Linus Torvalds released the 7.3 kernel, at the end of the usual nine-week development cycle, on October 18. This cycle, abundantly fueled by LLM-assisted contributions, broke just about every record imaginable. As usual, we have compiled some statistics showing how this release, which is expected to be the next long-term-support (LTS) kernel, came together. Also included is an attempt to determine whether automated patch review is actually reducing the number of bugs introduced into the kernel.

Linus Torvalds has released the 7.3 kernel, as expected.

It's Sunday afternoon, and this week I somehow kept my wits together long enough to keep track of the day of the week, so the release isn't randomly delayed. Will wonders never cease?

Anyway, nothing very special seems to have happened this last week, so as expected the final 7.3 is out, and thus tomorrow the merge window for 7.4 opens. Except I'm on my annual family vacation, so instead of merging anything first thing in the morning, I'll spend most of the day on a boat and under water. I'll get back to merging in the afternoon, but I expect my schedule to be a bit unusual for a while.

This release is a record-breaker on all fronts; it brought in 18,765 non-merge commits from 3,021 developers, 807 of whom were first-time kernel developers.

Significant changes in this release include some significant binfmt_misc extensions, some group-scheduling work aimed at improving performance on large systems, the new failfs filesystem that fails all operations, the fchroot() system call, global per-CPU data for BPF programs, the completion of the sched_ext subscheduler feature, working-set tracking for virtual machines, alternative data-stream support in the ntfs3 filesystem, a long list of SMB server improvements, and much more. See the LWN merge-window summaries (part 1, part 2) and the KernelNewbies 7.3 page for details.

The NFS network filesystem protocol has a long history on Unix-like operating systems (and beyond). NFS is still evolving, though, and implementations need to keep up. At the 2026 Linux Plumbers Conference, NFS developer Jeff Layton gave an overview of recent enhancements to the Linux implementation, along with some hints for what will be coming in the near future.

The results from the 2026 election for members of the Linux Foundation Technical Advisory Board (TAB) have been announced. Kees Cook, Dave Hansen, Miguel Ojeda, and Shuah Khan have all been re-elected, and Laurent Pinchart will be joining the board.

Since Android's inception, the kernels it has used have diverged significantly from the mainline. While many of those differences have been resolved over time, and the move to the generic kernel image has helped to bring Android closer, current devices still carry a lot of out-of-tree changes. The preferred form for such changes is by way of vendor hooks. At the 2026 Linux Plumbers Conference, Todd Kjos ran a fast-paced session in the Android track to discuss vendor hooks and how they are used.

Inside this week's LWN.net Weekly Edition:

• Front: 2026 Maintainers Summit; Rust goals; GCC and LLMs; GCC CFI; systemd; C types in Rust; LTTng; Swap showdown; KDE Linux.
• Briefs: 64-day certificates; Nix and Lix security; Asterinas 0.19.0; LineageOS 24; KDE 6.8; Python 3.15; Quotes; ...
• Announcements: Newsletters, conferences, security updates, patches, and more.

At the recently concluded Maintainers Summit, Linus Torvalds said that he had been using a large language model to work on a patch series addressing a longstanding problem; he has now posted that series for review.

The fairly short series of ten patches basically enhances folio lookup by noticing when folios are hot, and setting a "delay releasing this folio until after a RCU period", and then using that RCU delay it does not just the folio lookup itself under RCU (which we've done forever), but also the actual folio data accesses themselves under RCU. No refcount taking needed for the fastpath where we can just read the data from the folio entirely in an RCU-protected region when the user copy doesn't cause page faults.

The end result is an order-of-magnitude speedup for a read()-heavy benchmark. Review has already identified a race condition in the code, though, so further work will be needed.

After much deliberation, the GCC project recently came up with a policy on the use of large language models for development of the compiler suite. It is somewhat restrictive, but still leaves room for LLMs in the development process. At the 2026 GNU Tools Cauldron, Jeff Law and Kyrill Tkachov discussed how these tools have been useful for them.

