2026-08-21 18:00:52
Today, I’m talking with Harvard professor and New Yorker staff writer Dr. Jill Lepore about her new book, The Rise and Fall of the Artificial State, which comes out on August 25.
Jill is one of the best writers there is at identifying institutional patterns in history, and Decoder is a show about systems, so this book could not possibly be more in our zone.
You build systems by measuring things — gathering information, quantifying it as data, and taking action on it. And Jill’s big…
Psychedelics align brain activity with context https://www.nature.com/articles/s41586-026-10910-z Under psilocybin, "the separation between internal models and sensory context on which predictive processing depends" dissolves.
Brain-wide reconfiguration of burst firin…
Why is improvement hard?
Part of the issue is everyone wants to improve, but nobody wants to destroy. Change often requires destruction. Or, at least, unlearning.
Let's call it gentle elimination. You may have to leave little habits, update current beliefs, eliminate comfortable patterns. When you want better outcomes, your daily norms may need to change. The process of improvement is not just about adding things you like. (...)
OpenAI is testing Private Safety Processing, a new technique to identify misuse patterns while preserving zero data retention protections, with early customers (Ina Fried/Axios)
https://www.axios.com/2026/08/19/openai-previews-zer…
product_space: Atlas of Economic Complexity export network
Two networks of economic products, where a pair of products are connected if they are exported at similar rates by the same countries. The data are a projection from a bipartite network of nations and the products they export. Edges weights represent a similarity score (called "proximity"). Data based on UN Comtrade worldwide trade patterns. SITC network based on the Standard International Trade Classification and HS …
The first version of tempolocus, v1.0.0, is out.tempolocus analyses time-series activity patterns to infer likely locations.
I’ve been experimenting with this idea for years, but AI-assisted development now makes it much easier to collect and maintain country-specific holidays and their many exceptions.
#threatintel
"What does your sleep patterns look like?"
"Dunno, some sort of 1/86mHz standing wave"
"No I mean at what time do you sleep?"
"Yes, well that was the most accurate answer I could give you"
product_space: Atlas of Economic Complexity export network
Two networks of economic products, where a pair of products are connected if they are exported at similar rates by the same countries. The data are a projection from a bipartite network of nations and the products they export. Edges weights represent a similarity score (called "proximity"). Data based on UN Comtrade worldwide trade patterns. SITC network based on the Standard International Trade Classification and HS …
Music evokes shared neural representations of imagined narratives across sensory modalities https://www.nature.com/articles/s41467-026-76452-0
"The knowledge that auditory information can be encoded in visual areas and vice versa is not new, as is shown, for example in the…
New NERDS publication on right-wing votes and bike network delays
https://nerds.itu.dk/2026/07/17/new-nerds-publication-on-right-wing-votes-and-bike-network-delays/
Looking at something claiming “Accessible by default” with its barely-WCAG-passing thing & tiny 10px text, vibe-coded patterns, SC misrepresentations, Twitter-only social presence, and failure to use HTML correctly reminds me that this ‘law’ also applies to sites:
https://adrianroselli.com/2026/03…
The ngscopeclient team is excited to announce the release of version 0.2 of our open source instrument remote control, protocol decoding, and signal processing suite (https://www.ngscopeclient.org/).
This release includes a few new drivers and filter blocks but is mostly focused on performance and stabili…
I wrote a blog post on using #Wikifunctions to determine the correct German article (der, die, or das) for a noun. It's an explainer for a tool I recently wrote and walks through calling Wikifunctions and how to fetch lexical data from #Wikidata.
from my link log —
reaction: A daemon that scans program outputs for repeated patterns, and takes action, faster than fail2ban.
https://framagit.org/ppom/reaction
saved 2026-07-12
Intricate Carvings in Ostrich Eggshells are 60,000 Years Old – and Reveal ‘Remarkable’ Human Thinking https://www.goodnewsnetwork.org/intricate-carvings-in-ostrich-eggshells-from-60000-year-ago/
Being under the weather has meant no alcohol these past few days. I simply cannot enjoy a drink when I’m not feeling well - a hot toddy is not for me. In any case, even when work patterns allow, I don’t drink every day. 3-4 days off is good, and I usually only drink beer or wine anyway.
