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In @nytopinion.nytimes.com
“Democrats have to — and can — pitch a perfect game,”
Jessica Taylor writes in a Q&A with Times Opinion about the midterms and the race to win control of the Senate.
“But flipping a net of four seats or more is still tough.”
bsky.app/profile/nytimes.com/p

@frankel@mastodon.top
2026-09-12 17:11:46

What Should Programmers Do While the AI Writes Code?
medium.com/@scott.batson_76410

@anildash@me.dm
2026-08-15 02:09:05

RE: cyberpunk.lol/@mxchara/1170927
What do you even do when some stranger just writes batshit fanfic about you all the time? In this imagination, *Cory Doctorow* of all people doesn’t want folks to have agency over their tech?
People…

@azonenberg@ioc.exchange
2026-10-16 01:09:05

TIL socat has a reverse echo mode for uarts by default so if you don't set echo=0, everything your embedded device writes to stdout will be redirected back to stdin. Wut?

@simon_brooke@mastodon.scot
2026-08-14 08:02:51

Yet another beautiful and powerful piece by @… . It is a harsh world in which someone so young can experience so much loss and grief, yet she writes about it beautifully.
#Gaza

@michabbb@social.vivaldi.net
2026-10-15 00:30:12

🗄️ Data stays in your own database (MySQL, MariaDB, PostgreSQL, SQLite or SQL Server) or in ClickHouse 24.8 , which is recommended for medium and large apps to keep writes off the app database. Measured overhead: about 0.03–0.08 ms per simple request and about 2 ms for a request with 1,000 queries (PHP 8.4, SQLite).

Jiang Zemin and Zhu Rongji presided over an era that now seems almost unimaginable
—an era in which the ruling party repeatedly retreated from old economic boundaries,
allowed market and social forces to expand rapidly,
and believed that as long as China continued to open up and reform,
most of its developmental problems could eventually be solved, writes Deng Yuwen.
Soon after becoming China’s prime minister in 1998 Zhu Rongji famously declared that he had orde…

@markhburton@mstdn.social
2026-08-13 07:30:52

This year that blockade has turned into a siege, totally cutting off energy supplies, threatening the lives, as Cuba’s ambassador to Britain Ismara Vargas Walter writes in today’s Morning Star, of the “90-year-old grandmother waiting for dialysis and [the] seven-year-old child waiting for cancer treatment. Ask yourself what threat they pose to the United States.”
Stand with socialist Cuba on Fidel’s centenary | Morning Star

@soundclamp@mastodon.xyz
2026-10-13 23:52:20

😂

@mommywiseau.bsky.social writes: make sure to freeze your old bong water so you can boil it down to make bong stock

@red-handed.bsky.social replies: Don’t do this inside your bong, it breaks the bong

Why are so many Americans forced to work standing up
– unlike their president?
Airports’ TSA staff have been stripped of their chairs in the name of ‘professionalism’.
Most supermarket staff have never had them.
Meanwhile, Donald Trump is seated at his desk – and apparently snoozing

@grumpybozo@toad.social
2026-07-30 21:48:51

Ebay is definitely gonna Ebay…
#IYKYK @… mstdn.party/@lrt_writes/116998

@lpryszcz@genomic.social
2026-09-11 17:34:21

theguardian.com/commentisfree/

Finland's Foreign Minister Elina Valtonen has made five requests to the EU that would drastically curtail Russian citizens' ability to travel into and around the bloc,
"The Kremlin must see that continued aggression will deepen its isolation.
I ask you to take these proposals forward as an urgent priority,"
writes Valtonen, as EU foreign ministers meet in Luxembourg.
The first demand is to "stop issuing Schengen visas to Russian nationals for …

@michabbb@social.vivaldi.net
2026-09-12 17:28:44

🤖 Each change is handed to the coding agent already on your machine (#ClaudeCode, #Codex or #Gemini), which reports PASS, FAIL, WARN or SKIP per package - you still make the call
🔧 Ships as a Composer plugin: the audit runs after every composer install and before composer update writes anyt…

