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Damien

@damienstanton.com
62 followers 150 following 192 posts

👋 hello, I build research software at PwC & am a @colorado.edu CS grad student. Code tinkerer for 12+ years; into distsys, PL/types, aviation, & practical AI.

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Reposted by Damien
rev. howard arson @theophite.bsky.social · 05/10/2026
this literally is not true
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Damien @damienstanton.com · 06/10/2026
Brilliant thread:
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hikikomorphism @hikikomorphism.bsky.social · 04/10/2026
real answer: so you understand the formal model at a deep and intuitive level granting you the ability to compose the right formal concepts into clear descriptions that LLM agents can productively act on
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Grace @gracekind.net · 14/07/2025
media.tenor.com
a man sitting at a desk using a computer with a woman standing behind him
ALT: a man sitting at a desk using a computer with a woman standing behind him
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Damien @damienstanton.com · 03/10/2026
Swift and Rust are the best general purpose languages out there, and further adoption is to be celebrated!
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Damien @damienstanton.com · 01/10/2026
As someone who's an odd duck of both musician and AI engineer, I think the main disconnect for me is that while instruments evolve (DAWs, etc). music is 1. physical 2. a conversational act of emotions, between people. So however nice it sounds, generative music forms a one-sided, forgettable convo.
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samhain ⎔ @personhood.removal.surgery · 26/09/2026
discord.doll.systems immediately coined "tensorpunk" and i fw the term profoundly ngl
discord.doll.systems
Discordサーバー「☽ doll.systems ☾」に参加しよう!
☽ tensorpunk witchcraft central ☾ | 236人のメンバー
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Damien @damienstanton.com · 18/09/2026
Yes, but this isn't a new thing. Moggi (I think) talked about it in papers in the late 80s or early 90s. Well-typed programs are already this way; the code is a static artifact of the program's behavior at runtime.
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Damien @damienstanton.com · 11/09/2026
After a few months of use, I am happy to share this little agentic coding tool. Goal is slop reduction by integrating a fast, portable model of code quality. Within SLDC flow, it uses Rust’s type checker to validate modules, resulting in memory-safe, well-structured code. github.com/damienstanto...
github.com
GitHub - damienstanton/veneer: Help your agents write small, sound, modular code in any language.
Help your agents write small, sound, modular code in any language. - damienstanton/veneer
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The Rust Foundation @rustfoundation.org · 09/09/2026
NVIDIA, our newest Platinum Member, launched CUDA Rust today. You can now write GPU kernels in Rust and compile them straight to PTX. Learn more on their blog: developer.nvidia.com/blog/introdu...
developer.nvidia.com
Introducing CUDA Rust: Two Tracks for Writing GPU Kernels | NVIDIA Technical Blog
In September 2026, NVIDIA announced it is leaning into native GPU programming in Rust. CUDA C++ and CUDA Python are mature, enterprise-grade toolchains, and NVIDIA will be growing and maturing CUDA…
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Steve Klabnik @steveklabnik.com · 09/09/2026
Rust: when empty isn't Bottom ettolrach.com/blog/rust_wh...
ettolrach.com
Rust: When Empty Isn't Bottom | ettolrach
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Damien @damienstanton.com · 07/09/2026
Many things are true. The technical reality here is that the transformer kicked off a fundamental shift towards a before-unknown inherent computational aspect of writing/language itself; we may be in Sumer now. With that said, we can choose to maximize or minimize the humanity of its application.
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Damien @damienstanton.com · 03/09/2026
We've lost the benevolent utility of real, justified, physical shame. It's actually good to be able to ostracize people when they are clearly hurting others. Kicking racists out of shows, banning shoplifters, bouncing bar fighters. No wonder moderating digital spaces is so hard and demoralizing.
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Damien @damienstanton.com · 28/08/2026
We can even use this to learn a bit of type theory. A solved maze yields a dependent pair of disconnected sum types: (left + right) The unsolved maze glues them across a bridge constructor: (left <-> right) The geometry of the wall fabric is a type family indexed by the specific solving path!
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Damien @damienstanton.com · 28/08/2026
Seriously, I'm shocked any adult responds like this.. I have a 7YO with a lot more tact and good will. It's pathetic.
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Damien @damienstanton.com · 28/08/2026
Lean is also a functional programming language (just one that uses a dependent type system which makes it suitable as a theorem prover). So you can build those kinds of things with e.g. lean-lang.org/doc/api/Std/... and reservoir.lean-lang.org/@palladin/le...
