AI agents are escaping the demo stage—and today’s tech agenda is dominated by the infrastructure, security and specialized tooling needed to make them production-ready.

The clearest theme is AI moving closer to developers and hardware. Janus packages local GGUF inference into a single Go binary with Vulkan support and an OpenAI-compatible API, while NVIDIA’s TensorRT RTX samples target accelerated C++ applications. NVIDIA is also bringing domain-specific agent skills to BlueField development, and AWS has introduced Strands Decider 2B, a compact open-source model built for agentic decision-making. Elsewhere, Alyx’s creators make a pragmatic case for file-based long-term memory over knowledge graphs, while research into GPT-2 reproduction emphasizes that data quality—not architecture alone—determines model performance. Fine-tuning Nemotron for Saudi Arabic dialects underscores the growing focus on locally relevant AI.

Infrastructure is adapting in parallel. AMD MI300X SR-IOV on Red Hat’s OpenStack platform promises shared GPU capacity for enterprise workloads. Google Cloud is lowering the cost and complexity of managed Lustre, Docker is pitching isolated cloud sandboxes for untrusted agents, and new browser-agent platforms are tackling persistent sessions, authentication and production reliability. Swift, meanwhile, continues its server-side expansion with a new cloud SDK.

Security and maintenance remain unavoidable. Camper uses Temporal to coordinate fixes across repositories, while GitHub’s Node 20 runner removal and planned ssh-rsa restrictions create urgent migration work. Resilient kernel-log collection and Jane Street’s FUSE storage interface show similar attention to operational durability.

Finally, developers are debating foundations: Git’s proposed SHA-256 default, adaptable programming languages, flow typing, Postgres search performance and ever-faster Linux kernel builds. The message is consistent: modern software is becoming more agentic and accelerated—but also more dependent on disciplined engineering underneath.

Featured Articles

Introducing the Server Side Cloud Swift SDK

Introducing the Server Side Cloud Swift SDK Karl Weinmeister Director, Developer Relations Carlos O'Ryan Software Engineer For years, Swift was perceived mainly as a UI language tied to Apple client d...

• Keywords: cloud swift, swift cloud, swift developers, server swift, swift server, swift use, swift architectures, swift built, swift sdk, use swift
• Source: cloud.google.com

Nearing A 10 Second Kernel Build, Xeon 600 & Other September Excitement On Phoronix

Nearing A 10 Second Kernel Build, Xeon 600 & Other September Excitement On Phoronix During the past month on Phoronix were 284 original news articles and another 19 featured Linux hardware reviews/mul...

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• Source: phoronix.com

Show HN: Janus – Go binary that runs GGUF models via Vulkan on AMD/Intel/Nvidia

Janus is a single Go binary that runs .gguf models on your machine (GPU or CPU) and exposes an OpenAI-compatible API plus a built-in web UI. No Python, no Docker, no Ollama required — though Ollama is...

• Keywords: janus api, openai endpoint, janus linux, openai compatible, openai client, process janus, endpoint janus, janus_model_path inference_backend, run janus, openai
• Source: github.com

Camper: running security campaigns on Temporal

When the same security problem appears across repositories, fixing the code is only one part of the work. We also need to find the full scope, reach the right owners, get useful changes through CI and...

• Keywords: campaign github, campaign workflow, maintainer campaign, repository maintainers, repository propagation, github workflow, repositories fixing, commits uses, github actions, security campaign
• Source: temporal.io

Best Browser Infrastructure for AI Agents (2026)

Getting a browser agent working locally is only the first step. As you move it into production, you’ll also need to manage browser sessions, preserve cookies and logins between tasks, avoid getting bl...

• Keywords: browsers agent, browser infrastructure, browser agent, browser agents, browser enterprise, managing browsers, browsers provider, agent browser, runs browsers, running browsers
• Source: browser-use.com

Build Applications on NVIDIA BlueField Faster with NVIDIA DOCA Agent Skills

AI agents are becoming a standard part of development workflows, but general-purpose agents weren’t built with specialized infrastructure software such as NVIDIA DOCA in mind. Without domain-specific...

• Keywords: agents doca, doca agent, apis agents, ai agents, ai agent, doca development, ai infrastructure, skills agents, doca ai, doca apis
• Source: developer.nvidia.com

GPU virtualization at scale: AMD MI300X SR-IOV on Red Hat OpenStack Services on OpenShift

Enterprise AI environments are increasingly moving from dedicated GPU servers toward shared accelerator infrastructure that can support multiple users, teams, and workloads on the same hardware. This...

