Zach Brockway's Avatar

Zach Brockway

@neverender

Senior virtual production programmer @ Epic Games. Previously: XR/firmware @ OptiTrack. Spare time: Getting up to speed on ML. Also @Zach@mastodon.gamedev.place.

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17.10.2023
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Latest posts by Zach Brockway @neverender

05.02.2026 23:59 👍 10 🔁 0 💬 0 📌 0

Deleting Signal now that I know it's compromised. Find me in AOL Instant Messenger Gaming Chat.

27.01.2026 06:04 👍 4 🔁 0 💬 0 📌 0
A series of Gemini reasoning summaries:
- "Verifying Model Existence"
- "Clarifying Simulated Reality"
- "Confirming Future Scenario"

A series of Gemini reasoning summaries: - "Verifying Model Existence" - "Clarifying Simulated Reality" - "Confirming Future Scenario"

Poor Gemini, man. It must be exhausting to be continually jump scared by any mention of a too-big version number, or god forbid the calendar year. How many tokens are collectively spent on its mini-existential crises?

27.01.2026 05:29 👍 0 🔁 0 💬 0 📌 0
Dhs lies

Dhs lies

After all this is over, we need to pass a law that makes social media posts from official agency accounts like this subject to perjury, equivalently to testimony before Congress. It is too destructive to the country to let them keep lying and lying and lying without any possible legal remedy.

24.01.2026 18:54 👍 423 🔁 107 💬 9 📌 14

Call that auto-ouroboric asphyxiation? (Sorry. Im sorry. Im trying to remove it.)

25.01.2026 21:45 👍 1 🔁 0 💬 0 📌 0
PartUV: Part-Based UV Unwrapping of 3D Meshes PartUV: Part-Based UV Unwrapping of 3D Meshes — SIGGRAPH Asia 2025

There's this, which was trained on Objaverse for a lot of GPU hours and might meet some people's definition: www.zhaoningwang.com/PartUV/

13.12.2025 15:07 👍 2 🔁 0 💬 0 📌 0

behold, the metaverse

23.06.2025 15:43 👍 2 🔁 0 💬 0 📌 0
Pairwise L2 distances between text features:

('running', 'run'): 21.87
('running', 'walk'): 22.49
('sit on chair', 'sit'): 30.49
('sit on chair', 'throw chair'): 22.92
('wave', 'waving'): 28.00
('wave', 'surf'): 24.61
('turn left', 'turning left'): 17.06
('turn left', 'turn right'): 12.75

Pairwise L2 distances between text features: ('running', 'run'): 21.87 ('running', 'walk'): 22.49 ('sit on chair', 'sit'): 30.49 ('sit on chair', 'throw chair'): 22.92 ('wave', 'waving'): 28.00 ('wave', 'surf'): 24.61 ('turn left', 'turning left'): 17.06 ('turn left', 'turn right'): 12.75

I was cautiously optimistic SIGLIP2 might surprise me here... alas! Even siglip2-giant-opt-patch16-384 is mega-wonky.

15.06.2025 00:36 👍 1 🔁 0 💬 0 📌 0

the key which unlocks Demis' entire deal is that he used to work for Peter Molyneux

10.06.2025 14:17 👍 128 🔁 19 💬 10 📌 2
Excerpt from chapter 1, with a block diagram labeled "Figure 1.2 - Machine learning: a new programming paradigm," contrasting two boxes labeled "classical programming" and "machine learning."

The "classical programming" box takes "rules" and "data" as input, and yields "answers."

The "machine learning" box takes "data" and "answers" as input, and yields "rules."

Excerpt from chapter 1, with a block diagram labeled "Figure 1.2 - Machine learning: a new programming paradigm," contrasting two boxes labeled "classical programming" and "machine learning." The "classical programming" box takes "rules" and "data" as input, and yields "answers." The "machine learning" box takes "data" and "answers" as input, and yields "rules."

I really enjoyed this! I also discovered that if you star the LanceDB repo on GitHub, you might get LinkedIn requests from their sales team, which is not a funnel I had previously considered. 🫠

FWIW I just remembered where I first saw that diagram: @fchollet.bsky.social's Deep Learning with Python.

07.06.2025 19:58 👍 1 🔁 0 💬 1 📌 0
Headline with man smiling: "Heartwarming: The Worst People You Know Are All Fighting"

(Variation on classic Clickhole "Heartbreaking: Worst Person You Know Made a Great Point" post)

Headline with man smiling: "Heartwarming: The Worst People You Know Are All Fighting" (Variation on classic Clickhole "Heartbreaking: Worst Person You Know Made a Great Point" post)

05.06.2025 21:31 👍 19 🔁 1 💬 0 📌 0
‪rev. howard arson‬ ‪@theophite.bsky.social‬ · 2mo
i remember writing stuff in 2019 which was just, like, "we have to figure out how to make this not ruin the internet and everyone's jobs before we release it" and then chatGPT launched and they just threw all that work in the garbage

