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Abstract: A sufficient account of how the neocortex learns must meet three criteria: Computationally, it must approximate a powerful, general-purpose learning algorithm known to scale to human-level intelligence; Algorithmically, it must be implementable using known, well-established neural circuits within the neocortex and associated brain structures; Implementationally, there must be a detailed account for how all of the algorithmic mechanisms actually function at a neurochemical level. At present, there is only one framework that meets all of these criteria: error-driven predictive learning via temporal derivatives, driven by corticothalamic circuits, based on competitive kinase synaptic plasticity induction mechanisms. This has been implemented in the Axon neural simulation framework using spiking neurons, and demonstrated to learn across a wide range of challenging cognitively motivated tasks. arxiv.org/abs/2606.08720 Something like this will lead to something better than back propagation and improve training times substantially. submitted by /u/Terminator857 [link] [Kommentare]
The successor to vibe coding is ultracoding: let agents programmatically spawn copies of themselves via code execution. Dynamically spin up multi-agent hierarchies in a task-dependent manner and, in doing so, scale up to previously unheard of tasks. Ride the dragon of exponential productivity. It feels the like the jump from single-threaded scripts to MapReduce and Spark: fan-out across many, reduce/verify steps, and capable of orders of magnitude higher throughput. This is what the future of building software is going to look like. Meta-harnesses like Claude workflows are the path to scaling up to massive multi-agent hierarchies capable of a fundamentally new category of tasks, in software and beyond. #Operating at a new scale This pattern of LLMs recursively invoking themselves has previously demonstrated impressive results on academic benchmarks - see RLMs. Recently however we've seen several impressive demonstrations in the wild in rapid succession, specifically for large code refactors and 0-1 projects. Recent massive refactors demonstrated in the wild: Bun's refactor from Zig to Rust Monty refactor to subprocess pool Cursor building a browser from scratch with a swarm of agents Exact implementation details for the above are light, but we can infer that each was accomplished via a swarm of agents working in parallel, managed by a small number of humans in a custom harness. The commonality is that each task has high test coverage and therefore lends itself to horizontally-scalable "ralph-loops" (now a first-class primitive in tools like Codex's /goal) and human verification. #Code Mode as a Multi-agent Substrate A key enabler for this emerging pattern is agent proficiency at "code mode" - programmatically invoking tools via code execution. The latest generation of LLMs are RL'd to operate specifically in this manner. It's a more efficient way to act on the world - it can compose bespoke bulk actions at runtime instead of one tool call at a time and enables agents to effectively assemble their own tools. Voyager (2023) had GPT-4 write, invoke, and store its own code as the action space, accumulating a library of reusable skills. Read more. This pattern was introduced by Voyager, and Perplexity/Cloudflare/many others have since introduced code mode-oriented interfaces. OpenAI and Anthropic even expose this tool calling method in their APIs via simple config (1, 2). Historically, multi-agent harnesses have been hard-coded and established an explicit heirarchy of agents with different roles and communication patterns. Ultracoding, like workflows, cedes this territory to the bitter lesson and acknowledges that agents can dynamically determine the best meta-harness at runtime. Infra-wise, this only requires the addition of a "spawn