Tootfinder

sp_high_school_new: High school dynamic contacts (2011-2012)
These datasets contain the temporal network of contacts between students in a high school in Marseilles, France. The first dataset gives the contacts of the students of three classes during 4 days in Dec. 2011, and the second corresponds to the contacts of the students of 5 classes during 7 days (from a Monday to the Tuesday of the following week) in Nov. 2012.
This network has 180 nodes and 45047 edges.
Tags: Soc…

Filing: Gemini says its COO, CFO, and chief legal officer are leaving; Cameron Winklevoss will take on many of the COO's duties; GEMI falls 10% (Olivier Acuna/CoinDesk)
https://www.coindesk.com/business/2026/02/

Gemini ousts COO, CFO and Chief Legal Officer after international exit and 25% staff cuts
Newly public crypto exchange Gemini Space Station Inc. said Marshall Beard, Dan Chen and Tyler Meade are departing effective immediately, days after the company announced plans to shut down U.K., EU and Australia operations and refocus on the U.S. and prediction markets.

sp_high_school_new: High school dynamic contacts (2011-2012)
These datasets contain the temporal network of contacts between students in a high school in Marseilles, France. The first dataset gives the contacts of the students of three classes during 4 days in Dec. 2011, and the second corresponds to the contacts of the students of 5 classes during 7 days (from a Monday to the Tuesday of the following week) in Nov. 2012.
This network has 180 nodes and 45047 edges.
Tags: Soc…

So to follow up on this, I've caught it in action. Models, when quantized a bit, just do a bit more poorly with short contexts. Even going from f32 (as trained) to bf16 (as usually run) to q8 tends to do okay for "normal" context windows. And q4 you start feeling like "this model is a little stupid and gets stuck sometimes” (it is! It's just that it's still mostly careening about in the space of "plausible" most of the time. Not good guesswork, but still in the zone). With long contexts, the probability of parameters collapsing to zero are higher, so the more context the more likelihood you are to see brokenness.
And then at Q2 (2 bits per parameter) or Q1, the model falls apart completely. Parameters collapse to zero easily. You start seeing "all work and no play makes jack a dull boy” sorts of behavior, with intense and unscrutinized repetition, followed by a hard stop when it just stops working.
And quantization is a parameter that a model vendor can turn relatively easily. (they have to regenerate the model from the base with more quantization, but it's a data transformation on the order of running a terabyte through a straightforward and fast process, not like training).
If you have 1000 customers and enough equipment to handle the requests of 700, going from bf16 to q8 is a no-brainer. Suddenly you can handle the load and have a little spare capacity. They get worse results, probably pay the same per token (or they're on a subscription that hides the cost anyway so you are even freer to make trade-offs. There's a reason that subscription products are kinda poorly described.)
It's also possible for them to vary this across a day: use models during quieter periods? Maybe you get an instance running a bf16 quantization. If you use it during a high use period? You get a Q4 model.
Or intelligent routing is possible. No idea if anyone is doing this, but if they monitor what you send a bit, and you generally shoot for an expensive model for simple requests? They could totally substitute a highly quantized version of the model to answer the question.
There are •so many tricks• that can be pulled here. Some of them very reasonable to make, some of them treading into outright misleading or fraudulent, and it's weirdly hard to draw the line between them.

Report: Warner Bros. Discovery Blocks Brody King From AEW Dynamite Following "F*ck ICE" Chants (Aidan Gibbons/Cultaholic Wrestling)
https://cultaholic.com/posts/report-warner-bros-discovery-blocks-brody-king-from-aew-dynamite-following-fck-ice-chants
http://www.memeorandum.com/260212/p49#a260212p49

Maxx Crosby commits to the Raiders following failed trade to the Ravens https://www.foxsports.com/articles/nfl/maxx-crosby-commits-to-the-raiders-following-failed-trade-to-the-ravens

Binance files a New York defamation suit against Dow Jones over the WSJ's February 23 article on the crypto exchange's handling of Iranian-linked transactions (Francisco Rodrigues/CoinDesk)
https://www.coindesk.c…

DOJ investigates Iran’s alleged use of Binance as exchange sues Wall Street Journal
The situation adds pressure to Binance, which is already operating under a compliance monitor following its $4.3 billion anti-money laundering and sanctions settlement in 2023.

sp_high_school_new: High school dynamic contacts (2011-2012)
These datasets contain the temporal network of contacts between students in a high school in Marseilles, France. The first dataset gives the contacts of the students of three classes during 4 days in Dec. 2011, and the second corresponds to the contacts of the students of 5 classes during 7 days (from a Monday to the Tuesday of the following week) in Nov. 2012.
This network has 180 nodes and 45047 edges.
Tags: Soc…

Binance files a New York defamation suit against Dow Jones over the WSJ's February 23 article on the crypto exchange's handling of Iranian-linked transactions (Francisco Rodrigues/CoinDesk)
https://www.coindesk.c…

DOJ investigates Iran’s alleged use of Binance as exchange sues Wall Street Journal
The situation adds pressure to Binance, which is already operating under a compliance monitor following its $4.3 billion anti-money laundering and sanctions settlement in 2023.

sp_high_school_new: High school dynamic contacts (2011-2012)
These datasets contain the temporal network of contacts between students in a high school in Marseilles, France. The first dataset gives the contacts of the students of three classes during 4 days in Dec. 2011, and the second corresponds to the contacts of the students of 5 classes during 7 days (from a Monday to the Tuesday of the following week) in Nov. 2012.
This network has 180 nodes and 45047 edges.
Tags: Soc…