TLDR: the paper introduces the use of a Repository Planning Graph to overcome the planning and consistency problems that have prevented LLMs from generating complete, complex software projects.

The graph allows reliably generating codebases 3.9x larger at 36K lines of code with far more correct pass rate at 69.7% compared to mere 33.9% before. Replacing ambiguous natural language with a structured graph allows the LLM to plan and execute long-horizon tasks reliably and at scale.

RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation

Large language models excel at function- and file-level code generation, yet generating complete repositories from scratch remains a fundamental challenge.

^arXiv.org

Uefa could decide as early as next week whether to suspend Israel from its competitions, with the governing body facing growing pressure from inside and outside the game.

Reports on Thursday, initially in the Times, suggested a vote that would determine Israel’s participation in World Cup qualifying and that of Maccabi Tel Aviv in the Europa League could be held by Uefa’s executive committee before the international break begins on 6 October.

Israel’s future in Uefa could come to a head before World Cup qualifiers

Uefa could decide as early as next week whether to suspend Israel and its club teams from its competitions

^{Paul MacInnes (The Guardian)}

When I moved to Coreboot, I also elected to encrypt my /boot partition, which is decrypted by the GRUB payload of Coreboot. I mostly worked on this by trial-and-error, which resulted in the workflow:

1. GRUB unlocks /boot
2. Keyfile in /boot opens /
3. Partition for /boot is listed in /etc/crypttab, with another keyfile to unlock /boot again from within Linux
4. /boot is mounted via /etc/fstab

Steps 3 and 4 always seemed inelegant to me, but after doing systemd-analyze, I realized how much those steps consume when booting (9 sec).

My questions:

• After GRUB unlocks /boot and boots into Linux proper, is there any way to access /boot without unlocking again?
• Are the keys discarded when initramfs hands off to the main Linux system?
• If GRUB supports encrypted /boot, was there a 'correct' way to set it up?
• Or am I left with mounting /boot manually for kernel updates if I want to avoid steps 3 and 4?

Anche il capitolo 10 del manga di Sailor Moon, come inevitabilmente sospettavo, offre degli spunti di riflessione interessanti, anche se questo è...

stuff.octt.eu.org/2025/09/pret…

TLDR: the paper introduces the use of a Repository Planning Graph to overcome the planning and consistency problems that have prevented LLMs from generating complete, complex software projects.

The graph allows reliably generating codebases 3.9x larger at 36K lines of code with far more correct pass rate at 69.7% compared to mere 33.9% before. Replacing ambiguous natural language with a structured graph allows the LLM to plan and execute long-horizon tasks reliably and at scale.

RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation

Large language models excel at function- and file-level code generation, yet generating complete repositories from scratch remains a fundamental challenge.

^arXiv.org

https://www.wired.com/story/the-onion-made-an-absolutely-unhinged-jeffrey-epstein-mockumentary/

Time for everyone to take the Trump loyalty pledge that supercedes the Constitution. Those who don't kneel will be replaced ASAP.

archive.is/i3G1r

Mastodon has a concept called "featured statuses", which is a special collection attached to a Person actor.

docs.joinmastodon.org/spec/act…

It wasn't readily know how this collection is updated and federated (not without code achaeology), but claire@social.sitedethib.com recently shared some additional info :smiley:

• The actor itself will issue an Add activity targeting the collection with the status in object.
• This activity is sent to all followers of the actor.
• No activity is sent if the actor has no remote followers.
• A Remove is sent when a pinned post is unpinned.

This is what the Add looks like:

{
    "@context": "https://www.w3.org/ns/activitystreams",
    "type": "Add",
    "actor": "https://example.org/users/testUser",
    "target": "https://example.org/users/testUser/collections/featured",
    "object": "https://example.org/users/testUser/statuses/115266412340579560"
}

First one is from my personal profile and the second one is from ny work profile.

I need Instagram for our class group chat and Discord for communicating with my friends.

https://apnews.com/article/amazon-prime-ftc-bezos-online-shopping-a3aa849de1279e3675a162ec6815de84

But people in China certainly seem to think this is an example of AI. China Digital Times reports that it wasn’t just the same-sex image that was altered, but the distributor did also cut out some straight sex scenes from the film... As one user implies, the AI is a more sophisticated and “terrifying” form of censorship because smart viewers have figured out ways to get around obvious censorship or can tell the difference, but that’s much harder with AI. Here’s a smattering of some of the comments, sarcasm implied on the last one:

...in the future, we won’t even be able to tell if we’re watching the original film or not.

...This is nauseating because it not only interferes with the integrity of the plot, it disrespects the sexual orientation of the actors....