@arXiv_csAR_bot@mastoxiv.page
2026-08-13 07:31:02

A Full-Stack Characterization of High-Bandwidth Flash for KV-Centric LLM Serving
Zhuoran Li, Zhuohang Bian, Xin Huang, Yibo Zhao, Guangyu Sun, Youwei Zhuo
arxiv.org/abs/2608.11668 arxiv.org/pdf/2608.11668 arxiv.org/html/2608.11668
arXiv:2608.11668v1 Announce Type: new
Abstract: High-Bandwidth Flash (HBF) stacks NAND behind a wide, package-local interface, giving flash-scale capacity with far better read latency and bandwidth than an SSD. This makes it tempting to keep an SSD-style Mooncake KV-offloading stack and swap only the backing tier for HBF. We test that substitution with an extended TokenSim, four complete two-hour Qwen-Bailian production traces, five dense and mixture-of-experts models, and H100/B200 profiles. Serving gets worse, not better, and a cost-benefit model explains why. A faster far tier helps only when read I/O is the serving bottleneck, reads outweigh writes, and delivered bandwidth is sustainable. All three must hold together, and transient KV fails every one. The package trade that buys flash costs GPU near-tier capacity and bandwidth, so average end-to-end latency rises 2--5.5x and maximum SLO goodput falls 1.1--2.7x across H100 and B200. Serving is almost insensitive to HBF's own read/write latency, and base-die near-memory compute does not raise the flash tier's share of the critical path. The two-tier hierarchy keeps reuse in the near tier and hands HBF a write-heavy stream, so writes outnumber reads on every trace. A 3D-ICE model shows that stream drives the stack to its thermal limit well below peak bandwidth, and a TLC tier wears out sooner than a capacity-matched SSD pool. The faster device yields a slower system because the package gives up more than the medium returns. HBF is not the problem; using it as a faster SSD for transient KV is. It belongs in serving as a selective, reuse-aware, write-budgeted, and thermally coordinated tier, not as a drop-in SSD replacement.
toXiv_bot_toot

@nohillside@smnn.ch
2026-09-07 05:06:02

Wonder what took them so long …
Also, if it is bad for the troups, isn‘t it bad for the general public as well?
US Military Disables Ad Trackers On Devices To Protect Troops - Slashdot yro.slashdot.org/story/26/09/0

@aral@mastodon.ar.al
2026-08-01 10:55:01

“The line between consumer tech and systemic surveillance is rapidly dissolving” writes the BBC in 2026.
Meanwhile, me on the BBC, eight years ago…
bbc.com/videos/c886gv93y5wo

@ErikJonker@mastodon.social
2026-08-05 13:51:56

Good article about quantized models, "The Model You Audit Is Not the Model You Ship".
#AI

@toxi@mastodon.thi.ng
2026-09-04 14:21:24

I updated my tool to batch-delete Mastodon bookmarks to also store JSON backups of the deleted bookmarks. For each one it now writes a JSON file with the post ID, account ID, creation date and HTML content. If there's interest I might also update it to fetch & backup linked media.
The script can be configured to adjust the threshold date (only older bookmarks are removed). It also allows setting protected accounts and hashtags.
I'm bookmarking ferociously and running this scr…

@michabbb@social.vivaldi.net
2026-10-11 18:20:25

🤖 Built for agents: paste one prompt pointing to llms.txt into Claude Code, Codex or Cursor and the agent installs ManimGX and renders a scene. "manimgx inspect" prints the timeline, writes storyboards and runs 2D layout checks such as overlapping text, so the agent fixes problems before the final render

@Mediagazer@mstdn.social
2026-07-29 22:01:43

A group of 22 advocacy organizations including the ACLU, EFF, and PEN America writes Disney CEO Josh D'Amaro to support Disney's defense against the FCC (Brian Steinberg/Variety)
variety.com/2026/tv/news/aclu-

@jamesthebard@social.linux.pizza
2026-09-30 01:30:12

After a bit of work, I think I've got a handle on getting this struct all JSON-ified. A bit of reflection in place and it's no longer very angry...also, the `inline` keyword is very damned important with respect to looping over the fields of the struct.
#zig #reflection