Regional and Seasonal Effects of #GeomagneticStorms on Terrestrial Weather: https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2025GL121097 -> Powerful Solar Storms May Change Weather Patterns Across North America: https://www.unh.edu/news/powerful-solar-storms-may-change-weather-patterns-across-north-america - UNH scientist discovers the sun’s outbursts may briefly weaken rain and snow events.
Me and all my homies hate AI. But I think one thing that keeps pushing it's apparent "usefulness" is how unusable the world wide web has gotten, and it's important for power users who hate AI to be aware of that.
For casual users, AI summaries at the top of google search is the path of least resistance. Like, for all of us warning about UI dark patterns, the biggest dark pattern is built on the thing that we've relied on for decades. "Just google it" has…
For those that don't know, I help run a large women in technology chat group on Slack. It's been going for 11 years now! (ask me for an invite if you want one and that's appropriate!)
It has deeply shaped how I think about technology, especially the social side. There is so much embodied knowledge in that community, it's amazing. And it's also such a window into how much the mainstream of technology writing is dominated by men. We talk about it differently! We're much more likely to be critical, and to be critical of the _structures_ in tech. Sometimes that comes off as kneejerk "Ugh BRIAN!" to some of the bullshit men to do women in the workplace, but also embedded underneath is an understanding of rarely-mapped power structures in the field. So much advice out there is written assuming that there is no dissent, no silent frustration, no quiet abandoning the job when the pressures are unresolved. And so much of the tech world, press and on social media alike, has no insight that this attrition even happens.
Women, collectively, though, understand it. We notice the patterns of promotions. We understand the way that if we're in our 40s, we're rather likely to have a manager who is a decade younger than we are, with no particular experience. We notice when men are lauded for spending time with their family instead of work on occasion, but women are expected to be present at all times and rarely seen positively for doing the exact same things.
And yet, any given instance is always shrouded in deniability. The pattern generally holds, but is this one my fault? Do I not measure up? Or is it sexism?
That's what these structures rob from us: we never have the clarity in feedback that it is accurate, that is us that must change. When we stick to our guns, are we being obstinate, or are we correct? That information is denied to us by sexism. It only becomes clear in aggregate, and even then it is very hard to find action to take on it except to acknowledge it and move on.
I don't think people talk about that ambiguity enough: we're always looking for the clear sexism, the man speaking over the women, the trading sexual favors for advancement, the clear pattern of pet-to-threat that so many women experience as they age or gain skill in the field. But the bulk of sexism that we experience is in the structural poisoning of feedback.
Here's a sneak peak of the @… festival (on algorithmic patterns in the creative arts) open call for performances, workshops and conference talks:
https://alpaca.cc/call/
Would really love…
"El Niño climate patterns supercharged by burning of fossil fuels, study finds"
#ElNino #Climate #ClimateChange
Invisible Chasm Ⅲ (2026)
(From where I was standing, there's a 400 meter drop in between, a (hidden) suspension bridge crossing the canyon and the path then continuing almost vertically through the crags of the exposed bedrock on the opposite side...)
#InvisibleChasm #TextureTuesday
It was an awesome experience. I joined the art handling/preparators crew, so I was the new guy in training. It was a really great environment for training because they house a large collection of baroque paintings and very large Peter Paul Rubens. They were called cartoons, but they were full-on paintings, and they were technically patterns or designs for tapestries. Some of them were 12 by 15 feet. I worked there during their renovation.
3/
Working on tempolocus, a tool that analyses time-series activity patterns to infer a user’s likely location.
In @…, we work with a large volume of social-network time series. Estimating users’ locations from these patterns is often a manual task.
I prototyped a Python module that combines potential locations with yearly activity …
RE: https://c.im/@cdarwin/117091409817363484
The investigations fit patterns in US history of the government targeting leftwing activist and labor organizing.
After 9/11 those powers to spy on communities were greatly expanded.
The Archetype Effect
Explores the hidden psychological patterns shaping women's experience of leadership, work and influence...
Great Australian Pods Podcast Directory: https://www.greataustralianpods.com/the-archetype-effect/
Check out what the SO brought home from work today. Her bosses were going to throw it away!! A PowerBook G3 from 1998. This was the partner for an embroidery machine, the window open on the screen is for the program used to setup patterns for embroidering. (She's the machine tech at a local quilt shop) The thing is in amazing shape. Just a few scuffs here and there. Screen is bright and no sign of any damage. There's a small bit of discoloring near the bottom but it's almost not …
"A Wired investigation found that cops can search for vehicles and their drivers using prompts describing location, time, and patterns of movement."