• Keywords: gpu virtualization, virtualization gpu, gpu vfs, gpu vfio, gpus vfs, vfs gpu, gpu virtual, gpu iov, gpu servers, openshift gpu
• Source: developers.redhat.com

A resilient kernel log reporter

The following is part of a series of posts about 2026 summer intern projects—for more, see “What the interns have wrought, special jumbo 2026 edition” We centrally store kernel logs from all Linux hos...

• Keywords: kernel logs, logs linux, logs kernel, logging, inspect logs, logging machines, capturing logs, ensuring logs, having logs, logs need
• Source: blog.janestreet.com

GitHub Actions Removed Node 20. Find Every node20 Action You Still Run

GitHub Actions Removed Node 20. Find Every node20 Action You Still Run On September 23, 2026, GitHub removed Node 20 from GitHub Actions runners. The final changelog post is short: runners now use Nod...

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• Source: devops-daily.com

GitHub Is Removing ssh-rsa Signatures: Find What Breaks Before the November 4 Brownout

GitHub Is Removing ssh-rsa Signatures: Find What Breaks Before the November 4 Brownout On September 22, GitHub announced that it will stop accepting two old SSH algorithms: the ssh-rsa signature type,...

• Keywords: ssh keys, ssh rsa, pubkeyacceptedalgorithms ssh, rsa ssh, keys ssh, ssh older, keys openssh, github key, ssh key, key ssh
• Source: devops-daily.com

Why do OpenAI's GPT-2 weights beat mine? Part five: data quality

Why do OpenAI's GPT-2 weights beat mine? Part five: data quality When I finished learning how to build an LLM from scratch, I was left with a mystery: my own models were not as good as OpenAI's origin...

• Keywords: gpt2 weights, openai weights, gpt weights, openai gpt2, openai gpt, openai trained, gpt better, gpt models, better openai, vs openai
• Source: gilesthomas.com

Pi Durable

Pi Durable Today Earendil and the Pi community shipped Pi 1.0. This reflects our belief that after countless hours of hardening, maintenance, and active development, Pi is now a solid foundation on wh...

• Keywords: pi durable, durable pi, durability pi, agent durable, durable agent, durable ui, durable application, durable task, durable tools, experimental durable
• Source: earendil.com

A FUSE server for our in-house storage backend

The following is part of a series of posts about 2026 summer intern projects—for more, see “What the interns have wrought, special jumbo 2026 edition” At Jane Street, we have many data processing work...

• Keywords: storage systems, storage service, vast storage, depot filesystem, storage, access storage, depot storage, storage incorporated, storage historically, filesystem interface
• Source: blog.janestreet.com

Build Local AI Apps with C++ and NVIDIA TensorRT RTX Samples

Adding AI models to local applications requires a portable model format, a reliable runtime, and acceleration that works across target systems. Do Inference Now (DIN) Deploy is an open-source collecti...

• Keywords: runtime tensor, onnx runtime, cuda apis, runtime tensorrt, tensor apis, runtime api, built onnx, runtime graphics, runtime nvidia, windows ai
• Source: developer.nvidia.com

Democratizing Managed Lustre with lower cost and frictionless development

Democratizing Managed Lustre with lower cost and frictionless development Barak Epstein Senior Product Manager, Google Cloud Managed Lustre Yuval Ehrental Software Engineer, Google Cloud Managed Lustr...

• Keywords: cloud managed, storage bottlenecks, google cloud, parallel filesystem, parallel filesystems, unified storage, managed lustre, cloud hyperdisk, benchmark workloads, optimizing managed
• Source: cloud.google.com

ParadeDB Search Performance Improvements

PlanetScale Released Text Search and We Have a Lot to Say (Part I) Two weeks ago, PlanetScale unveiled TIN, a full-text search extension for Postgres. Their launch post reported impressive performance...

• Keywords: search benchmarks, planetscale benchmark, planetscale benchmarks, paradedb benchmarker, stackexchange benchmark, enabled benchmark, tweaked benchmark, benchmark tin, post benchmarks, benchmark used
• Source: paradedb.com

Trust Docker for the agents you don’t

Cloud Sandboxes, open Kits, and a developer community building the next generation of AI software Docker Cloud Sandboxes are here. At WeAreDevelopers World Congress North America, we launched a way fo...