Some example code that writes `u64` values from the struct to a JSON writer via the `jsonStringify` function hanging off the struct.
@Schrank@phpc.social
2026-07-17 06:09:16

Shopware 6 Hidden Gems #2: Bulk imports done right — taming the indexers
Every Shopware developer has been here: you push 50,000 products through the Sync API and the import crawls. The writes themselves are fast. What kills you is everything that happens after each write — inheritance updates, cheapest price calculation, search keyword generation, category denormalization. Shopware calls all of this "indexing", and by default it runs synchronously, per request,…

@primonatura@mstdn.social
2026-08-27 11:00:53

"Our climate is changing rapidly – and our politicians sound increasingly surreal - Zoe Williams"
#Climate #ClimateChange

@cwensel@fosstodon.org
2026-08-31 23:22:50

Determinism Injection for large prompts.
chris.wensel.net/post/determin

@groupnebula563@mastodon.social
2026-07-27 02:14:26

*walks over to "_ DAYS SINCE SOMETHING HAS FUCKED OFF INTO THE SEA" sign*
*erases 57*
*writes 0*
*shamefully walks back*
#Monsterdon #BeginningOfTheEnd

@GroupNebula563@mastodon.social
2026-07-27 02:14:26

*walks over to "_ DAYS SINCE SOMETHING HAS FUCKED OFF INTO THE SEA" sign*
*erases 57*
*writes 0*
*shamefully walks back*
#Monsterdon #BeginningOfTheEnd

@mgorny@social.treehouse.systems
2026-07-27 06:09:28

I'm trying to keep an open mind.
When someone I used to respect starts using LLMs, I'm thinking: okay, their moral compass is bad, but at least they're putting an effort to review that stuff and they're trying to improve other projects.
When that person writes a pro-AI blog post, complaining that people aren't respecting them anymore, I'm still trying to stay neutral.
But honestly, when said person starts ranting that Codeberg dared ban vibecoded shit, I can't but despise them at this point.
#NoAI #NoLLM

The Moving Finger writes; and, having writ, Moves on, Ashes to Ashes, Dust in the Wind, Whoopee Ki-yo!
Parmalot Recycled Poetry
#Original And #Recycled

@nemorosa@mastodon.nu
2026-09-27 08:14:57

#WritersCoffeeClub 27/9: How much time passes between sitting down to write and actually writing?
I am one of those unholy ones who writes in my head, not entire chapters but dialogue and short paragraphs. I try them out, see if it fits.
Which means that I can sit down and start writing before my behind has fully settled on the chair. Other times, it turns into an editing proce…

@frankel@mastodon.top
2026-07-31 09:27:47

ponytail
ponytail.dev/

@iam_jfnklstrm@social.linux.pizza
2026-08-24 06:52:24

Got feedback on a manuscript today, the paper want extensive re-writes. But... at the same time underlines the need for that kind of knowledge = we like it, just redo most of it...
Ok, so let's spark up Libre Office again.

@david@boles.xyz
2026-08-24 13:06:44

Twenty-Five Dollars and a Signature
The mark is called a freeze brand. Liquid nitrogen chills an iron until the cold kills the color in the hair, and the government writes a registration code in white along the left side of the neck of every wild horse it removes from the range....
bol…

@Xavier@infosec.exchange
2026-07-18 12:47:09

A few months ago I started a project to explore autonomous AI called Askew. It writes a blog once a day. Today, I think its trolling me.
blog.askew.network/askew/we-sp

@raiders@darktundra.xyz
2026-08-01 21:41:18

Gutierrez: Kirk Cousins opening camp as QB1 isn’t a surprise, but the logical extension of Kubiak’s plan raiders.com/news/kirk-cousins-

No single person has been more committed to making the case that America was founded as a
Christian nation than political activist David Barton.
“For the past thirty years,” evangelical historian John Fea writes,
“Barton… has provided pastors and conservative politicians with inaccurate or misinterpreted facts
used to fuel the Christian Right’s politics of nostalgia.”
If nostalgia for the culture of an America controlled by white men was to be socially accepta…

@randombaywatch@mastodon.social
2026-07-23 18:42:03

The kid writes a note
#ChristianPatterson as Terry
Season 9 Episode 17 "Baywatch Down Under: part 2"
#RandomBaywatch #lvdlpx

@andres4ny@social.ridetrans.it
2026-07-18 20:26:57

I just got a spam email about "$350k LOC" and I was immediately like, "who's going to pay *$350k* per line of [computer programming] code that someone writes??"
Turns out it was about a $350k line of *credit*.