Flock’s New AI Tool Does Much More Than Track License Plates
https://gizmodo.com/flocks-new-ai-tool-does-much-more-than-track-license-plates-2000800372
ResonaVis: Visualizing Interactive Music Data to Support Reflective Music Composition for Therapeutic Contexts
Abhishek Karwankar, Elise Ruggiero, Daniel Stevens, Matthew Louis Mauriello
https://arxiv.org/abs/2608.10338 https://arxiv.org/pdf/2608.10338 https://arxiv.org/html/2608.10338
arXiv:2608.10338v1 Announce Type: new
Abstract: Designing music for therapeutic contexts requires navigating complex relationships between musical structure and listeners' sensory responses, yet composers often lack structured representations of these interactions, relying instead on intuition. We present ResonaVis, an interactive visualization system that helps composers analyze interaction and audio data from prior sessions with children with Autism Spectrum Disorder (ASD), informing future compositions. ResonaVis integrates audio features and interaction logs to capture how children engage with layered musical compositions, representing this engagement through coordinated visualizations of temporal transitions, layer co-occurrence, rhythmic activity, and spectral characteristics. Rather than prescribing strategies or supporting therapy sessions directly, the system surfaces patterns in past session data to support data-informed reflection during composition. We evaluated ResonaVis through a mixed-methods study with eight music students and a follow-up case study with two experienced composers. Results demonstrate good usability (SUS = 72.23), exceeding benchmarks for early prototypes, and show that participants could identify interaction patterns, reason about layer relationships, and make informed compositional decisions with high perceived performance and low frustration. Confidence in interpreting interaction and acoustic data for ASD-focused composition increased significantly across multiple dimensions (p < 0.05), with qualitative findings suggesting a shift toward more adaptive, data-informed composition. This work contributes a visualization design space for therapeutic music interaction data, an integrated system for compositional reflection, and empirical evidence that visualization tools support analytical reasoning and confidence in data-informed creative practice. (Abstract shortened for arXiv.)
toXiv_bot_toot
@… I was particularly looking for the xUnit Test Patterns one.
I’m seeing a lot of really bad test code these days, especially LLM generated tests. But when Pearson informed me they no longer print it, I decided to just complete the series now, before it’s too late.
Improved detection and spatiotemporal spectral analysis of neural traveling waves https://www.biorxiv.org/content/10.64898/2026.09.11.750831v1 "alpha/beta activity is associated with both feedforward- and feedback-directed large-scale dynamics";
City Lives III 🔃
城市人生 III 🔃
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Кумедно.
Я думав, катари-"ножиці" це чисто вигадка Блізів. А зараз читаю — виявляється, що ні. Менш розповсюджений варіант, але реальний. Тільки вони "розкривалися" не перед ударом, а після. Як експансивна куля.
Національна зброя менш попсових культур здатна принести цікавий вайб у геймдизайн. Особливо якщо втілюється не поверхнево.
Our server, with approved registrations (i.e. mods only accept new people after checking their "reasons to join") is still constantly getting spam account requests. (spam, for lack of a better word... maybe 'sleeper accounts'?)
These are not obviously immediate to the untrained eye, but it's been happening for months now and there are some clear patterns. Here's a list of what I've learned …
Ocean surface temperatures hit a record high for June https://www.theguardian.com/environment/2026/jul/01/ocean-surface-temperatures-hit-a-record-high-for-june
#PennedPossibilities 1121: What would your MC say their personal strengths are? Would other characters agree?
Being observant, noticing things others never see, and seeing patterns.
The others would say things like 'We bloody well hope so, considering you're the Overseer!' and 'Not everyone is good at their job, though.' and leave it at that.