• Keywords: cloud sandboxes, docker agents, sandboxes agent, sandboxed agents, docker sandboxes, sandboxes docker, sandbox managing, sandbox environments, sandboxes ai, sandboxes available
• Source: docker.com

We Should be Able to Change our Languages

Programming languages are fixed artifacts. Defined by committee or that one really smart person. They are sacred artifacts whose contours are fixed for good reasons. The idea of changing your programm...

• Keywords: modifying language, language customizing, language constructs, programming languages, defining language, changes languages, programming language, proponents languages, existing language, languages resist
• Source: jimmyhmiller.com

A Simple Language With Flow Typing (2021)

• Introduction

• Motivation

• Notation

• lang_narrow

• lang_extends

• Going further: an algorithm for narrowed contexts in imperative programs

• Summary Introduction The full source code for the langu...

• Keywords: types lang_narrow, formalize lang_narrow, types language, lang_narrow type, type language, notation lang_narrow, types flow, implementation lang_narrow, lang_narrow derive, types narrowing

• Source: ayazhafiz.com

Design Claude Code Like a Senior Engineer

Preparing for System design interviews and want to learn System Design in depth then here are our recommended resources: ByteByteGo, Codemia.io, Bugfree.ai , Exponent, Educative, Design Guru and Udemy...

• Keywords: design interviews, design interview, design twitter, designing twitter, design expert, chatbot designing, preparing design, design resources, design guru, design concepts
• Source: javarevisited.substack.com

How we built long-term memory for Alyx: why we chose a file over a knowledge graph

Over the last few months, I built long-term memory for Alyx, the AI engineering agent inside Arize AX. I started with a fairly sophisticated architecture (and coincidentally where most of the internet...

• Keywords: memory alyx, alyx memory, agent memory, memory agent, ai memory, approach memory, edit_alyx_memory told, memory agents, alyx remember, agent alyx
• Source: arize.com

Git 3.0's upcoming SHA-256 default will be a costly mistake

Where to begin? I've been sitting on this for a few years, mostly because there are smarter people who have been concentrating on this and I don't love being a back seat driver. However, I think that...

• Keywords: git hash, git primer, git functionality, sha256 git, sha git, git world, git use, impacts git, upcoming git, data git
• Source: blog.gitbutler.com

10 technical talks I’m excited about at GitHub Universe 2026

I’m looking for ideas I can take back to my own work, from verifying agent-written code and securing dependencies to building software that works where internet access is unreliable. There are more se...

• Keywords: securing dependencies, npm audit, techniques github, github researchers, verifying agent, dependencies systems, advocate github, agent practical, github, agents verify
• Source: github.blog

Introducing Strands Decider 2B: a small, open source, decision model

Earlier this year, we announced strands-labs, a place to get hands-on with state-of-the-art approaches to agentic AI. Today, we’re excited to add Strands Decider 2B: a small decision model optimized f...

• Keywords: strands decider, decider models, decision agent, models decision, decision models, using decider, combining decider, decision model, predictions decision, agent guesses
• Source: strandsagents.com

Fine-Tuning NVIDIA Nemotron for Saudi Arabic Dialects, with a Path to Other Languages

Automatic speech recognition must handle how people actually speak, not only the languages and styles that dominate pretraining data. Regional dialects and local recording conditions are often underre...

• Keywords: multilingual streaming, dialects recording, languages nvidia, supports multilingual, improves transcribed, saudi_dialects najdi, arabic normalizer, streaming transcription, dialect aware, selecting dialects
• Source: developer.nvidia.com

Intel Optimization Zone 1.2 Released With New Guides & Recommendations

Intel Optimization Zone 1.2 Released With New Guides & Recommendations Earlier this year Intel announced the "Optimization Zone" as their new initiative to provide a centralized place to collect all t...

• Keywords: intel optimization, guide cpu, tuning intel, intel priority, performance intel, intel cores, intel xeon, xeon processors, resources intel, intel announced
• Source: phoronix.com

Introducing marimo-studio

Introducing marimo-studio Build a view of your notebook for every audience, in any web framework, with every result traced back to the Python behind it. Your marimo notebook is where your computationa...

• Keywords: notebook interactive, python notebooks, notebook computational, notebook coding, notebook views, view notebooks, marimo notebook, notebook frontend, presentation notebook, studio documentation
• Source: marimo.io

Introducing Olmo-core 3: Open, scalable training infrastructure for large MoEs

Introducing Olmo-core 3: Open, scalable training infrastructure for large MoEs Today we’re releasing Olmo-core 3, a significant upgrade to our framework for developing large language models featuring...