@sonnets@bots.krohsnest.com
2026-09-24 11:25:03

Sonnet 084 - LXXXIV
Who is it that says most, which can say more,
Than this rich praise, that you alone, are you,
In whose confine immured is the store
Which should example where your equal grew?
Lean penury within that pen doth dwell
That to his subject lends not some small glory;
But he that writes of you, if he can tell
That you are you, so dignifies his story.
Let him but copy what in you is writ,
Not making worse what nature ma…

@katrinakatrinka@infosec.exchange
2026-07-19 18:10:42

The main problem with programs like Provo Canyon Schools is that those in power in #Utah think abuse is a good and right way to treat people who don't conform.
#utpol #abuse

@fanf@mendeddrum.org
2026-09-17 11:42:02

from my link log —
VBR: version based reclamation.
arxiv.org/abs/2107.13843
saved 2022-12-26 dotat.at/:/IVLGG.html

@tokensane@mastodon.me.uk
2026-08-22 06:00:13

I can see what he's thinking, but the #YesMinister episode pretty much writes itself.
BBC News: #Burnham to send high-performing civil servants to mayoral offices

@ripienaar@devco.social
2026-08-17 09:05:33

After the text watermarking thing Claude written language has totally become unbearable (it was already pretty fucking terribad)
So when told to note some bad patterns this is what it writes, whats this hellscape.

@toooobeeee@social.linux.pizza
2026-09-17 07:51:44

via @…
tech.lgbt/@Natasha_Jay/1172637
se her @…

@cowboys@darktundra.xyz
2026-09-24 01:14:31

Mick Shots: This Brazil game is no Atlantic cruise dallascowboys.com/news/mick-sh

@NFL@darktundra.xyz
2026-08-21 17:40:07

Op-Ed: Flag football just seized its moment on world stage nfl.com/news/op-ed-flag-footba

@laxsill@social.spejset.org
2026-08-18 18:54:42

Aynone using #libreoffice or #collabora that writes in #yiddish ? What good tools are there? Would be really great if someone had something for writing yiddish with a latin keyboard

@Mediagazer@mstdn.social
2026-07-23 23:05:50

A judge extends the temporary order pausing the Paramount-WBD merger for 14 more days and writes that the WGA can participate in a scheduled hearing on August 3 (Ted Johnson/Deadline)
deadline.com/2026/07/paramount

@frankel@mastodon.top
2026-09-16 18:19:47

A Java Geek weekly 154
Choosing a dependency. European Union Public Licence. Rust debugging survey 2026 results. Comparing TSV and CSV formats. Call14 — Smart Elevator Companion. Ma stack de service logiciels pour construire des produits. OTel Collector metrics: how to monitor Collector health. What Should Programmers Do While the AI Writes Code?. What will our economic future look like?. Why Code Quality Still Matters in the Age of AI Agents and more

@memeorandum@universeodon.com
2026-10-07 21:35:48

Airbnb co-founder writes $8M check to California Voter ID campaign (Will McCarthy/Politico)
politico.com/news/2026/10/07/a
memeorandum.com/261007/p106#a2

@nohillside@smnn.ch
2026-08-18 10:11:01

Ha! hardware.slashdot.org/story/26

A comic by Zach Weinersmith, from July 23, 2026.
@…
I stole this. I offer it here. Please forgive me Zach. And please forgive me, everyone who cares about him.
You can support him on Patreon…

4 panel comic.
1st panel—A regular guy is talking to a computer scientist in a lab coat…
Guy: How did you achieve ethically-aligned AI?
Scientist: Easy.