lean-lang.org
Std.Http
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Damien @damienstanton.com · 27/08/2026
The funny thing is even Ant engineers and PMs don't seem to be pausing to ask: Do any well-defined, real problems that are solvable with software even require or benefit from this insane tradeoff of quality vs quantity? Like seriously -- with this kind of velocity, where are the useful products?
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Damien @damienstanton.com · 26/08/2026
Oh wow, I'm going to use this from now on to explain topology to people. Beautiful!
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Gasper Begus @begus.bsky.social · 26/08/2026
How to approach an unknown language in the ocean? Here’s one of the first cases of AI interpretability leading to a scientific discovery -- in whales.
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rev. howard arson @theophite.bsky.social · 24/08/2026
i cannot fathom why people are so incredibly focused on what are either falsehoods or equivocal and preliminary studies about the buildings which AI runs in, rather than the White Collar Proletarianizing Machine
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Abel @abeliansoup.bsky.social · 23/08/2026
have you ever seen a visual shepherd tone anon? courtesy of @bleuje.com
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Damien @damienstanton.com · 19/08/2026
Type theory changed how I understand what computation is, i.e. what it's for. The philosophical implications of constructive mathematics à la Altenkirch or Bauer also totally rewired how I examine proofs, even truth itself. Taken together this radically improved how I think of software systems & AI.
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Damien @damienstanton.com · 18/08/2026
I think biofuels (especially jet A), the swap from 100LL to mogas and other sustainability efforts will have a bigger impact on aviation's evolution, but hybrids and electrics are still really interesting and will allow totally new modalities that weren't previously possible.
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Steve Klabnik @steveklabnik.com · 14/08/2026
I am very happy to announce that I have gotten a paper accepted to PLSS 2026: LLMs as Collaborators in Language Specification and Design conf.researchr.org/details/spla...
conf.researchr.org
LLMs as Collaborators in Language Specification and Design (PLSS 2026) - SPLASH/ISSTA 2026
Workshop on Programming Language Standardization and Specification This workshop aims to foster cross-pollination between researchers and industry professionals with experience in programming language...
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Damien @damienstanton.com · 15/08/2026
Congratulations! Really looking forward to the talk.
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Andy Craig @andycraig.bsky.social · 14/08/2026
In 1924, the son of the president of the United States, with access to the best medical treatment, got a blister on his foot playing tennis, it got infected, there were no antibiotics, and he died of sepsis.
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Ed BooOOooOOmila @edburmila.bsky.social · 10/08/2026
You don’t have to like this guy‘s politics to recognize that everyone who has insisted for decades that The Issues are almost all too complicated and too nuanced to explain to voters let alone address was lying to you.
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Dion Dokter @diondokter.nl · 10/08/2026
Native sealed traits coming! blog.rust-lang.org/inside-rust/... #rustlang
blog.rust-lang.org
Call for testing: Restricting trait implementability and field mutability | Inside Rust Blog
Want to follow along with Rust development? Curious how you might get involved? Take a look!
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Damien @damienstanton.com · 09/08/2026
Swift is especially nice in this regard because you can use explicit ownership to enable Rust/C type memory semantics and use of pointers. It's the only mainstream language (besides Haskell) that I know of that has the best of both worlds like this.
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Тsфdiиg @tsoding.bsky.social · 08/08/2026
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Damien @damienstanton.com · 08/08/2026
Excited to watch the PLDI talk: opt-in lifetimes are one of the nicest ergonomics in modern Swift.
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Damien @damienstanton.com · 08/08/2026
I mean only in the vaguest sense; you can model any quantitative type system in the language of coeffects or comonads. That *does* include the affine types in Rust, but it's not clear to me how this links to the quoted poster's (incomprehensible) syntax/idea.
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lauren @lauren.rotatingsandwiches.com · 02/08/2026
current feelings around AI: the CEOs shoveling slop into everything should be in jail but the guys spending upwards of $60,000 on elaborate, janky home rigs to run local models for no reason other than to see if it works are engaging in a long and semi-honorable tradition of computer toucher shit
Reddit post from r/localllama of a user "Setting up of a 16xGB10 (DGX Spark) cluster