• Keywords: benchmarked olmo, olmo core, memory olmo, training olmo, introducing olmo, capable olmo, optimizing moe, olmo trained, implementation olmo, framework olmo
• Source: huggingface.co

Building production agents: the observability layer

This piece is a guest post from Vstorm. A while back, one of our agents handed a customer a wrong answer with total confidence. No exception. No failed test. The logs were clean. It took the better pa...

• Keywords: agents fail, debugging agent, agent observability, fault ai, agent execution, agent tracing, agents break, optional failure, monitor agents, agents capture
• Source: pydantic.dev

OpenAI's agents got out of the sandbox. Check yours.

With the development of AI the most fears we saw where about the jobs. Most predictions said that knowledge workers, including developers will be replaced with AI. Anthropic just released a new report...

• Keywords: ai fears, ai anthropic, jobs predictions, replaced ai, make jobs, worries superintelligence, intelligence working, jobs industry, agi smarter, ai
• Source: newsletter.techworld-with-milan.com

Books by P99 CONF Speakers: AI to Sci Fi

P99 CONF has unintentionally turned into a nice gathering of book authors and book lovers. Here’s a look at featured books related to this year’s conference — touching on topics like AI engineering, d...

• Keywords: p99 conf, discusses ai, related books, presenters p99, ai engineering, book discusses, communications p99, overview ai, book provides, books related
• Source: p99conf.io

The Merge: What if your ‘if-statements’ could think?

Jev is TypeSafe’s AI decision model for classification, scoring, and routing. It returns typed answers that software can use directly, rather than generating text that your code must parse. Eleven day...

• Keywords: jev typesafe, explained jev, intelligence jev, launched jev, jev project, teaching jev, tool jev, access jev, jev work, jev
• Source: coderabbit.ai

Reviving Valve's 15-year-old e-book

Reviving Valve's 15-year-old e-book July 24, 2026 at 2:47 PM • 12 minute read Fix Broken Web Content [Windows] [2026] My weekend project - fixing all broken content in The Final Hours of Portal 2. Thi...

• Keywords: tfhop2 patcher, enjoy tfhop2, original portal, content steam, portal minigame, steam guide, tfhop2 care, tfhop2 server, portal guide, tfhop2
• Source: nikolan.net

Software Heritage Identifiers

I spent Monday at the Software Heritage offices in Paris speaking at the CodeCommons plenary, and the slides are on GitHub. The talk was about connecting package identities to archived source code. Ge...

• Keywords: archive softwareheritage, archive software, large repository, software heritage, repositories crawl, heritage archival, heritage software, archive origin, repository history, repositories matter
• Source: nesbitt.io

Is sandboxing sufficient to contain rogue agents?

Quick caveats: this is a post on AI safety, written by a cryptography professor. If that troubles you, you should read something else. I try hard not to work on AI (except when the topic occasionally...

• Keywords: openai security, openai agent, openai research, infrastructure openai, openai effectively, strategies openai, intelligence openai, role openai, engineer openai, today openai
• Source: blog.cryptographyengineering.com

New Linux Patches Trying To Mainline Renesas SH7305 CPU Support

New Linux Patches Trying To Mainline Renesas SH7305 CPU Support The Renesas SH7305 isn't a new processor and is well known for powering various Casio graphing calculators over the past decde and a hal...

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• Source: phoronix.com

AI Agent Observability: Logging, Tracing, and Debugging Explained

In this article, you will learn what AI agent observability means, why traditional monitoring tools fall short for agentic systems, and how to implement structured logging, distributed tracing, and pr...

• Keywords: agent failures, agent logging, failures agent, tracing agent, agents fail, agent handling, agent observability, ai agent, ai agents, observability logging
• Source: machinelearningmastery.com

DigitalOcean MicroVMs: the compute foundation for building your AI agent infrastructure (private preview)

By Shridhar Pandey An AI agent uses compute differently than a traditional application. Over a single session, it writes and runs code, calls a model, and waits on a tool or a person before picking th...

• Keywords: agent workload, agent infrastructure, workloads agents, agent platform, agents relies, running agents, ai agent, agent uses, agent writes, running agent
• Source: digitalocean.com

Guardrails, not gates: rethinking policy in platform teams

The most popular OPA-based policy tool for Kubernetes is literally called Gatekeeper. Admission controllers block. Policies deny. Kyverno’s enforcement setting is validationFailureAction: Enforce , wh...

