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David Marx

@digthatdata.bsky.social
2.6K followers 2K following 12K posts

I read a lot of research. Mostly ML. Currently reading: dmarx.github.io/papers-feed Statistical Learning Information Theory Ontic Structural Realism Morality As Cooperation Free Culture, Open Access YIMBY, UBI Research MLE Frmr FireFighter

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David Marx @digthatdata.bsky.social · 02/10/2026
not sure if this is a mutation or some kind of disease, but this whole patch of clover has these symmetric brown spots on the leaves that look like hearts
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David Marx @digthatdata.bsky.social · 02/10/2026
confirmed via the piano mover's FB. just disgusting.
Van Lewis is at John F. Kennedy Center for the Performing Arts.
2 days ago2d
 ·
Washington D.C.
 ·
Bittersweet day, I love moving Pianos, BUT taking all the Steinways out of the Kennedy Center is sad…..

---
https://www.facebook.com/van.lewis.18/posts/pfbid02NSDhFtod9G25vJD7e8zZKwcGcDF8z65N1cJi9BYMp7hKCwpLPjoTWxNsDWLhuDKal
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David Marx @digthatdata.bsky.social · 29/09/2026
hmm
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David Marx @digthatdata.bsky.social · 29/09/2026
I did it. I finally feel like I mostly understand Magnolia.
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David Marx @digthatdata.bsky.social · 29/09/2026
trying to grok the film "Magnolia"
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David Marx @digthatdata.bsky.social · 27/09/2026
uh... yeah... me too, pretty much...
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David Marx @digthatdata.bsky.social · 26/09/2026
epstein loved him, why can't you?
left: a birthday card trump sent to epstein in 2003 for his 50th, which unsubtly alludes to their shared affinity for sex with minors.

right: a photograph of trump, ivanka, epstein, and maxwell socializing at a party at trump's mar-a-lago club, February 12th, 2000.
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David Marx @digthatdata.bsky.social · 26/09/2026
I'm here to help
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David Marx @digthatdata.bsky.social · 25/09/2026
Silly rabbit: Trix are for KIDS!
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David Marx @digthatdata.bsky.social · 25/09/2026
One of the challenges with making statements like this is that it's extremely difficult to account for knock-on effects, which often trigger feedback loops that result in non-linear responses that weren't anticipated until they're actually encountered.
via https://www.science.org/doi/full/10.1126/science.adn3747

Fig. 4. The major environmental impacts of agricultural systems and potentially exacerbating effects of climate change.
The dark red circle in the center represents climate change. The yellow donut represents agricultural systems, and the small circles inside indicate the processes through which it affects the environment (black arrows). Dark red arrows indicate impacts of climate change on agriculture, and plus signs indicate its reinforcing effects on agriculture’s environmental problems, including direct feedback to climate change (e.g., intensified CH4 and N2O emissions). Dashed arrows indicate indirect climate-change feedback from the different environmental impacts of agriculture (e.g., stimulated CH4 emissions in lakes from nutrient runoff).
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David Marx @digthatdata.bsky.social · 25/09/2026
for contrast, here's an actually useful reference image.
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David Marx @digthatdata.bsky.social · 25/09/2026
wanted a quick reference for lymph node locations. tried searching google images expecting a plethora of useful results: instead, it's basically all AI slop with hallucinated anatomy. weak sauce. POP QUIZ: Guess which image was from a National Geographic webpage!
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David Marx @digthatdata.bsky.social · 25/09/2026
nice visual illustration of how superposition of concepts works
Figure 1:Summarizing the SDM read and write operations. 

Top Row three patterns being written into nearby neurons. 1. The first write operation; 2. Patterns are stored inside nearby neurons and the original pattern location is shown; 3. Writing a second pattern; 4. Writing a third pattern and neurons storing a superposition of multiple patterns. 

Bottom Row shows two isomorphic perspectives of the read operation. Neuron view (left) shows the query reading from nearby neurons with the inset showing the number of times each pattern is read. The four blue patterns are a majority which would result in one step convergence. Pattern view (right) is crucial to relating SDM to Attention and defined in Eq. 1 below. 

We abstract away the neurons by assuming they are uniformly distributed through the space. This allows us to consider the circle intersection between the query and the original locations of each pattern where blue has the largest circle intersection.
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David Marx @digthatdata.bsky.social · 23/09/2026
guess when I ran out of adderall
A heatmap laid over a calendar, showing "Papers per day" data, with counts falling off a cliff mid-late June.
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David Marx @digthatdata.bsky.social · 17/09/2026
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David Marx @digthatdata.bsky.social · 17/09/2026
organizing books by common publisher doesn't make em any easier to find, but it sure does look nice on the shelf.
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David Marx @digthatdata.bsky.social · 16/09/2026
TLDR
The most glaring proof of ESPN’s evolution was revealed this past Saturday on “College Gameday” from Austin, Texas.