agent" tool within an existing (persistent) code mode execution environment. This ability, to spin up a harness in a task-dependent manner at runtime, has radically reduced the barrier to entry and means you can realistically chat your way to a massive refactor or ambitious 0-1 project. #Scaling Human-Agent Hierarchies: The UX Massive multi-agent hierarchies are unlocked from a capabilities perspective - now, the major barrier to widespread adoption is better UX for human in the loop. As Swyx has noted, the UX patterns for ultracoding are nascent. There's no established way to view/triage incremental outputs; The two patterns that have dominated thus far have been agent lists and Kanban boards, however this is clearly not a terminal state. Devin Desktop shows a kanban board, Claude is just a list of agents. I think we will imminently move towards a model where the agent expresses a UI for human oversight as part of the meta-harness. This may look like hooking into an existing UI like ClickUp or Linear, or alternatively writing bare HTML in a completely bespoke workflow in case bulk approvals or triage is necessary for the human. In the fullness of time, agents will effectively dynamically code oversight applications for human orchestrators, directly hooked up to "workflows" and with with bespoke approval and triage flows baked in. A slice of the meta-harness writes its own oversight UI: a code block queries the run's SQLite results and renders a bespoke triage panel, then blocks on human approval before control returns to the workflow. #Ultrawork I think about agents for general-purpose knowledge work and the analogies to code. From what I know of our customers at ClickUp it's obvious: this same pattern applies to many workstreams that emerge in recruiting, sales, project management, legal services, accounting, etc. This pattern of dynamic multi-agent hierarchies will wash out over knowledge work more generally. Instead of babysitting chat loops, you spin up a bespoke app for the task on the spot, with a UI built to verify the task in aggregate. The stuff that lives in a spreadsheet today becomes an application the agent assembles for you. Knowledge work time-lags code, so adoption will be incremental for everyone rather than a sudden flip. But the payoff is steep: the efficiencies are large, and once it works at scale you can take on a fundamentally new scope of work, not just the same tasks done faster. The shift: from babysitting a single chat loop to verifying a large-scale job in a bespoke app the agent assembled for the task. The unlock is that UI. Give a human the right way to participate in and verify a large-scale job and the horizon of what an LLM can take on extends dramatically, not just inside code where the review flow is obvious, but everywhere. Excited to see conventions established for this in the back half of 2026.
Source-controlled AI checks on every pull request. Standards as checks, enforced by AI, decided by humans.
The exe.dev iOS app is in the App Store. Here's why we built it.
Monarch Tractor, a startup founded in 2018 with promises of saving farmers time and money, collapsed after customers reported its tractor could not operate autonomously.
From: Colin Percival Date: Tue, 16 Jun 2026 00:01:49 UTC -----BEGIN PGP SIGNED MESSAGE----- Hash: SHA512 FreeBSD 15.1-RELEASE Announcement Date: June 16, 2026 The FreeBSD Release Engineering Team is pleased to announce the availability of FreeBSD 15.1-RELEASE. This is the second release of the stable/15 branch. Some of the highlights: * The iwlwifi(4) and other LinuxKPI based wireless networking drivers are now based on Linux v7.0. * FreeBSD cloud images using packaged base systems now include pkg(8), and support automatic base system package updates on first boot. * A new kern.sched.name tunable allows the kernel scheduler to be selected at boot time. * Significant progress has been made