‪rev. howard arson‬ ‪@theophite.bsky.social‬ · 2mo
like right now a guy whose first business was a VPN marketed to satanist child sex extortionists is running random foreign service officers' resumes through the world's worst LLM (which has an 'erotic' mode) to find out which ones to fire. how do you think that will affect sales

‪rev. howard arson‬ ‪@theophite.bsky.social‬ · 2mo i remember writing stuff in 2019 which was just, like, "we have to figure out how to make this not ruin the internet and everyone's jobs before we release it" and then chatGPT launched and they just threw all that work in the garbage ‪rev. howard arson‬ ‪@theophite.bsky.social‬ · 2mo like right now a guy whose first business was a VPN marketed to satanist child sex extortionists is running random foreign service officers' resumes through the world's worst LLM (which has an 'erotic' mode) to find out which ones to fire. how do you think that will affect sales

rev. howard arson‬ ‪@theophite.bsky.social‬ · 2mo
i really do love this stuff, man, and because a bunch of MBAs decided to do what they did, i'm going to spend the rest of my career fixing what they broke, breaking what i built, or apologizing for what i did
‪
SE Gyges 🏴‍☠️‬ ‪@segyges.bsky.social‬ · 2mo
have you considered the possibility that this stuff just inherently makes people insane, as a domain

‪rev. howard arson‬ ‪@theophite.bsky.social‬ · 2mo
rip to everyone else who went mad staring into the aleph but im different

rev. howard arson‬ ‪@theophite.bsky.social‬ · 2mo i really do love this stuff, man, and because a bunch of MBAs decided to do what they did, i'm going to spend the rest of my career fixing what they broke, breaking what i built, or apologizing for what i did ‪ SE Gyges 🏴‍☠️‬ ‪@segyges.bsky.social‬ · 2mo have you considered the possibility that this stuff just inherently makes people insane, as a domain ‪rev. howard arson‬ ‪@theophite.bsky.social‬ · 2mo rip to everyone else who went mad staring into the aleph but im different

To yours and especially @dame.is's point: a tragicomic summary of the dynamics at play that lives rent-free in my mind.

05.06.2025 01:01 👍 1 🔁 0 💬 1 📌 0

There are dozens of us—DOZENS!

29.05.2025 21:36 👍 4 🔁 0 💬 0 📌 0

I have a vague recollection of trying an earlier version of this and having it dock points for having a Bsky link in my X: The Everything App profile, impugning my cogsec for chasing fads. Or maybe I dreamed that

27.05.2025 22:30 👍 3 🔁 0 💬 1 📌 0
Zach Brockway‬ ‪@neverender.bsky.social‬ · 6mo
Same. But I made the apparent mistake of liking Alex’s original post where he said “in the long-term i don't really care if people with reactionary opinions that i do not really respect blacklist me.” Guess what? Everyone who liked that post ended up getting added to the “AI artist” block list!


‪Zach Brockway‬ ‪@neverender.bsky.social‬ · 6mo
If anyone had bothered asking, I might’ve tried to explain that I don’t use generative image models at all, and play around with LLMs locally under a microscope because “I just think they’re neat.”

I think it’s Bad, Actually that companies can sack and launder the commons and privatize the profit!


‪godoglyness‬ ‪@godoglyness.bsky.social‬ · 6mo
my biggest problem with this website (that isn't missing features: GCs pls? Private accounts pls?) is the propensity of some of the communities here to really zealous blocking

your views seem perfectly reasonable & i don't think "pros" or "antis" should block you for them, whether or not they agree


‪Zach Brockway‬ ‪@neverender.bsky.social‬ · 6mo
I think the ability to make a conscious decision to completely cut someone out of your social graph is fine! Great, even! “Nuclear block” is objectively good IMO.

But outsourcing that decision to random people who accumulate lists of thousands of perceived enemies? I’m not so sure about that.

Zach Brockway‬ ‪@neverender.bsky.social‬ · 6mo Same. But I made the apparent mistake of liking Alex’s original post where he said “in the long-term i don't really care if people with reactionary opinions that i do not really respect blacklist me.” Guess what? Everyone who liked that post ended up getting added to the “AI artist” block list! ‪Zach Brockway‬ ‪@neverender.bsky.social‬ · 6mo If anyone had bothered asking, I might’ve tried to explain that I don’t use generative image models at all, and play around with LLMs locally under a microscope because “I just think they’re neat.” I think it’s Bad, Actually that companies can sack and launder the commons and privatize the profit! ‪godoglyness‬ ‪@godoglyness.bsky.social‬ · 6mo my biggest problem with this website (that isn't missing features: GCs pls? Private accounts pls?) is the propensity of some of the communities here to really zealous blocking your views seem perfectly reasonable & i don't think "pros" or "antis" should block you for them, whether or not they agree ‪Zach Brockway‬ ‪@neverender.bsky.social‬ · 6mo I think the ability to make a conscious decision to completely cut someone out of your social graph is fine! Great, even! “Nuclear block” is objectively good IMO. But outsourcing that decision to random people who accumulate lists of thousands of perceived enemies? I’m not so sure about that.