...Awesome! Next, let’s use one-click AI to re-release “Brokeback Mountain,” “God’s Own Country,” “Lan Yu,” and “Happy Together” as “restored” hetero romances...

AI Censorship of 'Together' in China Makes a Subplot Make No Sense

A scene showing a gay wedding in the movie 'Together' was censored in China using AI, but it makes a big chunk of the movie nonsensical.

^{Brian Welk (IndieWire)}

Microsoft has terminated the Israeli military’s access to technology it used to operate a powerful surveillance system that collected millions of Palestinian civilian phone calls made each day in Gaza and the West Bank, the Guardian can reveal.

Microsoft told Israeli officials late last week that Unit 8200, the military’s elite spy agency, had violated the company’s terms of service by storing the vast trove of surveillance data in its Azure cloud platform, sources familiar with the situation said.

The decision to cut off Unit 8200’s ability to use some of its technology results directly from an investigation published by the Guardian last month. It revealed how Azure was being used to store and process the trove of Palestinian communications in a mass surveillance programme.

Microsoft blocks Israel’s use of its technology in mass surveillance of Palestinians

Exclusive: Tech firm ends military unit’s access to AI and data services after Guardian reveals secret spy project

^{Harry Davies (The Guardian)}

Ryan Walters, the state’s superintendent of public instruction, released a video address on Tuesday saying that “every Oklahoma high school will have a Turning Point USA chapter.”

“For far too long we have seen radical leftists with the teachers unions dominate classrooms and push woke indoctrination on our kids,” Walters said in the video posted to social media.

The state-mandated chapters of “Club America,” Turning Point’s high school program, will ensure students “understand American greatness” while enabling them to “engage in civic dialogue and have that open discussion,” said Walters.

Oklahoma Threatens Public Schools' Accreditation Unless They Set Up Turning Point USA Chapters

State school superintendent Ryan Walters said public high schools across the state must partner with late activist Charlie Kirk's organization to counter "woke indoctrination."

^{julia-conley (Common Dreams)}

Un terremoto politico-giudiziario scuote la Francia: Nicolas Sarkozy, ex presidente della Repubblica, è stato condannato a cinque anni di reclusione per associazione a delinquere nell’ambito del processo sui presunti finanziamenti libici alla campagna elettorale del 2007.
Si tratta di una sentenza senza precedenti nella storia della Quinta Repubblica, che pone per la prima volta un ex capo di Stato francese a rischio di una lunga detenzione.

LEGGI L'ARTICOLO: Sarkozy condannato a 5 anni per il caso dei fondi libici: “Dormirò in carcere, ma a testa alta”

Sarkozy condannato a 5 anni per fondi libici: “Dormirò in carcere, ma a testa alta”

Nicolas Sarkozy condannato a 5 anni per associazione a delinquere nel caso dei fondi libici. Tre anni da scontare in carcere.

^{Redazione (Atom Heart Magazine)}

Two major law firms accused the National Shooting Sports Foundation this week of violating the privacy rights of millions of gun owners by running a decades-long program that sent their information to political operatives without consent.

The allegations in a lawsuit filed Monday in federal court by Keller Rohrback of Seattle and Motley Rice of Connecticut closely mirror the findings of a ProPublica investigation that detailed the secret program operated by the gun industry’s largest trade group.

The 24-page complaint asks the court for approval of class-action status and requests financial damages against the NSSF, claiming the gun industry lobbyist enriched itself by exploiting valuable gun buyer information for political gain. It features the accounts of two gun owners, Daniel Cocanour and Dale Rimkus, both of whom assert they purchased rifles, pistols and handguns from the 1990s through the mid-2010s.

Gun Industry Group Violated Firearm Owners’ Rights, Lawsuit Alleges

The federal court complaint filed this week closely mirrors the findings of a ProPublica investigation that detailed a decades-long secret program operated by the gun industry’s largest trade group.

^ProPublica

ww17.lestat.org/

techradar.com/pro/security/clo…

Amazon has agreed to pay $2.5bn (£1.9bn) to resolve claims brought by the US government that it tricked millions of people into enrolling as Prime members and made it difficult to cancel.

A total of $1.5bn will go to refunds for customers that were duped into signing up for the service, according to the proposed settlement announced by Federal Trade Commission (FTC).

The deal came just a few days after trial began before a jury in Seattle. It marks a major victory for the FTC, yielding the largest ever civil penalty secured by the agency.

Amazon, which did not admit or deny the allegations, did not immediately respond to a request for comment.

Amazon agrees to pay $2.5bn over claims it tricked Prime customers

Roughly 35 million people in the US could be eligible for refunds, according to the government.

^{Natalie Sherman (BBC News)}