towards complete support for the C23 version of the C programming language. * Unicode support has been updated to Unicode 17.0.0 and CLDR 48, adding 4,803 characters. For a complete list of new features, supported hardware, and known problems, please see the online release notes, hardware compatibility notes, and errata list, available at: * https://www.FreeBSD.org/releases/15.1R/relnotes/ * https://www.FreeBSD.org/releases/15.1R/hardware/ * https://www.FreeBSD.org/releases/15.1R/errata/ For more information about FreeBSD release engineering activities, please see: * https://www.FreeBSD.org/releng/ Dedication The FreeBSD Project dedicates the FreeBSD 15.1-RELEASE to the memory of Peter G. Neumann, a longtime collaborator with FreeBSD developers on capability-based security, as well as having originated, through contributions to historic projects such as Multics, so many of the central concepts in OS security that we take for granted today. Availability FreeBSD 15.1-RELEASE is now available for the amd64, aarch64, armv7, powerpc64, powerpc64le, and riscv64 architectures. FreeBSD 15.1-RELEASE can be installed from bootable ISO images or over the network. Some architectures also support installing from a USB memory stick. The required files can be downloaded as described below. SHA512 and SHA256 hashes for the release ISO, memory stick, and SD card images are included at the bottom of this message. PGP-signed checksums for the release images are also available at: * https://www.FreeBSD.org/releases/15.1R/signatures/ A PGP-signed version of this announcement is available at: * https://www.FreeBSD.org/releases/15.1R/announce.asc The purpose of the images provided as part of the release are as follows: dvd1 This contains everything necessary to install the base FreeBSD operating system, the documentation, debugging distribution sets, and a small set of pre-built packages aimed at getting a graphical workstation up and running. It also supports booting into a "livefs" based rescue mode. This should be all you need if you can burn and use DVD-sized media. Additionally, this can be written to a USB memory stick (flash drive) for the amd64 architecture and used to do an install on machines capable of booting off USB drives. It also supports booting into a "livefs" based rescue mode. As one example of how to use the dvd1 image, assuming the USB drive appears as /dev/da0 on your machine something like this should work: # dd if=FreeBSD-15.1-RELEASE-amd64-dvd1.iso \ of=/dev/da0 bs=1m conv=sync Be careful to make sure you get the target (of=) correct. disc1 This contains the base FreeBSD operating system. It also supports booting into a "livefs" based rescue mode. There are no pre-built third-party packages. Additionally, this can be written to a USB memory stick (flash drive) for the amd64 architecture and used to do an install on machines capable of booting off USB drives. It also supports booting into a "livefs" based rescue mode. As one example of how to use the disc1 image, assuming the USB drive appears as /dev/da0 on your machine something like this should work: # dd if=FreeBSD-15.1-RELEASE-amd64-disc1.iso \ of=/dev/da0 bs=1m conv=sync Be careful to make sure you get the target (of=) correct. bootonly This supports booting a machine using the CDROM drive but does not contain the installation distribution sets for installing FreeBSD from the CD itself. You would need to perform a network based install (e.g., from an HTTP or FTP server) after booting from the CD. Additionally, this can be written to a USB memory stick (flash drive) for the amd64 architecture and used to do an install on machines capable of booting off USB drives. It also supports booting into a "livefs" based rescue mode. There are no pre-built packages. As one example of how to use the bootonly image, assuming the USB drive appears as /dev/da0 on your machine something like this should work: # dd