Asterinas is a project to build a new operating-system kernel in Rust; it was covered here in 2025. Version 0.19.0 of the Asterinas kernel has been released; changes include a new graphics subsystem capable of running X.org, "minimal but usable" 64-bit Arm support, better virtualization support, and more.

The Maintainers Summit is a one-day, invitation-only gathering of about 30 kernel developers; it is held once each year to discuss policy-related issues that are not always amenable to resolution via email. The 2026 event was scheduled for October 8 in Prague, Czechia. Unsurprisingly, the discussion there was dominated by large language models (LLMs) and their effect on the development community, but some time was also found to talk about security bugs and long-term succession planning.

The 7.3-rc7 kernel prepatch is out for testing. According to Linus: "As always, I would have preferred to see a smaller rc, but it's not like anything in here looks like a reason to delay the final release. So that's still set for next weekend unless something new comes up."

One notable change that slipped into the mainline this week is the deprecation of the ext4 data=journal mode; it will be removed entirely at the beginning of 2028.

The 7.2.10 and 6.18.56 stable kernels have been released. Each contains another several hundred important fixes.

While many developers are struggling to keep up with the flood of vulnerability reports, others are still focused on preventing those reports from happening in the first place. Control-flow integrity (CFI) is the term for preventing (or at least detecting) exploits that divert the flow of control from its intended paths. At the 2026 GNU Tools Cauldron, Kees Cook presented his changes to the GCC compiler suite to support forward-edge CFI for the kernel.

The kernel's swap layer has undergone some significant changes over the course of the last year and a number of longstanding problems have been addressed. One problem that has not yet been solved in the mainline is the direct tie between slots in the swap cache and space in persistent swap files, which can cause highly inefficient resource use. There are two competing solutions for this problem, neither of which has, as yet, reached readiness for merging; a lengthy discussion on possible paths forward shows ongoing disagreement over the best path forward.

Inside this week's LWN.net Weekly Edition:

• Front: Kernel bugs; Gentoo's Chromium package; Rust smart pointers; Sashiko; Charon; LAVD scheduler; Python random-number modules.
• Briefs: OpenSSH 10.6; RustConf recordings; Rust 1.99.0; Picard 3.0; Zig 0.17; Quotes; ...
• Announcements: Newsletters, conferences, security updates, patches, and more.

The extensible scheduler class, which enables the creation of custom CPU schedulers with BPF, has led to a burst of innovation in this area; the LAVD scheduler has, perhaps, been one of the most noteworthy schedulers to emerge. Though it was originally designed for gaming applications, the LAVD scheduler has since grown to serve other types of workloads as well. At the 2026 edition of Kernel Recipes, Changwoo Min and Gavin Guo presented an overview of this scheduler and how it has evolved over time.

Patch review has long been one of the limiting constraints for the kernel project (and most others); there just aren't enough people to properly review all of the code that is submitted for inclusion. The Sashiko system, which uses a large language model (LLM) to generate reviews automatically, offers the prospect of some relief, and has already become an important part of the kernel's development process. At the 2026 edition of Kernel Recipes, Roman Gushchin, the maintainer of Sashiko, provided an overview of how the system works and what is being done to improve it.

The 7.3-rc6 kernel prepatch is out for testing. Linus said:

Next week might look a bit different: we've got the annual maintainer summit and the Linux plumbers conference going on , so I'll be on the road, as will a number of other maintainers. That may or may not end up changing the stats for -rc7. But it's unlikely to affect the release schedule, although the fact that I have my yearly family vacation the week after that might make the next merge window a bit wonky.

By now it is no secret that large language models (LLMs) have made it easy for people to identify security bugs, and that has resulted in a flood of bug reports to almost every free-software project, including the kernel. At the 2026 edition of Kernel Recipes, Greg Kroah-Hartman took the stage to talk about how the kernel's security team is handling this deluge. His core message was "don't panic".

Version 1.99.0 of the Rust language has been released. Changes this time include support for extern "C" variadic functions, the establishment of functions for obtaining the size and alignment of raw pointers, a number of stabilized APIs, and more.