During the show, the Gameday crew hosted Texas Sen. Ted Cruz for a discussion on the “Protect College Sports Act” with no one else to present an opposing view.

<embeded twitter post>
@firstandpen

ESPN: 
- “Without question our data tells us our fans do not want us to cover politics,” - Jimmy Pitaro, then ESPN President in 2019
- Fires/parts ways with a slew of Black talent over last 10 years

ESPN today:
- Puts Sen. Ted Cruz on "Gameday"
</embed>

Afterward, some said Cruz’s appearance wasn’t political while others sided with FCC Chair Brendan Carr, who said ESPN is not subjected to rules governing political candidates being interviewed on air because that only applies to broadcast networks, not cable networks like ESPN.
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David Marx @digthatdata.bsky.social · 15/09/2026
Someone should design a linear algebra curriculum that starts from an intro to einops.
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David Marx @digthatdata.bsky.social · 14/09/2026
Fun little piece of geography here: these are the Diomede Islands, located in the middle of The Bering Strait. Left: Little Diomede (USA) Right: Big Diomede (Russia) Turns out there literally is a place in Alaska from which you can clearly see Russia. Also, they're on opp sides of the date line.
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David Marx @digthatdata.bsky.social · 13/09/2026
OMG wikimedia I love you so much (also apparently I've had this access for over two years now and just ignored my "inbox" notification that long because I'm special...)
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David Marx @digthatdata.bsky.social · 10/09/2026
Also on the list, Edie McClurg: a name I didn't recognize but holy shit this lady was in everything. > She went on to appear in almost 90 films and 55 television episodes, usually typecast as a middle-aged, somewhat stubborn, and dim-witted Midwesterner. en.wikipedia.org/wiki/Edie_Mc...
https://en.wikipedia.org/wiki/Edie_McClurghttps://en.wikipedia.org/wiki/Edie_McClurghttps://en.wikipedia.org/wiki/Edie_McClurghttps://en.wikipedia.org/wiki/Edie_McClurg
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David Marx @digthatdata.bsky.social · 09/09/2026
Ok technically one of the "woodpeckers" was a red-breasted nuthatch, but I think it's fair to call any bird with black-and-white stripes that pecks holes trees a "woodpecker". come at me, bird people.
basically a woodpecker
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David Marx @digthatdata.bsky.social · 09/09/2026
The problem with information retrieval being so good now is that information retrieval is so good now.
Dame Susan Jocelyn Bell Burnell (/bɜːrˈnɛl/; née Bell; born 15 July 1943) is a Northern Irish physicist who, while conducting research for her doctorate in 1967, discovered the pulsar.[9][10] This discovery was recognized by the Nobel Prize in Physics in 1974, though she was not among its recipients.[11]

Bell Burnell was president of the Royal Astronomical Society from 2002 to 2004, president of the Institute of Physics from October 2008 until October 2010, and interim president of the Institute following the death of her successor, Marshall Stoneham, in early 2011. She was Chancellor of the University of Dundee from 2018 to 2023.

In 2018, she was awarded the Special Breakthrough Prize in Fundamental Physics. Following the announcement of the award, she decided to use the $3 million (£2.3 million) prize money to establish a fund to help female, minority and refugee students to become research physicists. The fund is administered by the Institute of Physics.[12][13][14][15]

In 2021, Bell Burnell became the second female recipient (after Dorothy Hodgkin in 1976) of the Copley Medal.[16] In 2025, Bell Burnell's image was included on an An Post stamp celebrating women in STEM.[17]
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David Marx @digthatdata.bsky.social · 09/09/2026
consider this guy you've probably never heard of and was robbed of a Nobel Prize. is that vanity?
Albert Israel Schatz (2 February 1920 – 17 January 2005) was an American microbiologist and academic who discovered streptomycin,[1] the first antibiotic known to be effective for the treatment of tuberculosis.[2] He graduated from Rutgers University in 1942 with a bachelor's degree in soil microbiology, and received his doctorate from Rutgers in 1945. His PhD research led directly to the discovery of streptomycin.

Born to a family of farmers, Schatz was inspired to study soil science for its potential applicability to take up his family occupation. Topping his class at Rutgers in 1942, he immediately worked under Selman Waksman, then head of the Department of Soil Microbiology, but was drafted to the US Army to serve in the World War II. After a back injury led to his discharge from the army, he rejoined Waksman in 1943 as a PhD student. Working in isolation from others due to his use of the dreaded tuberculosis bacterium (Mycobacterium tuberculosis), he discovered a new antibiotic which he named "streptomycin" that was proven safe and effective against the tuberculosis bacterium and other bacteria. He also contributed to the discovery another antibiotic albomycin in 1947.