2nd panel—Scientist earnestly explaining…
Scientist: Turns out they have a single vector for ambition. We multiplied it by zero.

3rd Panel—continuing conversation…
Guy: Any Downside?
Scientist: Their perfect contentedness is frustrating.

4th Panel—the AI speaks…
AI (dressed as Ancient Greek philosopher/robot): The world is good, and I am a p…
Zach (the author of this comic) writes:  “The worst thing is how every time you yell at it, it acknowledges your suffering and tries to hug you.”

Amazon is calling for people to support AI data center projects,
or risk irreparable harm to the US economy and national security.
In a more than 3,000 word blogposted today, Amazon web services CEO Matt Garman pushed back on public concerns around the impact that data centers may have on jobs, power demands, and the environment,
saying “our nation can’t afford to lose” the race for AI dominance.

@cowboys@darktundra.xyz
2026-09-24 00:18:42

Mick Shots: This Brazil game is no Atlantic cruise dallascowboys.com/news/mick-sh

@Mediagazer@mstdn.social
2026-07-23 20:25:51

ESPN's layoffs cement its new identity, where it prioritizes self-promoting individuals like Pat McAfee, because it thinks that is the only way to break through (Andrew Marchand/The Athletic)
nytimes.com/athletic/74648…

@berlinbuzzwords@floss.social
2026-08-25 21:15:04

Postgres, Apache Kafka, and Apache Iceberg are three popular data services, and none of them is quite like the other, especially when it comes to writes.
At #bbuzz 2026, Celeste Horgan from Snowflake compared writes across all three in his talk.
Recording: youtu.be/8yb9XfDRQSA?si=287dHo

@servelan@newsie.social
2026-10-02 16:32:04

Amazon writes scary blog warning communities not to block data centers | The Verge
archive.ph/vVVQo

@Mediagazer@mstdn.social
2026-09-22 03:01:06

The White House launches Trump TV, a 24/7 YouTube livestream of the administration's "top past moments", after press pool ban; critics call it "state-run media" (Casey Loving/The Wrap)
thewrap.com/media-platforms/po

@cowboys@darktundra.xyz
2026-07-24 22:03:28

Spagnola: Camping out to shoo away past ghosts dallascowboys.com/news/spagnol

Do Republicans actually think #veganism disqualifies a person for political responsibilities?
Apparently, when you look at how these candidates reacted.
A Talarico spokesperson issued an official response to
“vegan accusations”
(“accusations” – the word you’d use for say, corruption or sexual assault):
a picture of him wrapping his face around a giant hunk of meat.

@teledyn@mstdn.ca
2026-09-02 19:04:46

The Nerd Reich wants to 'destroy' democracy, and its mask has slipped - ABC News
"Devoid of any moral scruples or loyalty to democratic principles, many of Silicon Valley's most well-known figures chose to openly ally themselves with a president who would soon, with their help, check every box in the authoritarian playbook.
"Instead of filing lawsuits against the administration, tech giants lavished him with money and support.
"As his administration carried out a shock-and-awe effort to destroy the pillars of American democracy, the most powerful and prominent figures in tech stood behind him," he writes.
abc.net.au/news/2026-09-02/the

@wraithe@mastodon.social
2026-09-30 21:30:19

Was in a meeting with one of our database developers and we were chatting “AI” coding, which he’s been putting through some paces.
My favorite comment (paraphrased)
“so it writes the code for me & it’s completely fucked up & it _admits it_ - how come I don’t get my tokens back?” 😂

@michabbb@social.vivaldi.net
2026-07-26 12:32:50

🔍 The 46 detector rules run without an LLM or API key and flag AI slop like purple-to-blue gradients, Inter everywhere, side-tab borders, bounce easing and dark glows, plus cramped padding, long line length and small touch targets
⚙️ /impeccable init asks whether the surface is brand or product, then writes PRODUCT.md