Anthropic launches a "reflection" dashboard in beta for Free, Pro, and Max users to track Claude usage patterns over 1-, 3-, 6-, or 12-month intervals (Anthropic)
http://anthropic.com/news/reflect-with-claude
Detecting unusual trading patterns on cryptocurrency exchanges by means of complexity measures
Jakub Zwydak, Marcin W\k{a}torek, Jaros{\l}aw Kwapie\'n, Stanis{\l}aw Dro\.zd\.z
https://arxiv.org/abs/2607.13916 https://arxiv.org/pdf/2607.13916 https://arxiv.org/html/2607.13916
arXiv:2607.13916v1 Announce Type: new
Abstract: Artificial transaction generation remains an important source of potential market manipulation on cryptocurrency exchanges, as it may distort reported liquidity and reduce market transparency. This study proposes a diagnostic framework for detecting unusual trading patterns based on complexity and statistical-structure measures derived from high-frequency trade-level data. The analysis considers log-returns, trading volume, and transaction counts, using tail distributions, autocorrelation functions, multifractal characteristics, approximate entropy, and detrended cross-correlations. The methodology is applied to BTC, ETH, and XRP traded on Binance, Bitget, KuCoin, and Kraken over the period from April 1 to June 30, 2025. The results reveal a pronounced anomaly on Bitget for BTC and ETH after mid-May 2025. The number of transactions increases sharply, but there is no proportional increase in traded volume or return fluctuations. This regime is characterised by numerous low-volume trades, weaker autocorrelations, reduced multifractal organisation, higher short-pattern irregularity, and weaker cross-correlations involving the transaction-count series. These features are consistent with a noise-like component in trading activity and may indicate artificially increased transaction counts, although they do not provide direct proof of wash trading. The findings show that complexity-based indicators can be useful for detecting exchange-specific trading anomalies that remain hidden in price-based measures.
toXiv_bot_toot
'Landschaft in Schwarzweiß' #FotoVorschlag
#Landscape in black&white
Yes I have some #winter photos for the topic! I really like this one as it looks like a drawing. I eve…
🔨 Skill Forge explores a site once, discovers its APIs and data patterns, then generates a deploy-ready skill package that runs at scale without re-exploration
📦 A solutions catalog ships 30 pre-built skills for sites like Amazon, Google Maps, YouTube and Reddit
💻 Runs on Windows, macOS and Linux with any agent that can execute shell commands. MIT licensed, most features free
Scientists Solve Mystery of Bizarre ‘Alien Megastructure’ Star https://www.404media.co/scientists-solve-mystery-of-bizarre-alien-megastructure-star/
My favorite LED project out there this year was #BurningMan2026
Ah we are doing why I open source?
I do it for 2 reasons. What I learn while doing it. What skills I practice while doing it. That’s it.
The skill I practise most is of product design and product building. Often in infra space - I don’t open source my non infra work.
The things I learn is the tools, languages and patterns of architecture and product design.
Welp, I need to re-record the ngscopeclient 100baseT1 demo video lol.
After some tuning, I can now run the TX *and* RX protocol decodes , and constellation diagrams, in real time. The only thing I can't do is eye patterns of both lanes (that slows it down from 12.5 to around 11.75 Hz refresh rate)
Using a mix of colored pencil, pen, paint, and digital tools,
Ashley Percival dreams up cheeky patterns and palettes for common animals,
presenting collections of the same species in endlessly alluring grids
https://www.thisiscolossal.com/2026/09/ashl…
#PSA : The bots here are adopting the same patterns that they use elsewhere.
Be very dubious of “firstlast##@mastodon.social“ accounts with tone discrepancies. Like responding to a snarky gripe by asking a verbosely faux-deep query about a tangent.
Because they are LLM training bots.
It's extremely funny that Malwarebytes has so many dark patterns, like you need to click 5 different things to uninstall it while it tries to talk you into subscribing
Unwritten With Lee Jacobs
The show for anyone who has done the therapy, the courses and the inner work and still keeps landing back in the same patterns...
Great Australian Pods Podcast Directory: https://www.greataustralianpods.com/unwritten/
...spent an hour writing an email "this is AI slop, and here are some indicators", in response to a half-hour documentary on Taiwan that my dad forwarded to me. *sigh*
(the narration is only slightly related to the video, and sometimes outright wrong. the narration has bland cliches and overuse of "not X but Y" contrast patterns. no video segment is longer than ~5 seconds. it's possibly AI-selected snippets of real video, but no video credits, and some video doe…
Replaced article(s) found for nlin.CD. https://arxiv.org/list/nlin.CD/new
[1/1]:
- Recurrence and anti-recurrence patterns reveal an antiperiodic fingerprint that survives into cha...
