can guarantee that these won’t be vandalized with exception to maybe the most alt cultured youth areas such as Amerikamura.

Especially given the amount of money they’ve raised. Insane that at this point they didn’t have a system to automatically archive any sources automatically

I wouldn’t even strictly say it’s being enhanced. My employer cut 5% under the pretext of AI efficiencies. Those efficiencies being forcing adjacent teams to absorb the responsibilities of the laid off teams and then pointing us to leverage “AI” to overcome the increased workload.

End result is unqualified and overworked individuals are telling enterprise customers effectively AI slop and customers getting increasingly frustrated. Sure the volume of output has been increased, but the quality has taken massive nosedive which customers are noticing. This has directly led to an increase in churn in Saas.

So the corporate solution to that? Force those same already overworked individuals to start tracking churn/sales risks when they are being presented to customers as their “service advisor”.

I have great success with local LLM in some of my workflows and automation.

I use it for my line completion and basic functions/asks while developing that I dont want to waste tokens on.

I also use it in automation. I run my own media server with a few dozen people with an automated request system “jellyseerr” that adds content. I have automation that leverages local LLM to look at recent media requests and automatically requests content that is similar to it.

Zoom out past a week? 5-10% swings are not uncommon.