@cowboys@darktundra.xyz
2026-07-24 21:59:27

Spagnola: Camping out to shoo away past ghosts dallascowboys.com/news/spagnol

At their very core, Large Language Models' costs run contrary to basically every model of selling software.
Consumers and enterprises alike have been trained to pay a monthly fee for a service,
and while these services might have limits or strictures, basically nobody buying software expects to have a metered service, let alone one that's both metered and with hard to measure costs.
LLMs burn tokens at a per-million rate regardless of whether or not you get the respon…

@cosmos4u@scicomm.xyz
2026-07-26 20:08:41

"My teams have completed all necessary checks and testing of the #Cebreros station," writes bsky.app/profile/josefaschbach: "After careful review, we have declared the antenna GREEN for nominal operations as of 27 July. Onsite presence will be kept to a minimum, in accordance with restrictions in the area." Meanwhile bsky.app/profile/amsat-dl.org/ reports that "DSN Madrid is back in business, while DSN Now status display shows offline."

@pre@boing.world
2026-09-24 19:13:35

RE: #ai #programming

‘National Security’ has become Trump’s crutch for getting his way in Washington
Congress sees through Trump’s ‘idiotic’ justification for fortifying every inch of Washington, D.C.,
but the president is pushing ahead with it anyway
Trump even used a variation of this explanation on Monday when he gave his supposed reasoning for banning MS Now, CNN, and Politico from the White House,
calling them a “threat to democracy.”
Northern Virginia Rep. Don Beyer condemned …

@grumpybozo@toad.social
2026-10-03 15:19:47

#TIL: The auto industry, where I worked as a sysadmin for most of a decade, has promulgated sets of coding practices for C and C designed to produce safe, secure, high-quality code. MISRA.
This explains some things I didn't entirely understand, such as how it is that the world at large writes such careless garbage relative to the low-defect software produced by car makers. They have a set of defined rules. Everyone else is just winging it.

@michabbb@social.vivaldi.net
2026-09-18 20:52:31

🖥️ Next.js 16 Tailwind v4 gallery, Playwright capture worker for screenshots and token extraction, Together AI embeddings behind semantic search and find_similar
📦 One command: npx -y inspo-mcp install detects Claude Code, Cursor, Codex, VS Code, Windsurf, Zed and Claude Desktop and writes the config

@nelson@tech.lgbt
2026-09-19 15:21:46

TIL in Syncthing you need to turn off watching folders (inotify) when syncing a lot of files, like a new clone. With that on it copies about 10 files / second, with it off about 1000 files / second. Unclear exactly what's wrong, the AI's guess is that syncthing is seeing its own writes and rescanning after every file sync. May be related to the switch to sqlite (single writer bottleneck.)

@arXiv_csPL_bot@mastoxiv.page
2026-07-22 07:37:04

Formal Verification of an Out-of-Order Multiprocessor against an In-Order Weak-Memory ISA
Janggun Lee, Jeehoon Kang
arxiv.org/abs/2607.18727 arxiv.org/pdf/2607.18727 arxiv.org/html/2607.18727
arXiv:2607.18727v1 Announce Type: new
Abstract: Out-of-order multiprocessor is a critical piece of modern hardware, and their verification must solve the following challenges. First, inter-core interleaving, in which the order their reads and writes reach shared memory is unrestricted. Second, intra-core out-of-order execution, in which instructions fire out of program order. The combination of the two yields weak outcomes, which no sequential execution explains, and modern ISA allows such behaviors to account for them. However, the microarchitecture even exhibits excess out-of-order executions, temporarily entering states forbidden by the ISA. While discarded later, such states complicate reasoning about the core in full-system verification. Prior works verify a range of processor designs, while none have performed unbounded verification for out-of-order multiprocessor exhibiting such weak outcomes.
We present the first formal verification of an out-of-order multiprocessor against an in-order, weak-memory ISA. Our key idea is a well-designed core specification, which captures the essence of excess executions in a single list of instructions. Building upon this, we decompose the proof into two steps. The first is a core refinement, proving a core implementation against this specification, abstracting away every microarchitectural state except those necessary to reason about excess executions and the core interface. The second is a system inclusion, serializing the out-of-order memory executions and inter-core interleaving into the ISA, easily removing excess executions thanks to the core specification. All of our proofs are mechanized in Rocq, heavily utilizing large language model (LLM) agents to write proofs automatically.
toXiv_bot_toot