The discovery of streptomycin led to controversies over its royalties from commercial production, and the Nobel Prize. Unbeknownst to Schatz, Waksman had claimed financial benefits only for himself and the Rutgers Research and Endowment Foundation. A lawsuit granted Schatz 3% of the royalties and legal recognition as the co-discover. Then, the 1952 Nobel Prize in Physiology or Medicine was awarded solely to Waksman explicitly "for his discovery of streptomycin,"[3] which The Lancet remarked as "a considerable mistake by failing to recognize Schatz's contribution."[4] As an act of goodwill, Schatz was honored with the Rutgers University Medal in 1994.
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David Marx @digthatdata.bsky.social · 09/09/2026
What a juxtaposition...
Top: Researcher discusses AI solving Navier-Stokes
Bottom: Journalist discusses DHS report with invented citations
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David Marx @digthatdata.bsky.social · 09/09/2026
jfc
WaPo: "Honoring 9/11 heroes, trump repeats disputed account of his role in recovery"CNN: "Fact check: trump's stroy about being carried away by firefighters after the 9/11 attack"
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David Marx @digthatdata.bsky.social · 08/09/2026
"Always trust your gut"

your gut: "Spend the rest of your life researching math that has no practical applications"

you: "OKAY"

---

via : https://old.reddit.com/r/okbuddyphd/comments/1wa88uz/its_crazy_how_we_all_have_to_do_this/
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David Marx @digthatdata.bsky.social · 07/09/2026
Weekend project coming along nicely
- LIT-199 — Language Modeling with Gated Convolutional Networks 
  - LIT-030 — GLU Variants Improve Transformer
    - LIT-200 — PowLU: An Activation Function for Stable Pre-Training of LLMs

- LIT-045 — RoFormer: Enhanced Transformer with Rotary Position Embedding
  - LIT-192 — Extending Context Window of Large Language Models via Positional Interpolation
    - LIT-193 — YaRN: Efficient Context Window Extension of Large Language Models
  - LIT-210 — Round and Round We Go! What makes Rotary Positional Encodings useful?
- LIT-207 — The Impact of Positional Encoding on Length Generalization in Transformers
  - LIT-208 — Rope to Nope and Back Again: A New Hybrid Attention Strategy
  - LIT-209 — SWAN-GPT: An Efficient and Scalable Approach for Long-Context Language Modeling
- alongside: LIT-048 — Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation

- LIT-161 — Mamba: Linear-Time Sequence Modeling with Selective State Spaces
  - LIT-162 — Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality
    - LIT-137 — Gated Delta Networks: Improving Mamba2 with Delta Rule — also extends LIT-195
      - LIT-133 — Kimi Linear: An Expressive, Efficient Attention Architecture 
    - LIT-165 — Mamba-3: Improved Sequence Modeling using State Space Principles
- LIT-195 — Parallelizing Linear Transformers with the Delta Rule over Sequence Length

- LIT-141 — Hyper-Connections (Superseded)
  - LIT-140 — mHC: Manifold-Constrained Hyper-Connections
    - LIT-151 — oHC: Orthogonal Hyper-Connections on SO(4) via Quaternions
    - LIT-181 — Beyond the Birkhoff Polytope: Spectral-Sphere-Constrained Hyper-Connections
- alongside: LIT-134 — Attention Residuals
- alongside: LIT-152 — On the Design of Qwen3.8-Next Architecture: Evaluation, Efficiency, and Training Stability
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David Marx @digthatdata.bsky.social · 04/09/2026
some attempts at coloring by thread hierarchical color scheme on the left)
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David Marx @digthatdata.bsky.social · 04/09/2026
sort of a simple trick here: even with a very constrained categorical palette, if I pin multiple visual attributes to the same categorical attribute, I get roughly the cardinality of the palettes permutations worth of discriminability. TLDR: combining color and shape to track respective authors
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David Marx @digthatdata.bsky.social · 04/09/2026
Looks like I need to traverse QTs better, here it is with the upstream "dogpiling" thread added
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David Marx @digthatdata.bsky.social · 04/09/2026
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David Marx @digthatdata.bsky.social · 04/09/2026
what a time to be alive
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David Marx @digthatdata.bsky.social · 03/09/2026
> light blue stripes :|
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David Marx @digthatdata.bsky.social · 02/09/2026
Since we're already on the topic of old military paint jobs, how neat was dazzle camo? let's bring that back.
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David Marx @digthatdata.bsky.social · 02/09/2026
Do modern engines have spinners for "psychological reasons" too?
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David Marx @digthatdata.bsky.social · 01/09/2026
shiny new toy
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David Marx @digthatdata.bsky.social · 27/08/2026
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David Marx @digthatdata.bsky.social · 27/08/2026
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David Marx @digthatdata.bsky.social · 27/08/2026
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David Marx @digthatdata.bsky.social · 27/08/2026
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David Marx @digthatdata.bsky.social · 26/08/2026
if you spot one of these, fucking pounce on it.
Biergarten Collection