if=FreeBSD-15.1-RELEASE-amd64-bootonly.iso \ of=/dev/da0 bs=1m conv=sync Be careful to make sure you get the target (of=) correct. memstick This can be written to a USB memory stick (flash drive) and used to do an install on machines capable of booting off USB drives. It also supports booting into a "livefs" based rescue mode. There are no pre-built third-party packages. As one example of how to use the memstick image, assuming the USB drive appears as /dev/da0 on your machine something like this should work: # dd if=FreeBSD-15.1-RELEASE-amd64-memstick.img \ of=/dev/da0 bs=1m conv=sync Be careful to make sure you get the target (of=) correct. mini-memstick This can be written to a USB memory stick (flash drive) and used to boot a machine, but does not contain the installation distribution sets on the medium itself, similar to the bootonly image. It also supports booting into a "livefs" based rescue mode. There are no pre-built packages. As one example of how to use the mini-memstick image, assuming the USB drive appears as /dev/da0 on your machine something like this should work: # dd if=FreeBSD-15.1-RELEASE-amd64-mini-memstick.img \ of=/dev/da0 bs=1m conv=sync Be careful to make sure you get the target (of=) correct. FreeBSD/arm SD card images These can be written to an SD card and used to boot the supported arm system. The SD card image contains the full FreeBSD installation, and can be installed onto SD cards as small as 5 GB. For convenience for those without console access to the system, a freebsd user with a password of freebsd is available by default for ssh(1) access. Additionally, the root user password is set to root; it is strongly recommended to change the password for both users after gaining access to the system. To write the FreeBSD/arm image to an SD card, use the dd(1) utility, replacing KERNEL with the appropriate kernel configuration name for the system. # dd if=FreeBSD-15.1-RELEASE-arm64-aarch64-RPI.img \ of=/dev/da0 bs=1m conv=sync Be careful to make sure you get the target (of=) correct. Pre-installed virtual machine images are also available for the amd64 (x86_64), i386 (x86_32), AArch64 (arm64), and RISCV (riscv64) architectures in QCOW2, VHD, and VMDK disk image formats, as well as raw (unformatted) images. FreeBSD 15.1-RELEASE is also available on these cloud hosting platforms: * FreeBSD Amazon(R) EC2(TM): FreeBSD/amd64 EC2 AMI IDs can be retrieved from the Systems Manager Parameter Store in each region using the keys: /aws/service/freebsd/amd64/base/ufs/15.1/RELEASE /aws/service/freebsd/amd64/base/zfs/15.1/RELEASE /aws/service/freebsd/amd64/builder/ufs/15.1/RELEASE /aws/service/freebsd/amd64/builder/zfs/15.1/RELEASE /aws/service/freebsd/amd64/cloud-init/ufs/15.1/RELEASE /aws/service/freebsd/amd64/cloud-init/zfs/15.1/RELEASE /aws/service/freebsd/amd64/small/ufs/15.1/RELEASE /aws/service/freebsd/amd64/small/zfs/15.1/RELEASE AMIs are also available in the AWS Marketplace at: https://aws.amazon.com/marketplace/pp/prodview-kweb77e4ra73a (UFS) https://aws.amazon.com/marketplace/pp/prodview-aw2y73mf6h2n2 (ZFS) FreeBSD/aarch64 EC2 AMI IDs can be retrieved from the Systems Manager Parameter Store in each region using the keys: /aws/service/freebsd/arm64/base/ufs/15.1/RELEASE /aws/service/freebsd/arm64/base/zfs/15.1/RELEASE /aws/service/freebsd/arm64/builder/ufs/15.1/RELEASE /aws/service/freebsd/arm64/builder/zfs/15.1/RELEASE /aws/service/freebsd/arm64/cloud-init/ufs/15.1/RELEASE /aws/service/freebsd/arm64/cloud-init/zfs/15.1/RELEASE /aws/service/freebsd/arm64/small/ufs/15.1/RELEASE /aws/service/freebsd/arm64/small/zfs/15.1/RELEASE AMIs are also available in the AWS Marketplace at: https://aws.amazon.com/marketplace/pp/prodview-nzqrtvofigje4 (UFS) https://aws.amazon.com/marketplace/pp/prodview-vnapmjh56ncaw (ZFS) * Google(R) Compute Engine(TM): Instances can be deployed using the gcloud utility: % gcloud compute instances create INSTANCE \ --image