Scott H. Hawley

Scott H. Hawley

@drscotthawley.bsky.social

Nashville, TN. Computational physicist into ML/AI to help humans' music production, tech & ethics, representation learning. Prof. @Belmont University. https://scotthawley.com

1,026 Followers 841 Following 477 Posts Joined Feb 2024
2 hours ago

The post of the month...

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2 hours ago
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Explorers (1985) ⭐ 6.4 | Adventure, Comedy, Family 1h 49m | PG

Saw early screening of "Project Hail Mary" movie. It was good. Note that they removed (almost) all the science that was in the book. Don't expect hard sci-fi, but it's a fine as a "space fantasy adventure" e.g the film that started Ethan Hawke & River Phoenix's careers www.imdb.com/title/tt0089...

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2 hours ago
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Grammarly Disables Tool Offering Generative-AI Feedback Credited To Real Writers - Slashdot Grammarly has disabled its Expert Review feature after backlash from writers whose names were used to present AI-generated feedback without their permission. Superhuman (formerly Grammarly) CEO Shishi...

Congrats to authors who pushed back on Grammarly's ill-conceived "Expert Review". As noted on ./: Grammarly could have offered ROYALTIES & LICENSING instead of the typical zero-sum game of "rip everyone off" or "shut it down". There's a middle path: Opt-in, Give a cut. slashdot.org/story/26/03/...

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1 day ago
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After outages, Amazon to make senior engineers sign off on AI-assisted changes AWS has suffered at least two incidents linked to the use of AI coding assistants.

"need a human to take responsibility" applies to coding too. arstechnica.com/ai/2026/03/a...

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2 days ago

Update: On real data, combining the "factorization loss" with an "attraction loss", SIGReg loss, and MAE decoder loss... is messy -- esp. the latter. I'll replace the MAE decoder with a masked embedding decoder (cf iJEPA). Also: The earlier diagram had a mistake showing pitch ^ time. Should be this:

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1 week ago
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Anyone Else Have Those Weird Dreams Where Sobbing Future Generations Beg You To Change Course? The human subconscious is such an interesting thing. No matter how much you think you’ve got it figured out, it’ll always spit out the most random stuff. Take me, for example. After coming home from a...

Commentary: Anyone Else Have Those Weird Dreams Where Sobbing Future Generations Beg You To Change Course?

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1 week ago

While hilarious at first, bad idea in retrospect: It subtly encouraged me toward anthropomorphic thinking and regarding the LLM as some kind of friend -- even in me! And I've read enough @j2bryson.bsky.social to know better. Let's reaffirm: "The model is not my friend"

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1 week ago
Tolman–Oppenheimer–Volkoff equation - Wikipedia

If you do much with relativistic compact bodies (e.g. neutron stars), you see his name frequently implied via "T" in the TOV equation. -That's what comes to mind when I hear his name. en.wikipedia.org/wiki/Tolman%...

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1 week ago

It's not that the computation didn't *fit* in the GPU VRAM, it's that it was *bandwidth limited* -- because it's on a gaming laptop!

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1 week ago

Saved 5 GB VRAM + More consistent high GPU throughput so code trains faster = 🎉
PS- I don't scale by N, for consistency wrt batch_size

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1 week ago
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GPU-poor tip for #LeJEPA: chunk your SIGReg slices. 256 slices / chunks of 32 = 8x less VRAM, and it even completes *faster* on my 4090(MaxQ). Giant complex exponential tensors were my bottleneck. One extra loop. Now more room for batch_size!

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1 week ago
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GAME2026 Live Stream YouTube video by Bivector

Live stream of Geometric Algebra Mini Event (GAME) '26! www.youtube.com/watch?v=Bdhz...

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1 week ago
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Factorizing Softly – Scott H. Hawley Learning “soft-separable” directions in latent space as an alternative to explicit factorization.