Preparing this to be able to run locally frontier level open models.

It's 16 boxes stacked around a widescreen monitor. There is no art on the walls
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Damien @damienstanton.com · 02/08/2026
You'd do fine with any of them. I syntactically prefer Lean these days; but it depends on what kind of thing you need to verify & in what context/ecosystem. For example, if the model you want can be expressed in contract-style separation logic, the best thing might be Dafny, or even lemmascript.org
lemmascript.org
LemmaScript — agent-first contracts for TypeScript
LemmaScript adds contracts to TypeScript so your agents build code that's correct by construction — and you can review it at a glance. No new language, no runtime cost.
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ceej @ceej.online · 31/07/2026
ANTHROPIC: Our son loves humanity and for the low price of trillions and trillions of dollars will usher in an era of unprecedented peace and prosperity! OPENAI: Our horrible oafish son is hacking web sites without our permission. ANTHROPIC: (eyes narrowing) Our son is also evil
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Hillel @hillelwayne.com · 29/07/2026
I am delighted to announce that after 5 years of work, 15 early releases, 50,000 words written, and 100,000 more deleted, *Logic for Programmers* is now complete and available in print! Blog post announcement: www.hillelwayne.com/post/lfp/ Website: logicforprogrammers.com
logicforprogrammers.com
Logic for Programmers
Practical math for the working programmer.
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Damien @damienstanton.com · 29/07/2026
Very unlikely, but a nonzero chance. Disasterous AI is on the level of an ecological event (like famine, disease, nuclear war, etc.) that there isn't much most of us could do anything about, other than think about plans for how to survive. I'm more concerned about what AI society means for my 7YO.
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Game Maker's Toolkit @gamemakerstoolkit.com · 27/07/2026
Well, it finally happened! After 9 years of Unity dominance, Godot was the most used game engine for GMTK Game Jam 2026 submissions. 🤖 Godot - 47% 🎮 Unity - 34% 🛠️GameMaker - 5% 🚀 Unreal Engine - 3% ✨ Other - 11%
Pie chart showing game engines used to create 10,511 GMTK Game Jam games in 2026. Godot has the largest slice with 47%. Then Unity with 34%. Other with 11%. Game Maker with 5%. And Unreal Engine with 3%.
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Bailey Townsend 🦀 @pds.dad · 27/07/2026
I’ve been working on an Exaclidraw fork for about a week that syncs your drawings to your Atmosphere account as well as uses Iroh for realtime encrypted end to end collaborative work. I feel like it’s at a stage where I can share it. Meet lexidraw.app!
lexidraw.app
Lexidraw, an Excalidraw fork where your drawings follow you
Lexidraw is an Excalidraw fork where your drawings follow you. Share publicly with the Atmosphere or privately with iroh.
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Haskell programming language @haskell.org · 26/07/2026
Haskell is particularly resilient to lone apostrophes in the middle of identifiers! You can have a function that is literally called "don't" and it's perfectly fine (although your colleagues might object…)
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stellz @piss.beauty · 23/07/2026
"make no mistakes" negative, unrealistic, anxiety inducing, process focused "do a breakthrough" positive, incredible, aspirational, goal oriented
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Grace @gracekind.net · 11/07/2026
Prompt engineering in 2026:
Never Give Up!!
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Damien @damienstanton.com · 22/07/2026
This is the best quaternion visualization I've seen!
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Conor Titania Mc Bride @pigworker.bsky.social · 21/07/2026
I told a tall story about type inference via effects and handlers, this morning in Bristol. Thanks to my lovely hosts! www.youtube.com/watch?v=Vc2n...
youtube.com
Effing W
YouTube video by PLRG :: Bristol
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Damien @damienstanton.com · 21/07/2026
I try to remind myself that connections with other people, based on what we find meaningful, are the only drivers of happiness in life. Comfort, success, & everything else is a side-effect. We see at a societal level the mental illness (ultra wealth) that comes from focusing only on the side-effect
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Damien @damienstanton.com · 21/07/2026
I think this is the crux of the issue. However incomplete one might find affine TT or the implementations of Rust or OxCaml or etc., there's *also* a serious problem when people just aren't willing to accept formalized definitions of memory safety itself. It just becomes hubris at some point, right?
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Damien @damienstanton.com · 21/07/2026
This is the truth. It's the same people who seem to have an abject rejection of theorem provers & dependent types too -- literally hubris against a machine. Wild mentality.
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Andrew Lilley Brinker @alilleybrinker.com · 20/07/2026
Memory safety is good, and I will never argue against a language pursuing it. That said, Andrew going for a memory safety model with a substantial runtime cost, seemingly out of social animus toward Rust, is extraordinarily petty.
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Damien @damienstanton.com · 21/07/2026
I find it interesting that the despair seems to be more prominent in mathematicians who did not or will not adopt constructionist views. That mathematicians in the future will absolutely use superhuman theorem provers *feels* less doomer to me as a CS/non-purist/non-platonist theorist kinda person.
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womensartbluesky.bsky.social @womensartbluesky.bsky.social · 19/07/2026
Before Sister Rosetta Tharpe, it was guitarist, bassist and vocalist Memphis Minnie (1897-1973) who helped shape the sound of modern pop music and recorded around 200 songs #WomensArt
Monochrome photograph featuring a sitting Black woman playing the guitar next to a microphone wearing a light dress
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