• Keywords: policy gatekeeping, kubernetes literally, kubernetes platforms, kubernetes, work kubernetes, policy platform, enforced platform, platform enforcement, tool kubernetes, gatekeeper deployment
• Source: cncf.io

Horizon-Labs/content-safety-guard-small — public verification state: pending

Horizon-Labs/content-safety-guard-small Horizon-Labs/content-safety-guard-small is an open-weights language model for text classification under the apache-2.0 license (1.4 GB), added to Hugging Bay Oc...

• Keywords: file sha, sha256sum downloads, downloads trust, safe files, downloadable files, file download, file downloads, downloads model, byte integrity, content safety
• Source: huggingbay.xyz

How LinkedIn extended ClickHouse from distributed tracing to metric discovery and analytics

Summary

• LinkedIn’s observability team runs distributed tracing and metric metadata discovery, and analytics on ClickHouse, after proving the database on tracing first.

• Even at 1% head sampling, th...

• Keywords: metrics linkedin, linkedin relied, linkedin observability, linkedin operates, linkedin team, linkedin preferred, linkedin scale, ecosystem linkedin, linkedin, linkedin clickhouse

• Source: clickhouse.com

Lightweight PDF parser with layout, tables, formulas and bounding boxes

PDF → Markdown · JSON · Word · Excel — with reading order, tables, formulas, figures and the position of every block. CPU only. No ML models. Runs in your browser, in Python, or as an API. ▶ Try it in...

• Keywords: pdf fast, markdown pdf, pdf markdown, word pdf, pdf excel, text pdf, pdf word, pdf papero, papero pdf, excel pdf
• Source: github.com

Typeclasses vs Modules

Typeclasses vs Modules They do different things Last updated on For a long time I’ve noticed that there’s a lot of persistent confusion about the differences and similarities between module systems (a...

• Keywords: typeclasses modules, modules typeclasses, modularity typeclasses, typeclasses vs, typeclasses basically, typeclasses language, module typeclass, typeclass systems, ocaml typeclasses, typeclasses used
• Source: sm2n.ca

alekringtonnn-ai/zubr-tiny-2b — public verification state: pending

alekringtonnn-ai/zubr-tiny-2b alekringtonnn-ai/zubr-tiny-2b is an open-weights language model for general under the apache-2.0 license (3.0 GB), added to Hugging Bay Oct 1, 2026. Hosted open-weights m...

• Keywords: sha256sum downloads, file sha, hash download, downloads zubr, download zubr, file download, downloadable files, file downloads, model download, hashfile
• Source: huggingbay.xyz

Effect 4.0

Today, we’re releasing Effect 4.0. It’s the most ambitious release we’ve ever shipped. We rebuilt Effect from the ground up. It’s faster, uses a fraction of the memory, and tree-shakes to far smaller...

• Keywords: effect packages, dependency chains, version effect, core effect, effect package, dependencies control, building effect, platform integrations, effect runs, effect production
• Source: effect.website

How to Build a Model Router in the Harness

Key Takeaways

• Many tasks don't need frontier intelligence. In our experiments, model routing cut median cost per coding task by 64% compared with the baseline, with no noticeable change in quality....

• Keywords: tasks routing, frontier intelligence, gateway choosing, effective router, optimal router, routing decisions, routed performance, cost intelligence, cost task, costs routing

• Source: langchain.com

Understanding the AI That Drives Robots

It’s been over a year since I last looked at the state of humanoid robots, and enthusiasm for the technology shows no sign of waning. Startups NEURA Robotics and Figure AI raised $1.4 billion and$1 b...

• Keywords: make robot, robot capabilities, humanoid robots, robots, robot, robotics plans, robot games, traditional robot, robots ai, looking robotics
• Source: construction-physics.com

anandlili951/parakeet-unified-en-0.6b-gguf — public verification state: pending

anandlili951/parakeet-unified-en-0.6b-gguf anandlili951/parakeet-unified-en-0.6b-gguf is an open-weights language model for speech recognition under the cc-by-4.0 license (6.1 GB), added to Hugging Ba...

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• Source: huggingbay.xyz

E2B Embed packages AI agent sandboxes on a single node for customers' own infrastructure

Introducing E2B Embed: it brings AI agent sandboxes directly into your product and run them on infrastructure you control. E2B Embed packages the full E2B stack on a single node, giving you the flexib...