freebsd-15-1-release-amd64-ufs \ --image-project=freebsd-org-cloud-dev % gcloud compute ssh INSTANCE Replace INSTANCE with the name of the Google Compute Engine instance. FreeBSD images are also expected to be available in the Google Compute Engine(TM) Marketplace at: https://console.cloud.google.com/marketplace/browse?filter=category:os&filter=price:free&q=freebsd * Microsoft(R) Azure(TM): FreeBSD virtual machine images are expected to be available on the Azure Marketplace at: https://azuremarketplace.microsoft.com/marketplace/apps/freebsd.freebsd-15_1 Download FreeBSD 15.1-RELEASE may be downloaded via https from the following site: * https://download.freebsd.org/releases/ISO-IMAGES/15.1/ FreeBSD 15.1-RELEASE virtual machine images may be downloaded from: * https://download.freebsd.org/releases/VM-IMAGES/15.1-RELEASE/ FreeBSD 15.1-RELEASE BASIC-CI images may be downloaded from: * https://download.freebsd.org/releases/CI-IMAGES/15.1-RELEASE/ FreeBSD 15.1-RELEASE OCI container images may be downloaded from: * https://download.freebsd.org/releases/OCI-IMAGES/15.1-RELEASE/ and are also available in the Docker and GitHub container repositories. For instructions on installing FreeBSD or updating an existing machine to 15.1-RELEASE please see: * https://www.FreeBSD.org/releases/15.1R/installation/ Support This point release, FreeBSD 15.1-RELEASE, will be supported until March 31, 2027. The previous point release, FreeBSD 15.0-RELEASE, will reach its End of Life at September 30, 2026. The FreeBSD 15 release series will be supported until December 31, 2029. Additional support information can be found at: * https://www.FreeBSD.org/platforms/ * https://www.FreeBSD.org/security/ Acknowledgments Many companies donated equipment, network access, or human time to support the release engineering activities for FreeBSD 15.1 including: Amazon Fastly The FreeBSD Foundation Juniper Networks New York Internet Sentex Data Communications Tarsnap 365 Data Centers Your.org The release engineering team for 15.1-RELEASE includes: Antoine Brodin Package Building Dave Cottlehuber Release Engineering Sergio Carlavilla Delgado Release Engineering Marc Fonvieille Release Engineering, Documentation Craig Leres Release Engineering Xin Li Release Engineering, Security Team Liaison Ed Maste Release Engineering Deputy Lead Colin Percival Release Engineering Lead, 15.1-RELEASE Release Engineer Vladlen Popolitov Release Engineering Muhammad Moinur Rahman Release Engineering Lexi Winter Release Engineering Alexander Ziaee Release Engineering Trademark FreeBSD is a registered trademark of The FreeBSD Foundation. 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(FreeBSD-15.1-RELEASE-arm64-aarch64-memstick.img.xz) = 8efdd6afa289188ca09b3200b5065263820b0160b717eb5504eb6031558f9973 SHA256 (FreeBSD-15.1-RELEASE-arm64-aarch64-mini-memstick.img) = 7183df3fa97c9de7718e4a63c54fd622f0abf1a784341ee214e79c6b6e96f402 SHA256 (FreeBSD-15.1-RELEASE-arm64-aarch64-mini-memstick.img.xz) = fd0d1f622faedc06d8ab90c549416b0c3d39ea2e7c16cf31922433d1017cb9e5 aarch64 RPI (3/4): SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-RPI.img.xz) = ee44ec2226d4d7bb366fc612bd87610f5091b039802dabb5414763cb9e37de029d14d4069bac5dcc117ea63bf8226109a93bc70c6758752301fc61cb3a09753c SHA256 (FreeBSD-15.1-RELEASE-arm64-aarch64-RPI.img.xz) = 707bfa60224c548d0d37ffaaf80d85c750c7e943397737a0448a6f31942711a6 aarch64 PINE64: SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-PINE64.img.xz) = 8c542ecb5ff7d12d8aa296000a22b9b750765e5b74479911d5a3f363cc4f582f7068a8936069a5ddffd548cbdbec69511313c2b46c095fadb41671e7c526ce55 SHA256 (FreeBSD-15.1-RELEASE-arm64-aarch64-PINE64.img.xz) = 302cad70bc9aeadda59b6fb5e9b7df82940599ce2b524f9f4a4a40d719ef9b3c aarch64 PINE64-LTS: SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-PINE64-LTS.img.xz) = d6666d6aeaa4acbfe6649a78e059a4dc3c70b77ce2211717c29f0d2b5c41aa81f56a8a90bac447d4b63f6bc36abec096a141cab48b162c39602c26238bd7d62b