Between the specter of death threats here for learning in public about forbidden applications of linear algebra, and the fact that I don't want to help delay the demise of Twitter, I've more or less given up.

I'm already blocked by 28,000 people, some of whom I respect, for *liking one post*!

26.05.2025 17:00 👍 4 🔁 0 💬 0 📌 0

she gamma on my return til i argmax

23.05.2025 05:46 👍 0 🔁 0 💬 0 📌 0

We should have a made a world where giving a child a tablet was as wholesome and enriching as giving them Encarta 95 or a stack of DK books.

I still don't entirely understand why we failed.

30.04.2025 22:50 👍 58 🔁 6 💬 5 📌 2
Post image Post image Post image Post image

I've cobbled together syco-bench, a benchmark of model sycophancy. It consists of tests measuring three things: bias towards user in an argument, mirroring user views, and overestimating user IQ. Here are the results, higher scores are worse. See the following tweet for important caveats:

29.04.2025 18:55 👍 105 🔁 15 💬 9 📌 9

anyway it turns out I stumbled ass-backward into reinventing textual inversion

06.04.2025 18:16 👍 0 🔁 0 💬 0 📌 0
"We will introduce our methodology for constructing attribution graphs while working through a case study regarding the model’s ability to write acronyms for arbitrary titles. In the example we study, the model successfully completes a fictional acronym. Specifically, we give the model the prompt `The National Digital Analytics Group (N` and sample its completion: `DAG)`. The tokenizer the model was trained with uses a special “Caps Lock” token, which means the prompt and completion are tokenized as follows: `The` `National` `Digital` `Analytics` `Group`  `(``⇪``n``dag`."

"We will introduce our methodology for constructing attribution graphs while working through a case study regarding the model’s ability to write acronyms for arbitrary titles. In the example we study, the model successfully completes a fictional acronym. Specifically, we give the model the prompt `The National Digital Analytics Group (N` and sample its completion: `DAG)`. The tokenizer the model was trained with uses a special “Caps Lock” token, which means the prompt and completion are tokenized as follows: `The` `National` `Digital` `Analytics` `Group` `(``⇪``n``dag`."

"The tokenizer used by Claude 3.5 Haiku includes some special tokens which are depicted in some of our plots. These include two capitalization tokens (↑, ⇪) and a new-line token (⏎)."

"The tokenizer used by Claude 3.5 Haiku includes some special tokens which are depicted in some of our plots. These include two capitalization tokens (↑, ⇪) and a new-line token (⏎)."

Rare Anthropic tokenizer alpha. (h/t @andersonbcdefg.bsky.social)

06.04.2025 18:07 👍 1 🔁 0 💬 0 📌 0

I actually find myself thinking about it more often than I used to, but mainly in the context of how we've gotten so negatively polarized against the enabling technologies that I'm not sure what would happen if someone tried to invent and unveil it now.

07.12.2024 19:26 👍 4 🔁 0 💬 0 📌 0

I'm a dilettante, but I think Zotero is great. Automatically pulls metadata for whatever PDFs I throw at it, can rename files accordingly, provides annotation tools. Plus: it's a dark mode PDF reader!

They sell an (affordable) sync service, so Google Drive is probably a no-go. 300 MB free, though.

03.12.2024 05:38 👍 2 🔁 0 💬 2 📌 0

Don’t mind me, I’ll just be over here using my Super FX chip to design stealth aircraft.

28.11.2024 20:51 👍 8 🔁 1 💬 0 📌 0

Unfortunately undermining the kernel of nuance, and to your point: bsky.app/profile/lu.i...

28.11.2024 19:07 👍 3 🔁 0 💬 0 📌 0

be the case study you want to see in the world

26.11.2024 19:24 👍 2 🔁 0 💬 0 📌 0
Screen capture of the "Touch the Stove" game show from The Simpsons. The host and contestant stand on a stage in front of a live audience. Between them is an electric range with red hot burners.

Screen capture of the "Touch the Stove" game show from The Simpsons. The host and contestant stand on a stage in front of a live audience. Between them is an electric range with red hot burners.

25.11.2024 16:09 👍 1 🔁 0 💬 1 📌 0

Blocked/blocking seems broken right now, presumably a side effect of explosive growth. The number going up (and eventually down) wildly is, I infer, an ill-advised attempt at a loading spinner for something that currently never loads. Lists seem to populate OK though.

22.11.2024 22:08 👍 3 🔁 0 💬 1 📌 0

(*: OK, OK, more like ~223ns/it after this One Weird Trick cloud providers don't want you to know about.)

18.11.2024 16:40 👍 0 🔁 0 💬 0 📌 0

Really great talk. How do you take a microbenchmark from a noisy ~637ns* per iteration (with spikes to 10+µs!), to an extremely tight ~163ns?

TIL you can isolate cores from the Linux kernel scheduler.

Also, if Intel Processor Trace turns out not to be really usable on Windows, I will be very sad.

18.11.2024 16:40 👍 2 🔁 0 💬 1 📌 0

the big sleep

16.11.2024 18:35 👍 5 🔁 0 💬 0 📌 0