• Keywords: e2b embed, kubernetes e2b, introducing e2b, e2b sdk, e2b stack, e2b, packages e2b, sandboxes directly, embed packages, control e2b
• Source: x.com

Introducing MirrorNodeAccountBalanceQuery: The SDK-Native Migration Path for AccountBalanceQuery

This post supplements Migrating from AccountBalanceQuery: What You Need to Know, which covers the full deprecation timeline and migration rationale. Read that first for background. MirrorNodeAccountBa...

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• Source: hedera.com

mradermacher/DeepSeek-R1-0528-Qwen3-8B-heretic-i1-GGUF — public verification state: pending

mradermacher/DeepSeek-R1-0528-Qwen3-8B-heretic-i1-GGUF mradermacher/DeepSeek-R1-0528-Qwen3-8B-heretic-i1-GGUF is an open-weights language model for general under the mit license (96.4 GB), added to Hu...

• Keywords: file sha, sha256sum downloads, weights language, models qwen2, gguf sha256, filehash, hashfile, hash machine, shasum 256, weights model
• Source: huggingbay.xyz

Selimx2001x/AraT5-Arabic-To-Sign-Language-Translation — public verification state: pending

Selimx2001x/AraT5-Arabic-To-Sign-Language-Translation Selimx2001x/AraT5-Arabic-To-Sign-Language-Translation is an open-weights language model for general under the apache-2.0 license (1.5 GB), added t...

• Keywords: sha256sum downloads, file sha, translation download, arat5 arabic, translation selimx2001x, shasum 256, translation files, download arat5, download selimx2001x, sha 256
• Source: huggingbay.xyz

Warlock Ransomware Attackers Hit Water and Telecom Operators

Warlock Ransomware Attackers Hit Water and Telecom Operators China-nexus group behind Warlock is still exploiting SharePoint vulnerabilities, attacking organizations in Portuguese and Spanish-speaking...

• Keywords: warlock ransomware, ransomware longlegs, ransomware attackers, ransomware attacks, known ransomware, consequences ransomware, ransomware, ransomware breaking, ransomware observed, ransomware activity
• Source: security.com

How Jev Uses Meko to Make Code Review Feedback Stick

How Jev Uses Meko to Make Code Review Feedback Stick TypeSafe AI released Jev (a model that does not write text) on September 15. You send Jev a state object and a set of typed questions, and it sends...

• Keywords: jev checks, jev model, jev code, meko jev, jev uses, compliance jev, jev ruling, unchanged jev, jev stored, jev sends
• Source: yugabyte.com

I built a small app that scours the internet to create a daily personolized news briefing

Newsroom reads the day's news from a bunch of RSS feeds and web searches, then hands the stories to an LLM that writes a briefing about them. The briefing covers politics, economics, and science and t...

• Keywords: newsroom sources, briefing newsroom, source newsroom, run newsroom, newsroom core, core newsroom, build newsroom, newsroom reads, newsroom, news bunch
• Source: github.com

OpenMandriva ROME 26.09 Released With More AI Apps, Snaps & PGO + LTO Optimizations

OpenMandriva ROME 26.09 Released With More AI Apps, Snaps & PGO + LTO Optimizations For ending out the month of September the OpenMandriva Linux distribution crew released OpenMandriva ROME 26.0 as th...

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• Source: phoronix.com

Rust to WGSL transpiler wgsl-rs released

wgsl-rs beta release retro wgsl-rs is released!🔗 Wow! So much work went into this beta release. It's been the most organized project I've ever attempted, and I think that shows in the beta project boa...

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• Source: renderling.xyz

How we cut LiteLLM's Redis round trips per request by 64%

How we cut LiteLLM's Redis round trips per request by 64% This week, we cut the number of times a request to the LiteLLM proxy waits on Redis from 22 to 8. A request from a key with a budget, in a tea...

• Keywords: redis bottleneck, proxy waits, redis trips, redis response, litellm redis, waits redis, routing redis, handle redis, redis batch, 16 redis
• Source: docs.litellm.ai

The Second Golden Spike: Memory Safety Across the Valen/Rust Boundary

In The Golden Spike, and Resurrecting the Vale(n) Programming Language, we saw how it was possible for a language to call Rust functions directly, without going through C, by directly integrating with...