Arturo C. Marti, Edson D. Leonel
https://arxiv.org/abs/2607.05323 https://mastoxiv.page/@arXiv_nlinCD_bot/116877641124609605
toXiv_bot_toot
Anthropic researchers detail J-space, a small set of neural patterns in Claude that reveals internal thoughts that don't appear in the model's output (Anthropic)
https://www.anthropic.com/research/global-workspace
Fun, electrical activity in blobs of moss; spiking patterns!
https://royalsocietypublishing.org/rsos/article/13/7/252341/482568/Multi-scale-electrical-activity-and-signal
I don't often write #python but when I do I can apparently write python inefficient enough to start the fans spinning on my workstation for half an hour. It looks like Path's match involves a glob compile for every invocation and I have a lot of files (14k) to check against a lot of patterns (2314).
Inside Outside II 🔲
中间 II 🔲
📷 Pentax MX
🎞️ Fujifilm Neopan F, expired 1993
If you like my work, Support by buying me a coffee or a roll of film from
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from my link log —
What data access pattern is as slow as possible?
https://blog.weineng.me/posts/slowest_add/
saved 2026-06-27 https://
Playing with `focusgroup` support in Chrome 150 and I like seeing the browser assign the role based on the `focusgroup` token.
Yes, you can override it with an explicit `role` declaration, which will undoubtedly happen as devs choose keyboard patterns that don’t match the role.
But still neat.
https://cod…
Making good progress on the trainer / board for the probing class, which is going to double as a portable demo board for showing off ngscopeclient at various events.
USB-C powered, has a STM32H750 and XC7A35T because I had a bunch of each lying around and I wanted transceivers.
Test patterns will be selectable by the e-ink display and D-pad, or via a SCPI console on the USB port.
And of course there's probe points on the (12 Mbps) USB itself, so I can use it as a demo o…
A strengthening El Niño could reshape U.S. drought patterns, potentially leading to persistent dryness in the Plains.
Experts are concerned that a "Super El Niño" could emerge, raising the possibility of a "mini-Dust Bowl" scenario.
El Niño typically shifts storm tracks, bringing wetter conditions to the southern U.S. but leaving northern areas drier.
While a repeat of the 1930s Dust Bowl is unlikely due to modern farming practices, prolonged drought …
The Impact of Circumgalactic Rotation on Ly$\alpha$ Radiative Transfer
Hee-Gyeong Kym, Seok-Jun Chang, Max Gronke, Kwang-Il Seon
https://arxiv.org/abs/2609.08396 https://arxiv.org/pdf/2609.08396 https://arxiv.org/html/2609.08396
arXiv:2609.08396v1 Announce Type: new
Abstract: Hydrogen Lyman-alpha (Ly$\alpha$) is a prominent emission line from the circumgalactic medium (CGM). Due to its resonant nature, Ly$\alpha$ carries imprints of the physical properties and kinematics of the cold CGM. In particular, CGM rotation can modify the Ly$\alpha$ peak separation, which is often interpreted as a tracer of H I column density. We present 3D Monte Carlo Ly$\alpha$ radiative-transfer simulations in a CGM-like rotating medium and examine how the emergent spectra depend on rotational velocity ($V_{\rm rot}$), H I column density ($N_{\rm HI}$), viewing angle, clumpiness, and intrinsic source width. We find that rotation broadens the integrated spectra and increases the peak separation, with the strongest viewing-angle dependence when rotational Doppler shifts dominate over frequency diffusion. At high $N_{\rm HI}$, numerous scatterings reduce the sensitivity of integrated spectra to rotation, producing a degeneracy between $V_{\rm rot}$ and $N_{\rm HI}$. Consequently, Ly$\alpha$ peak separation alone can overestimate $N_{\rm HI}$ in a rotating medium. Spatially resolved halo spectra provide a clearer diagnostic: opposite sides of the rotating medium show systematic redshifted and blueshifted asymmetries associated with the line-of-sight velocity of the last-scattering gas. Such rotation-driven signatures can also contribute to velocity-map patterns often interpreted in terms of inflow or outflow, highlighting the need to consider rotation in spatially resolved Ly$\alpha$ observations. We further show that the main signatures persist in simple clumpy media, while the halo signatures are largely insensitive to the intrinsic source width. Our results demonstrate that spatially resolved Ly$\alpha$ observation is essential for disentangling CGM rotation from radiative-transfer effects.