24 x 16.9 oz

Traditional German Beers
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David Marx @digthatdata.bsky.social · 25/08/2026
100% What my thing adds on top of that is if you change the status of a decision, it propagates that change by alerting you to where that decision was referenced and forcing you to take action
Here is the whole idea. A page cites a decision by name:

```markdown
We retry writes because ADR-012 requires at-least-once delivery.
```

Months later that decision is superseded — one field, in one file:

```yaml
status: 'Superseded — by ADR-013'
```

Nobody edited `docs/api.md`. It is now wrong, and it says so:

```console
$ luria lint
luria: 1 warning(s) — retired documents cited unacknowledged from current docs/code
  ADR-012 is Superseded, cited 1× in 1 file(s) — Writes are at-least-once

$ luria reports
docs/api.md:3
```

The old decision is not deleted; it keeps its body and its reasons. What
changed is that everything resting on it became visible. Now fix the sentence,
or say at the citing site why the citation is deliberate:

```markdown
<!-- inactive-ok: ADR-012 — the history this section is about -->
```

Either way the finding closes, and the reason it closed is written down.

That operation is the product. The rest is machinery around it: identities
worth citing, statuses that mean something, and views generated so they cannot
drift from their sources.

<!-- luria:badges -->
[![needs decision: 0](https://img.shields.io/badge/needs%20decision-0-brightgreen)](docs/reports/pending-decisions.md)
[![cited, not in force: 0](https://img.shields.io/badge/cited,%20not%20in%20force-0-brightgreen)](docs/reports/reference-status.md)
<!-- /luria:badges -->
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David Marx @digthatdata.bsky.social · 25/08/2026
It's not even original artwork, they're selling cards w public domain images printed on them and acting like they're selling previously unseen material. "Secret Lair", aka Wikimedia.
## Why Secret Lair’s first booster packs had to look unfinished

The Zeta Set recreates that DIY aesthetic using public-domain images, archival material, original MSCHF photography, and typography reminiscent of an early word processor. Its 121 cards span early Magic classics and modern Commander favorites, with three available visual treatments: Photocopy, Photocopy Negative, and Color Banding.
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David Marx @digthatdata.bsky.social · 24/08/2026
bird looks like it was designed by a 12yo
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David Marx @digthatdata.bsky.social · 24/08/2026
There Can Be Only One (President of France)
A photo of actor Adrian Paul portraying Duncan Macleod, main character of the 90's TV series "The Highlander"
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David Marx @digthatdata.bsky.social · 24/08/2026
I swear: for a hot second I thought Macron had a gigantic ponytail.
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David Marx @digthatdata.bsky.social · 23/08/2026
stumbled across this picture earlier today and I sorta can't get enough of it
An entertainer at a county fair firing an electric leafblower at his own face, causing his mouth to inflate dramatically and reveal his clenched teeth weirdly distant from his facial musculature.Same image, cropped into a closeup on his face. Strong "Alien" (xenomorph) vibes.
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David Marx @digthatdata.bsky.social · 23/08/2026
This criticism evidently extends to the entire Zoe Chant oevre.
Screenshot of author page on GoodReads
---


Firefighter Griffin (Fire & Rescue Shifters, #3)
 4.15 avg rating — 6,269 ratings — published 2016 — 12 editions

Wildfire Griffin (Fire & Rescue Shifters: Wildfire Crew, #1)
 4.27 avg rating — 5,584 ratings — published 2018 — 9 editions

Firefighter Dragon (Fire & Rescue Shifters, #1)
 3.95 avg rating — 4,905 ratings — published 2016 — 11 editions

Wildfire Unicorn (Fire & Rescue Shifters: Wildfire Crew #2)
 4.34 avg rating — 3,999 ratings — published 2019 — 9 editions

Wildfire Hellhound (Fire & Rescue Shifters: Wildfire Crew #5)
 4.41 avg rating — 3,676 ratings — published 2020 — 4 editions

Firefighter Sea Dragon (Fire & Rescue Shifters, #4)
 4.27 avg rating — 3,364 ratings — published 2017 — 7 editions

Firefighter Unicorn (Fire & Rescue Shifters, #6)
 4.44 avg rating — 3,177 ratings — published 2017 — 7 editions

Firefighter Pegasus (Fire & Rescue Shifters, #2)
 4.17 avg rating — 3,307 ratings — published 2016 — 11 editions

Bodyguard Bear (Protection, Inc., #1)
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David Marx @digthatdata.bsky.social · 21/08/2026
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