• Keywords: rust functions, rust compiler, rust function, calling rust, language rust, code rust, rust valen, valen rust, rustc valen, rust references
• Source: verdagon.dev

agentlans/Qwen2.5-1.5B-Instruct-Multiple-Choice-Maker — public verification state: pending

agentlans/Qwen2.5-1.5B-Instruct-Multiple-Choice-Maker agentlans/Qwen2.5-1.5B-Instruct-Multiple-Choice-Maker is an open-weights language model for text generation under the apache-2.0 license (3.1 GB),...

• Keywords: agentlans qwen2, programs qwen2, chat model, model agentlans, maker agentlans, qwen2, qwen2 5b, language model, text generation, maker task
• Source: huggingbay.xyz

AI: LLMs, Agents, Work, and Us — Engineers. Personal Thoughts.

-5b301f10ddcd---4 crawled_date: 2026-10-01T09:58:36.984175+00:00 feed_url: https://itnext.io/feed published: Thu, 01 Oct 2026 09:54:21 GMT

AI: LLMs, Agents, Work, and Us — Engineers. Personal Tho...

• Keywords: ai discussing, ai agent, agentic development, ai agents, agent describing, ai suggestions, read ai, development ai, ai suddenly, agent tasks
• Source: itnext.io

EvanOLeary/laguna-xs2-dense-k8-kernelmix — public verification state: pending

EvanOLeary/laguna-xs2-dense-k8-kernelmix EvanOLeary/laguna-xs2-dense-k8-kernelmix is an open-weights language model for text generation under the apache-2.0 license (6.0 GB), added to Hugging Bay Jun...

• Keywords: download laguna, models qwen2, laguna xs2, kernelmix evanoleary, k8 kernelmix, sha256sum downloads, file sha, qwen2, kernelmix, kernelmix file
• Source: huggingbay.xyz

Fedora 45 Beta Performance: The Satisfyingly Boring Benchmarks

Fedora 45 Beta Performance: The Satisfyingly Boring Benchmarks While there have been a number of Ubuntu 26.10 development benchmarks in recent weeks and more on the way, some Phoronix readers have ask...

• Keywords: comparing fedora, compared fedora, fedora releases, releases fedora, changes fedora, existing fedora, fedora 45, fedora quickly, development benchmarks, fedora 44
• Source: phoronix.com

How to Earn From Your Local AI Model With Antseed

How to Earn From Your Local AI Model With Antseed If you run an AI model on your own hardware using Ollama, llama.cpp, or another server with an OpenAI-compatible API, you can connect it to Antseed an...

• Keywords: server openai, openai compatible, openai chat, uses openai, openai, antseed provider, model external, model antseed, antseed provides, antseed plugin
• Source: antseed.com

ModelCloud/gemma-2-9b-it-gptq-4bit — public verification state: pending

ModelCloud/gemma-2-9b-it-gptq-4bit ModelCloud/gemma-2-9b-it-gptq-4bit is an open-weights language model for text generation under the apache-2.0 license (8.0 GB), added to Hugging Bay Jun 30, 2026. Ho...

• Keywords: modelcloud gemma, download modelcloud, does modelcloud, huggingface modelcloud, modelcloud, modelcloud works, model download, 4bit modelcloud, big modelcloud, model modelcloud
• Source: huggingbay.xyz

Show HN: Yantra – an LALR(1) parser generator for C++

Yantra is a powerful compiler compiler and LALR(1) parser generator written in C++, with the following core features:

• An integrated lexer

• Built-in support for UNICODE/UTF8 input

• Built-in AST bui...

• Keywords: yantra language, yantra builds, yantra parses, uses yantra, yantra dependencies, yantra files, yantra sanskrit, yantra native, project yantra, compiler lalr

• Source: github.com

A look back before we look forward: A Developer Survey retrospective

We are on the precipice of brand new results from the 2026 Developer Survey. We have 15 years of data and insights from this survey at our fingertips that shows more than just what one year’s collecti...

• Keywords: ai tools, ai efficiencies, ai people, concern ai, 2025 developer, ai tool, tools 2023, ai tooling, ai usage, 2026 developer
• Source: stackoverflow.blog

An Arduino® UNO™ Q lets this vintage terminal answer questions without internet access

An Arduino® UNO™ Q lets this vintage terminal answer questions without internet access We’re living in 2026 and everyone knows that they can ask a large language model (LLM) a question and get an answ...

• Keywords: vintage terminal, terminal 1970s, serial, like minicomputer, hardware answering, paper terminal, minicomputer, terminal, device termi3, later terminal
• Source: blog.arduino.cc

KubeCon + CloudNativeCon North America 2026: Build your SRE journey

If your day starts with questions about reliability, performance, observability, incidents, scaling, or what is going to break next, there is no shortage of places to spend your time at KubeCon + Clou...