toXiv_bot_toot
Blinking membrane patterns induced by protein binding/unbinding
Hiroshi Noguchi
https://arxiv.org/abs/2608.13016 https://arxiv.org/pdf/2608.13016 https://arxiv.org/html/2608.13016
arXiv:2608.13016v1 Announce Type: new
Abstract: Nonequilibrium membrane pattern formation is studied using meshless membrane simulation. Bound proteins are considered to have two states that generate different membrane spontaneous curvatures. Protein binding and unbinding occur cyclically owing to chemical potential differences, as an off-lattice active Potts model. It is found that this cyclic binding/unbinding can induce blinking domains, with oscillating size: convex domains of the proteins with a higher spontaneous curvature grow, and subsequently, the proteins change to the other state with a lower spontaneous curvature, resulting in domain shrinkage. These processes repeat. In thermal equilibrium, hexagonal convex domains are formed by the competition between bending and surface tension energies, so that they are stably formed only under positive surface tension. However, blinking domains can form even in tensionless membranes.
toXiv_bot_toot
"Ocean surface temperatures hit a record high for June"
#Climate #ClimateChange #Oceans
France's trees are dying at an increasing rate due to disrupted seasonal patterns
https://www.lemonde.fr/en/environment/article/2026/07/10/france-s-trees-are-dying-at-an-increasing-rate-due-to-disrupted-seasonal-patterns_6755321_114.html
Visual-to-Haptic Augmentation in XR: A Wearable Glove for Perceptual Grounding in Multimodal Interaction
Faisal Mohd, Hamdi Elsaddik, Erhan Baturay Onural, Jihong Zhang, Fedwa Laamarti, Abdulmotaleb El Saddik
https://arxiv.org/abs/2608.10368 https://arxiv.org/pdf/2608.10368 https://arxiv.org/html/2608.10368
arXiv:2608.10368v1 Announce Type: new
Abstract: Extended Reality (XR) systems increasingly deliver high-fidelity visual and auditory experiences, yet tactile perception remains comparatively underutilized as a modality for enriching embodied interaction. This work presents a visual-to-haptic wearable glove and a feature-based visual-to-haptic mapping algorithm that translates spatial and temporal visual features from images and videos into distributed vibrotactile patterns. The proposed method extracts motion, edge, and brightness cues and fuses them into actuator-level intensity maps aligned with a 29-actuator glove arranged in a five-by-seven layout.
The system is implemented through a modular four-layer architecture comprising the XR environment, media content handling, visual-to-haptic processing, and embedded haptic hardware. A within-subject user study (N = 20) compared visual-only interaction with visual-plus-haptic augmentation across texture-based and dynamic video scenarios. Results indicate that tactile augmentation significantly improves perceived realism in dynamic video scenarios and enhances immersion and visual-tactile correspondence across conditions, with stronger and more consistent effects observed for dynamic visual events.
While the current implementation operates in a single-user, offline-synchronized configuration, the findings demonstrate that vision-driven tactile augmentation can function as a perceptual enhancement layer within multimodal XR systems. Such a layer may provide a foundation for future socially enriched XR environments where coherent multisensory grounding supports higher-level interaction and communication.
toXiv_bot_toot
🔐 Requests are matched against deterministic static rules first (prefix, exact and glob URL patterns with optional HTTP method filters) — deny rules always take priority over allow
🤖 If no rule matches, an LLM judge evaluates the request against the agent's natural-language policy: allowed requests are forwarded, denied ones return a 403 with the reason
New NERDS paper on ‘Data production biases in human mobility data’
https://nerds.itu.dk/2026/08/27/new-nerds-paper-on-data-production-biases-in-human-mobility-data/
End of a Trip IV ✈️
旅行结束 IV ✈️
📷 Pentax MX
🎞️ Ilford FP4 Plus 125 (FF), expired 1994
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(LinkedIn) Intracortical microstimulation (#ICMS) patterns affect cell-specific myelination, so myelin insulation is not a fixed given in brain stimulation https://www.linkedin.com/posts/tkozai_nih-f31-neuroengineering-share-7501087539794161664-sFwA/
from my link log —
Compiling Rust is NP-hard: the pattern match exhaustiveness checker as a SAT solver.
https://niedzejkob.p4.team/rust-np/
saved 2021-07-08 https://
Getting closer to Rust replacement for my Arduino LED code on ESP32. In addition to parallel outputs, I now have wifi, a web server, and very basic audio in. (I2S Audio with async DMA only works with git `esp-hal`, depending on some very recent not yet released enhancements)
Next steps for full parity: DDP in over UDP, key/value store in flash to preserve settings (eg save brightness), more advanced patterns, and hopefully using the second core.
