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Haven't looked into the math on this index but never questioned it since it matches my lived experience, my monthly cost peaked around the same time (using on-demand billing and PPQ for non-Composer models when needed)
https://m.stacker.news/157244
IDEs
I've been using Cursor Agent more and more where I don't have or dont want it to use git... minimalist TUI. OpenCode I got wired up to Codex Auth.
cities/counties
I know the scams well, national scale launderers and operatives working every town... school districts may be even worse.
The Flock backlash is just as psyop as the datacenter backlash, but requires idiots carrying their other tracking device in their pocket to partake. Confluence of self-own, mass idiocy, and influence operations. The tech will just get re-packaged so that the same people tearing them down cheer in a year or two.
Token prices have only gone up for me; I guess it's punishment for not liking Cursor (or IDEs in general, because they mess with git and that holiest of holiest shall not be touched by some dirty software.)
You can probably get a Macbook M1 with 16GB RAM for under 1M sats. That does the trick for repetitive, well designed, preferably structured output work
When I do pipelines it's mostly confidential or could-be-confidential stuff that I'm definitely not sharing. Like OCR->Sanity Check->Keyword Extraction->Embeds and then I have a search engine over docs. I developed that concept for a client where the input was confidential, so I just kept it like that and I'm happy with it, and if I'm going to go bankrupt off 2kWh, even at the most scammy price I've ever paid at ~65ct converted to USD, for 48 hours of non stop crunching, then I will not make it and deserve to stop breathing. I wish all my problems were in the 65ct magnitude lol.
I don't know about Flock. I just think that we should always be careful when public money gets spent on tech. I know how cities/counties, state and feds source their tech - been hired on all sides of those types of deals, both sides of the Atlantic - and this is generally either consultant-driven, or vendor-driven. The functionaries of local govt often talk a whole deal but they really have no clue what they sign off on in terms of consequences. I think the backlash is deserved, but the city/county people ought to get a bit more of it, rather than just one vendor. They just switch vendors and act all the sunny days.
This is a great use-case on terminal roads, or if you're unlucky enough to be in a cul-de-sac.