3/3 Link: drscotthawley.github.io/blog/posts/F...
alt title: "Instilling Z Softly With This Loss" (I'll show myself out. ;-) )

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1 week ago
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2/3 My toy model works nicely! Probably not new, but can't find this exact framing. Would love feedback from those in the know! Link to Colab / Blog post follows... @neurreps.bsky.social @ninamiolane.bsky.social

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1 week ago
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Been musing on the geometry of disentangled representations & factorization: Doing it by construction seems like a limiting inductive bias.
What if you just add a soft geometric constraint to the loss and let the latent space sort itself out? Easy and tunable. 1/3

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1 week ago
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qwen3-coder:30b (18 GB) as a "junior dev" in Claude Code on my (64 GB) Macbook Pro means the laptop gets warm, and every few hours CC pops up asking to do something I don't want. Then it disappears for another few hours before asking if it may run "ls" 😜. Not quite the revolution I was promised.

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2 weeks ago
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Spotify unveiling a Bluetooth-enabled urn (a collaboration with Liquid Death) after killing the musician middle class through the devaluation of music via streaming is…… a little on the nose

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2 weeks ago

@tedunderwood.com ^This may interest you -- even though it's not literature, there's an historical bent to it.

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2 weeks ago
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AI vs Brush Study: How CLIP Misreads Artistic Style AI vs Brush study reveals how OpenCLIP simplifies artistic style, missing technique, intent and nuance when interpreting illustrated patterns and visual design.

Yo! Check out this cool study by textile artist Mona Tomassi on how CLIP embedding changes have reflected cultural changes in the internet-image landscape! monatomassi.com/ai-vs-brush-... , www.instagram.com/mona.textile...

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2 weeks ago

Good points! The threat model is more "Don't let the AI embarrass me" rather than serious data protection. I don't trust the cloud, I don't trust the agent, and I'm fully aware that if the OS is compromised I'm toast. FileVault is on, so at-rest is covered. So the weakest link is probably me. 😅

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2 weeks ago

BTW, this is a joke.
...But like some jokes, might actually prove useful.

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2 weeks ago
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GitHub - drscotthawley/ovenmitt: A local "claw" that is limited and "human-gapped" to keep me from getting burned A local "claw" that is limited and "human-gapped" to keep me from getting burned - drscotthawley/ovenmitt

This here paranoid boomer's take on the "*Claw" craze: OpenClaw->"OvenMitt": Very Limited functions, but air gapped* to keep me from getting burned 😉
Local, only reads messages & writes to a text file; You must ^C^V. 169 lines of Python
*"Human-Gapped" is my new pet term! github.com/drscotthawle...

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2 weeks ago

Le Yikes 😱

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2 weeks ago

LLM usage tips:
1. A little while ago, I added to my Claude profile, "Always call me 'bro'." And it's hilarious that it still does it.
2. Also it thinks my first name is "MY MAAAAIIIN MAAAYUNN!!!!". So it's great to be greeted enthusiastically when starting a new chat.

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2 weeks ago

🎉 "Flow Where You Want" is accepted to ICLR 2026's Blogpost Track! I craved technical feedback (teach me!), yet critiques were purely about scope & novelty (it's a tutorial 🤷‍♂️), not technical correctness, and they appreciated the clear presentation. I'll post a revised version next month!

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2 weeks ago
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Today I'll be at @christianitytoday.com's Mini-Summit on Creativity & Vocation in Nashville -- not on the AI panel, just going to meet people. If you're around, HMU.

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3 weeks ago

@weightsbiases.bsky.social : Always enjoy the themed run names. I see what you did there ;-)
Syncing run passionate-admirer-16
Syncing run enthralling-crush-168
Syncing run beaming-hug-16

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3 weeks ago
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MicroGPT: a masterpiece "Minuet" by the Mozart of ML, @karpathy.bsky.social: karpathy.ai/microgpt.html
200-lines of *dependency-free* Python, yet still very readable.

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1 month ago
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Open Letter: Against the closure of the Master's program Sound Studies and Sonic Arts at the Berlin University of the Arts (UdK Berlin) 21.01.26 Scroll down for the German version EN On January 13, 2026, the Berlin University of the Arts announced the closure of all Master's programs at the Central Institute for Continuing Education...

Open Letter/Petition to support the continuance of the Sound Studies & Sonic Arts program at UdK Berlin @udkberlin.bsky.social I signed. docs.google.com/forms/d/e/1F...

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1 month ago

When I saw "Free AI Training for All" I thought, "Wow! They're going to allocate enough GPUs so that anyone can their own models for free???"
...but seems they didn't mean that kind of "AI Training" :'-(

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