After another round of tuning to remove some expensive barriers and optimize memory access patterns, the CDR PLL on this benchmark went from 13.6 ms baseline down to 4.5 on the AMD R9700.
The 3070 Ti is still faster, but by a much smaller margin: 7.8 ms on the original code down to 4.2 on the newly optimized.
Late Diagnosed Diaries
This podcast is for the late or self diagnosed woman with ADHD, who's ready to finally understand her patterns, get out of her own way, and embrace her neurospicy self...
Great Australian Pods Podcast Directory: https://www.greataustralianpods.com/late-d
Common Excitation Patterns of Star Formation, Active Galactic Nuclei, and Shocks in Seyfert Galaxies: #BlackHole activity shaping nearby galaxies: https://www.cfa.harvard.edu/news/new-study-reveals-common-pattern-black-hole-activity-shaping-nearby-galaxies
California’s rugged Big Sur coastline is often called a slice of heaven,
120 miles of unspoiled rocky promontories, sandy beaches and redwood forests
at the foot of the Santa Lucia mountains.
This year, it has endured a long summer of hell.
Wildfires, road closures and repeated disruptions to the local hotel, restaurant and campsite businesses
all have posed significant challenges in an era of climate change and unpredictable weather patterns.
One large …
A visual imagery paradigm for #BCI strategies using imagined flickering patterns https://www.nature.com/articles/s41598-026-41324-6 (table correction at
ProtoGIB-Workload: Learning Workload-Specific Neural Topology Prototypes across Subjects
Yuzhe Zhang, Yixi Zhang, Shengdian Jiang, Chengxi Xie, Jihong Wang, Huan Liu, Man Yao, Minnan Luo, Chao Shen
https://arxiv.org/abs/2608.10647 https://arxiv.org/pdf/2608.10647 https://arxiv.org/html/2608.10647
arXiv:2608.10647v1 Announce Type: new
Abstract: Reliable electroencephalography (EEG)-based mental workload recognition is crucial for adaptive human-centered systems, yet practical deployment requires models to generalize to users unseen during training. Although functional connectivity graphs are widely adopted to capture workload-related neural interactions, they inherently entangle task-relevant structures with subject-specific physiological traits and sample-level noise. This entanglement often leads models to learn structural shortcuts, severely degrading cross-subject generalization. To address this, we propose ProtoGIB-Workload, a novel framework that explicitly regularizes and aligns graph structures for subject-independent workload recognition. Our approach introduces a Stochastic Graph Information Bottleneck (SGIB) to compress dense correlation priors into compact, task-relevant subgraphs, filtering out input-related redundancy. Crucially, to prevent the retention of subject-specific spurious edges, we propose a Class-Conditional Topology Stabilizer (CTS). Leveraging the fixed electrode coordinates of EEG data, CTS operates directly on graph-generation probabilities to encourage consistent edge-generation statistics across different subjects sharing the same workload class. Extensive experiments on two public EEG workload datasets and one in-house EEG cognitive load dataset of air traffic controllers under strict leave-one-subject-out (LOSO) protocols demonstrate that ProtoGIB-Workload significantly outperforms state-of-the-art temporal and graph-based baselines, improving the cross-subject Macro-F1 score by an average of 5.15% (up to 6.34%). Further analyses confirm that our method successfully extracts stable, cross-subject consistent neural connectivity patterns.
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product_space: Atlas of Economic Complexity export network
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product_space: Atlas of Economic Complexity export network
Two networks of economic products, where a pair of products are connected if they are exported at similar rates by the same countries. The data are a projection from a bipartite network of nations and the products they export. Edges weights represent a similarity score (called "proximity"). Data based on UN Comtrade worldwide trade patterns. SITC network based on the Standard International Trade Classification and HS …
Early acquisition efficiency in visual-to-auditory sensory substitution: the role of structured learning https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2026.1887888/full "structured learning was associated with shorte…
product_space: Atlas of Economic Complexity export network
Two networks of economic products, where a pair of products are connected if they are exported at similar rates by the same countries. The data are a projection from a bipartite network of nations and the products they export. Edges weights represent a similarity score (called "proximity"). Data based on UN Comtrade worldwide trade patterns. SITC network based on the Standard International Trade Classification and HS …
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