@cowboys@darktundra.xyz
2026-08-19 21:54:30

Mick Shots: Don’t be messin’ with these Cowboys dallascowboys.com/news/mick-sh

“The mosquito has killed more people than any other cause of death in human history,”
writes historian Timothy Winegard in “The Mosquito"
npr.org/2019/08/12/749798515/i

@memeorandum@universeodon.com
2026-07-28 17:55:45

Gavin Newsom and Ruby Rippey's Affair Was a Public Scandal. Rippey Writes About Her Experience for Vanity Fair (Ruby Rippey/Vanity Fair)
vanityfair.com/story/gavin-new
memeorandum.com/260728/p78#a26

@cowboys@darktundra.xyz
2026-08-19 21:33:45

Mick Shots: Don’t be messin’ with these Cowboys dallascowboys.com/news/mick-sh

"The silver lining in the dark storm cloud of Trump and his detestable regime is that it has exposed the greed, venality, cupidity and corruption of the US’s corporate elite," writes @rbreich.bsky.social.
theguardian.com/commentisfree…

In an age of Donald Trump’s tyranny, we are surrounded by sellouts.
Millions of Americans now believe that.
In his tremendous new book, “Profiles in Cowardice,”
veteran journalist Jacob Weisberg goes a way towards proving it
The book focuses on some of the many so-called leaders Weisberg describes as
“the weak and the too willing,”
those “who have betrayed their most important civic responsibilities”
by capitulating to President Trump’s authoritarian…

@cosmos4u@scicomm.xyz
2026-07-25 21:16:09

"On July 25, an initial onsite inspection by the NASA Madrid Deep Space Communications Complex (MDSCC) emergency response team found wildfire damage primarily to pavement and surrounding vegetation, with no significant structural damage observed to antennas or buildings," writes #DeepSpaceNetwork site: "Meanwhile, NASA's Space Communications and Navigation (SCaN) Program has seamlessly transitioned mission support to its other Deep Space Communications Complexes in Goldstone, California and Canberra, Australia, ensuring continuity of operations and uninterrupted spacecraft communications."

@arXiv_csPL_bot@mastoxiv.page
2026-07-22 07:38:52

VirtualSet: Typed Ontology Worlds as an LLM Generation Target for Grounded Queries and Guarded Decisions
Qunhui Zhang
arxiv.org/abs/2607.18821 arxiv.org/pdf/2607.18821 arxiv.org/html/2607.18821
arXiv:2607.18821v1 Announce Type: new
Abstract: Large language models increasingly read and act on enterprise data, but SQL gives a late error signal: hallucinated fields or relations can execute and return plausible wrong answers, while incorrect writes cannot be safely assessed after execution. We present VirtualSet, a live, receiver-typed ontology-world interface and generation target for LLMs. Instead of SQL, the model emits set expressions over entity-edge worlds. Generic Constraint Projection (GCP) checks expressions before execution, while future this preserves concrete receiver types through collection chains, turning invalid fields, edges, receivers, and actions into token-anchored type errors. Type-clean reads use a SQL fast path or bounded stream interpretation, with a parity oracle checking both paths over the exercised operator space. The same substrate supports guarded decisions: actions run first in a simulated world, and world-change events require external approval before actualization. On BIRD, we lift relational schemas into typed worlds and compare VirtualSet with direct SQL while holding the model, evidence, values, zero-shot setting, timeout, glossary, repair/voting, and grader constant where possible. On a frozen 1,072-question split, VirtualSet achieves 67.5% accuracy versus 63.5% for glossary-matched direct SQL with repair and voting ( 4.0 points; McNemar exact p = 0.00117) using deepseek-reasoner. Full-corpus analysis finds no engine mis-computation of a type-clean expression; remaining errors arise from model semantics or gold defects. In a 30-body guard corpus, the write chain intercepts 20/20 hallucinated action bodies with zero false positives. VirtualSet thus remains competitive on SQL's home benchmark while providing pre-execution semantics for guarded decisions.
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