SHA256 (FreeBSD-15.1-RELEASE-arm64-aarch64-PINE64-LTS.img.xz) = 93c4fd63b0d902ee062ae88d3b3db076af5bb344bc277ab97eb9c59d3d8f2b35 aarch64 PINEBOOK: SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-PINEBOOK.img.xz) = ea40a72c0bdf33e6fbd17c9a519ba710e316e6f821572c383fe839fbe121895b80e9242772bafa4a007b3c03087fc7982c64f6aeff6d45e847e1b3d7b9ca2a73 SHA256 (FreeBSD-15.1-RELEASE-arm64-aarch64-PINEBOOK.img.xz) = 2b5f396f0eca2361898b054784a52873c3de26e685869dfc273f3712af82a786 aarch64 ROCK64: SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-ROCK64.img.xz) = 6994a77460d04d311259314d788f296b5bb09bc16e7a615faeac841ad0537ba89b31d57d3c99939ac19cdf2e7dfe2d1118a99aaf77f1bb9566eb4c88b7672ae4 SHA256 (FreeBSD-15.1-RELEASE-arm64-aarch64-ROCK64.img.xz) = ed0e57541b0f445c36ad41f804509fc236b1cf39d1e4a1f933dd93efbc829234 aarch64 ROCKPRO64: SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-ROCKPRO64.img.xz) = 27257e0daa54ffa24b07cd8e8d946912ba895cde71b866f56ab8e04139b08a258d39c7468966894b48c762f1dfa25261dc47aa3433d1307f01b8bafcd16c1a4e SHA256 (FreeBSD-15.1-RELEASE-arm64-aarch64-ROCKPRO64.img.xz) = c84374007448497a8905f137d7fa79c800dc93ff2f85c3cbf9e2f5ce81cccb03 armv7 GENERICSD: SHA512 (FreeBSD-15.1-RELEASE-arm-armv7-GENERICSD.img.xz) = a50077a25a44a38cf3ff55b0a6e3da839ea96b829e5d975f27e1f3c0a6f0f68ef97a7d5ce845f3f0d76fce800814e57ff9c3499d518257210eb7e32913c720f5 SHA256 (FreeBSD-15.1-RELEASE-arm-armv7-GENERICSD.img.xz) = d568d7324825af9072405b11b7d0f4ba892d10ca05687fe4fd65e328e72cf7b8 powerpc64: SHA512 (FreeBSD-15.1-RELEASE-powerpc-powerpc64-bootonly.iso) = 3cb2eed819dd1aa22eb268da00ef44770c2698ac3b31922e75853351470f8285bdc105eb3d8ad46efaaf9bd3e691cb09a79358c501fd029cc8258ef493d70098 SHA512 (FreeBSD-15.1-RELEASE-powerpc-powerpc64-bootonly.iso.xz) = e8078a8a53fc5d9487d8f11fb1657a310cf2fd88e6e8be5845cfa2308e67517c8d2053ad81395e8c41a2f7532ef537a277ccc1cfca39b59add493ef09b7febdb SHA512 (FreeBSD-15.1-RELEASE-powerpc-powerpc64-disc1.iso) = eb9c657d475e7d4c6ea4d4cf643f022f1890d5f95fecf5413fac2cafa884454b67a79f2630a4921909b67d2e2bec085819adcdf2877b8f854531c546bf6a2f55 SHA512 (FreeBSD-15.1-RELEASE-powerpc-powerpc64-disc1.iso.xz) = aeb86e91aff4e1d8d8c4a75df0647aad29733576476a80c7e03fc768934d549df7b132f450378528b167f1d725a0ad085ae436ee20722ecf2e145d60dab6f6a5 SHA256 (FreeBSD-15.1-RELEASE-powerpc-powerpc64-bootonly.iso) = d7dafaa94f37a19d427202c9e0b0ce101ffd1adc7b57d5af46f16e03d25b0e30 SHA256 (FreeBSD-15.1-RELEASE-powerpc-powerpc64-bootonly.iso.xz) = f35c65d120542f2aa849b8fdf3c930e9c76d29d389c6509e245ef3a2b25155ad SHA256 (FreeBSD-15.1-RELEASE-powerpc-powerpc64-disc1.iso) = 8e6ebe67335e10ecf4a98e8570e18901be6a65d906d5b21ee89beb241a1ef753 SHA256 (FreeBSD-15.1-RELEASE-powerpc-powerpc64-disc1.iso.xz) = 225db0307cda1dafc381d00cd1b797d8e39feaad014d12a6ab16e81a35211ee5 powerpc64le: SHA512 (FreeBSD-15.1-RELEASE-powerpc-powerpc64le-bootonly.iso) = 43340d78f423b1f612dc4558bb7b048c14beccc95023bfb6329604f711e41966aa2e47b07c1ee9d5e59132afa8c9a5786e6f09063ee528c2527bd0d31787124f SHA512 (FreeBSD-15.1-RELEASE-powerpc-powerpc64le-bootonly.iso.xz) = 0b267c42ca07d15bb223c8a0bb7e1d1a36c6f14813d1f0a4911e37c04e108150f87c2f9921dab118dc65e3f74793a7aeae0805caa651a61b5ae0478b700a5800 SHA512 (FreeBSD-15.1-RELEASE-powerpc-powerpc64le-disc1.iso) = 6df8276b52201d0330ad4c46f5f2b9adef1b13bb33b2ccbd0323025d463f5c45b19d6288eeb29a4a77a0b44925ca21152d227d889c0b54458396b6643ebacfad SHA512 (FreeBSD-15.1-RELEASE-powerpc-powerpc64le-disc1.iso.xz) = 7eaee1ad4059a4db99b777f7fe6058487eca805dbf77e3234c458317f4c41d64c3b3e815d7fd1120bf8b178ac27f3e8406c01cc2be69467ec3cbbf42d3810e9b SHA256 (FreeBSD-15.1-RELEASE-powerpc-powerpc64le-bootonly.iso) = 9a23d474adce7efe05c19e10fa42d87b0137126d382935b7a846de1cb4adeac3 SHA256 (FreeBSD-15.1-RELEASE-powerpc-powerpc64le-bootonly.iso.xz) = d80a4b1d99d3f64d2852055831fc9bba5b26d60e64bcbcaa50a6afd62914022a SHA256 (FreeBSD-15.1-RELEASE-powerpc-powerpc64le-disc1.iso) = b25624362ac45cfe6e77a6af7293aaea4255a43ddcd8fbeeecb5d87cb80ccd47 SHA256 (FreeBSD-15.1-RELEASE-powerpc-powerpc64le-disc1.iso.xz) = 13ca311ed72b8a62dc38ead8e61ca44ad814d405197004cad2a35d5af3132331 riscv64 GENERIC SHA512 (FreeBSD-15.1-RELEASE-riscv-riscv64-bootonly.iso) = 0c6ede2106b5e381c6680a228e0879d164d8d314410e84e4afeab0733ab23d5e05bdfc9b89a3064c5a86ad45c57d51d65572bba634f14a5293361d110ef00f71 SHA512 (FreeBSD-15.1-RELEASE-riscv-riscv64-bootonly.iso.xz) = 86837d1418a4e9be7a69ab1ec0a86bc4cdca42340a99c295ee380245cd0d5d96437bee9f77e69d6c1365bcc87b5e764a33f0834efc4e123dc7f4754e79c8e0e9 SHA512 (FreeBSD-15.1-RELEASE-riscv-riscv64-disc1.iso) = 0bc56ab925a0ff11316d1618370fa0fe5f72b553661f460fb49122df41dad3739d56fcf8ff81269e779a0dfe6159a80a7ee280f4f0fb41018b51838f8350ed90 SHA512 (FreeBSD-15.1-RELEASE-riscv-riscv64-disc1.iso.xz) = be32601404b011e8de0e7afc9117255e3d19061a712a45478a54f3496bf56ce4bfa04bc1d0751e5118f2899264745483662549e9eeb4dd63f47c8c10e4ecc1c6 SHA512 (FreeBSD-15.1-RELEASE-riscv-riscv64-memstick.img) = 457097c41388395bb06c3ffc72575eaa4116746aa0c0deb6abe07cdfc1eb4eaeaa9da0c5f80f1c49fcc525358f87f7f9e6283ac499731ac6bdbc8318103a2a14 SHA512 (FreeBSD-15.1-RELEASE-riscv-riscv64-memstick.img.xz) = 23cec4b50f827bdf791eb5a04b687377f31fb0164a81e1248438228630475734f04bd2c1551f858e4335e88a73a7fda055ab1da491e6061273f936baaea040cb SHA512 (FreeBSD-15.1-RELEASE-riscv-riscv64-mini-memstick.img) = 13bc48d4ba711d6790b9269e2fedac99d9458630fad35ff5cd8b9cd3eff8d2134fa041287f4f7a3621b2f7c745ca9023e59aad05ca66d117cf0a42b179494a4c SHA512 (FreeBSD-15.1-RELEASE-riscv-riscv64-mini-memstick.img.xz) = a4da6ac949cff06501eda9fcd3e9318e01061f09f4aa2a8e73855a0640939f50a08af36021618ec0b7546be018bc64d3f69903b6c0b3f3f01d54f1bb314c4a50 SHA256 (FreeBSD-15.1-RELEASE-riscv-riscv64-bootonly.iso) = d03c777878e8ca170e88c17de9084f8375f581df0697a94faa594f181c8c74bf SHA256 (FreeBSD-15.1-RELEASE-riscv-riscv64-bootonly.iso.xz) = e6abe65d20634869bb51e7b82cc798753625ca74284417f0797ac19e53e864f4 SHA256 (FreeBSD-15.1-RELEASE-riscv-riscv64-disc1.iso) = ef91ed14169f280c27132458d84061575d42da4210938cfe141016887752bc09 SHA256 (FreeBSD-15.1-RELEASE-riscv-riscv64-disc1.iso.xz) = b7caca83078129dce0a676b6a33709b4ac1c6a4e9fb357a293069ebe8970e17f SHA256 (FreeBSD-15.1-RELEASE-riscv-riscv64-memstick.img) = 0d0cb0dee236473bb5e3fc006a9ef2268b586135a3825a8b6d07f194ba859028 SHA256 (FreeBSD-15.1-RELEASE-riscv-riscv64-memstick.img.xz) = 3ce7815e73c2928233df380158093d6e3a611a3040b3beed0e7047e05f0a8412 SHA256 (FreeBSD-15.1-RELEASE-riscv-riscv64-mini-memstick.img) = 670d881fc5ad47597b0871e74b767cdcc5aae4752ab93ee8631f9dd1b07b8bd0 SHA256 (FreeBSD-15.1-RELEASE-riscv-riscv64-mini-memstick.img.xz) = be51476e7ae19284dc0898759871975f0864967d5028781b3c723bb46defb081 riscv64 GENERICSD: SHA512 (FreeBSD-15.1-RELEASE-riscv-riscv64-GENERICSD.img.xz) = b7e18894440fdf2124713a072abcf359a4d81bc37d151b808c3d9ee40e86d09f1ab022745a0ac7c530babadf813e074571502b840e0219cee8509a5b972998d5 SHA256 (FreeBSD-15.1-RELEASE-riscv-riscv64-GENERICSD.img.xz) = a2e0785e6100dda5943f6946aeab5377d5bb5c64468479d97c42331fa89d44ac Virtual Machine Disk Image Checksums amd64 (x86_64): SHA512 (FreeBSD-15.1-RELEASE-amd64-BASIC-CLOUDINIT-ufs.qcow2.xz) = bea82b91a983a20eb7ecdc6f11c1006d394ebbc5668b7f0ecdecf5a54fc5f9ea3a8384fc9f74a6611a9b08c183fa953327147ebfaa0de199fd015e67dd1e608a SHA512 (FreeBSD-15.1-RELEASE-amd64-BASIC-CLOUDINIT-ufs.raw.xz) = 36a0807476d4a02b69b54d40139e54a00c57e0ab35a6e0beff58f89205e06b8f8be3cc339f79a96639b3a4fcc0844ccf1cad61d21333258f65066b272da8a355 SHA512 (FreeBSD-15.1-RELEASE-amd64-BASIC-CLOUDINIT-zfs.qcow2.xz) = b264ef36be15fa38428f68f1c910ed5a5db2de47dc82f74e2f126d9ab2ff25650aa24f6b7db69b0afc11a5e924ad2193cbf1ff65b6c455586a378eeeded4ae85 SHA512 (FreeBSD-15.1-RELEASE-amd64-BASIC-CLOUDINIT-zfs.raw.xz) = e14e0a0585d736a1784b7bdd4258ab6e52e97148f8ed70c797660cd7b66f14ae82bf56ef54e29c1f269f6b9aac674f856f66970209e35301d129edaae7aa848d SHA512 (FreeBSD-15.1-RELEASE-amd64-ufs.qcow2.xz) = 005e4b886e6fa1f246c1cfee27dcb6eb84aff381f270786ae7d783a21dbb8a9afcd612b9e5075c4041551a10e1739500aff7d58a3d20a040e85a40fe8cee10e5 SHA512 (FreeBSD-15.1-RELEASE-amd64-ufs.raw.xz) = de0305a29315711b85c5bbcf325c30b37d6a43cd19548c82269377c3f064236a65b0470d8b48da1ad2e1f87bf185522eabe0d07be9a2d9d45ee619d60402be8b SHA512 (FreeBSD-15.1-RELEASE-amd64-ufs.vhd.xz) = b200cbedcc849cb0dfe7eb828169746ea160642183d835164b3b5a7ac2c1f2553a18e328e096b491d61d19725283c008d350fcd09f9483ba6b94a7576c703479 SHA512 (FreeBSD-15.1-RELEASE-amd64-ufs.vmdk.xz) = 5f451e4fffabd924e24996f0ab6f0273751588da5c33b50d67916a0b68e29e03ce9c9e1d5aa9c2c03f06f33613daf08046f87fe0b2c7b46ce5e1d89593235f04 SHA512 (FreeBSD-15.1-RELEASE-amd64-zfs.qcow2.xz) = 72ec4b8a89d8b6dafeee121a215251e4b669e5a1f1824e7557064dfa7d60aca96c74cdabe297957c3fa29e2374895e8d24bb40e9365b95bae2a1d1c5aaa8a57d SHA512 (FreeBSD-15.1-RELEASE-amd64-zfs.raw.xz) = da9dc47d8612c4b201cc04a6c70b1b0e9da7a899e5d4394b8c1e75cd942e2f9e0300c7534853167a929e3bcdf3bbff5c9ec597202a384a0dd411b6d01a03518a SHA512 (FreeBSD-15.1-RELEASE-amd64-zfs.vhd.xz) = 55218925c08d1eb63907cda4ea1dcd4fdb170893810b44ff7dfb71b3ba1d1cb355ac4686e71f064f5dfddca375a544b71437ea50a651a0a3fca1484cafafd724 SHA512 (FreeBSD-15.1-RELEASE-amd64-zfs.vmdk.xz) = 1150256c202d4db1cc638f62a5035f0e2e19347ffbb7dd4a66a7e9fca7c95edc5b4dd5e529bbacb13bcd434bf3fe534b2b86b97d7f06cc522a6c2a6bfbc439e0 SHA256 (FreeBSD-15.1-RELEASE-amd64-BASIC-CLOUDINIT-ufs.qcow2.xz) = e4ca4db889f8559c9b9dfcacc70405c038476f4b6d41649b152d3809a2ed9e1f SHA256 (FreeBSD-15.1-RELEASE-amd64-BASIC-CLOUDINIT-ufs.raw.xz) = 926733d965078b5d635931eccc34022f74f803d35b79c05ccc2ec8a7f0ebcca2 SHA256 (FreeBSD-15.1-RELEASE-amd64-BASIC-CLOUDINIT-zfs.qcow2.xz) = 4159e137d4a78f46b62d3523edd9a4dc79fd0cdcf17e34e531342f52333f4131 SHA256 (FreeBSD-15.1-RELEASE-amd64-BASIC-CLOUDINIT-zfs.raw.xz) = 93011721f334015ce203d43c4d204e7cddc73dc6e3e757532fe67b740dc916b4 SHA256 (FreeBSD-15.1-RELEASE-amd64-ufs.qcow2.xz) = 25ad16e9d0c037f40a43c6f3c474b5c1ba62eaf9204dbd7f034fdbffe2c3dae5 SHA256 (FreeBSD-15.1-RELEASE-amd64-ufs.raw.xz) = a8e2c0f8331be615ef008c167069076833a417e968ff6b7d8e83b4ac762e9409 SHA256 (FreeBSD-15.1-RELEASE-amd64-ufs.vhd.xz) = a6b6632af7d6308008850480c1c9f1b0730455baa6351de517f226a2aa7c840b SHA256 (FreeBSD-15.1-RELEASE-amd64-ufs.vmdk.xz) = 1bc19a845ddfba9f85c6a44e2c14d074ed232abb0040b2e6f51c4af1ff349565 SHA256 (FreeBSD-15.1-RELEASE-amd64-zfs.qcow2.xz) = 9161f11d130d46afb8a5f5d3166459cdd1a87590facb594e11a64da564f68e7a SHA256 (FreeBSD-15.1-RELEASE-amd64-zfs.raw.xz) = f026812a56222b2b8941caa88a405159cea81a5d213e0f9e10843057bbaff42e SHA256 (FreeBSD-15.1-RELEASE-amd64-zfs.vhd.xz) = e3d5e2df215cb354b27e4b9113a776b0937db47620319a020fda75435cf1ad5f SHA256 (FreeBSD-15.1-RELEASE-amd64-zfs.vmdk.xz) = 8c3aaf2805c0a1fd362545fbb50e5250e901c9bdeef061d56e99d902459c6a0c aarch64 (arm64): SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-BASIC-CLOUDINIT-ufs.qcow2.xz) = df37de822fffdf19d7dddfdd3947390b5ae4dcd7f18a5ef6c6e6bb22effd52b593e09970c85ae081a2bb8290bad99a0fa5e473aed41be332a47bbac62c62bfb4 SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-BASIC-CLOUDINIT-ufs.raw.xz) = bd815da771a0bbae6cf6be9da0f23bbe6369336cf1310d166aee7b6be766250271800486a74b732a4498232471935b02ee587740c9f0b97ddce58a6729139db9 SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-BASIC-CLOUDINIT-zfs.qcow2.xz) = d14d2f1c4e066b40f04859d14f7adc5d349246be514d30171d2d86eeb0e6d5262e2e5eb92e0f1ffa16fe70ddf874eaeb26e4226b6218b9857bc4b6c521eb66fe SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-BASIC-CLOUDINIT-zfs.raw.xz) = 517d8ddd674fe65635034344fce789be15ff5b50fb86ca41f72c2a8ae00e9ee0bac83ef48fa7e62559ccdc5340feb5ab08caf1e69eb6014a5015bd24da2bdab0 SHA512 (FreeBSD-15.1-RELEASE-arm64-aarch64-ufs.qcow2.xz) = 4cf3706d857349d7a324b5cef4e421fdb3457853cde8a2020135e819c6e1bb44b3995fdd3863d46975759a
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