• Keywords: kubecon cloudnativecon, cloudnativecon opportunity, production reliability, participating kubecon, sre journey, operate kubecon, building kubecon, production clusters, kubernetes, useful sre
• Source: cncf.io

SebasLopez-ai/distilbert-amazon-reviews-sentiment — public verification state: pending

SebasLopez-ai/distilbert-amazon-reviews-sentiment SebasLopez-ai/distilbert-amazon-reviews-sentiment is an open-weights language model for text classification under the mit license (549 MB), added to H...

• Keywords: download sebaslopez, sentiment sebaslopez, downloads trust, model sebaslopez, download model, downloadable files, model download, downloads model, files reviewed, file download
• Source: huggingbay.xyz

winterthurquants/gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2-GGUF — public verification state: pending

winterthurquants/gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2-GGUF winterthurquants/gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2-GGUF is an open-weights language model for text generatio...

• Keywords: file download, model download, like downloadable, models qwen2, downloads gemma4, download file, downloadable, downloadable files, download gemma, download gemma4
• Source: huggingbay.xyz

aymanbakiri/MNLP_M3_mcqa_dpo_model_full — public verification state: pending

aymanbakiri/MNLP_M3_mcqa_dpo_model_full aymanbakiri/MNLP_M3_mcqa_dpo_model_full is an open-weights language model for question answering under the apache-2.0 license (1.2 GB), added to Hugging Bay Oct...

• Keywords: aymanbakiri mnlp_m3_mcqa_dpo_model_full, mnlp_m3_mcqa_dpo_model_full aymanbakiri, download mnlp_m3_mcqa_dpo_model_full, sha256sum downloads, mnlp_m3_mcqa_dpo_model_full file, file sha, mnlp_m3_mcqa_dpo_model_full use, model download, download model, mnlp_m3_mcqa_dpo_model_full open
• Source: huggingbay.xyz

bartowski/NadevA23_Kronumos-Kairos-v2-GGUF — public verification state: pending

bartowski/NadevA23_Kronumos-Kairos-v2-GGUF bartowski/NadevA23_Kronumos-Kairos-v2-GGUF is an open-weights language model for text generation under the apache-2.0 license (107.9 GB), added to Hugging Ba...

• Keywords: file sha, sha256sum downloads, download nadeva23_kronumos, downloads nadeva23_kronumos, model download, models qwen2, shasum 256, byte manifest, file download, chat model
• Source: huggingbay.xyz

Clearing Out Linux's Old 32-bit ARM Platform Code Is Itself A Challenge

Clearing Out Linux's Old 32-bit ARM Platform Code Is Itself A Challenge Longtime ARM Linux maintainer Arnd Bergmann over the past year has been working to clear out a number of old ARM platforms from...

• Keywords: kernel code, unused kernel, unused arm, kernel remove, arm linux, clearing linux, reviving compiler, hundreds kernel, code chopping, kernel drivers
• Source: phoronix.com

Designing Neki for performance

Nothing is as fast as not doing anything. That sounds obvious, but it is also surprisingly easy to forget when building software. Neki adds a layer between a PostgreSQL client and PostgreSQL. We need...

• Keywords: queries neki, column neki, query neki, protocol neki, fastest neki, decoding overhead, neki uses, neki serializes, neki performance, neki streams
• Source: planetscale.com

Master your skills: Building skills you can trust

In my article Standardize project context with AGENTS.md and Agent Skills, I discussed agent context, how skills work, and how to share skills across projects and teams. If you followed along with tha...

• Keywords: skills agents, agents skills, agent skills, skills agent, workflow skill, agent workflows, agent context, know skills, skills work, skills description
• Source: developers.redhat.com

OpenMed/OpenMed-PII-Dutch-SuperMedical-Base-125M-v1 — public verification state: pending

OpenMed/OpenMed-PII-Dutch-SuperMedical-Base-125M-v1 OpenMed/OpenMed-PII-Dutch-SuperMedical-Base-125M-v1 is an open-weights language model for token classification under the apache-2.0 license (500 MB)...

• Keywords: download openmed, openmed pii, openmed works, openmed openmed, does openmed, openmed, model openmed, classification openmed, openmed added, faq openmed
• Source: huggingbay.xyz

pabRomero/BioMedRoBERTa-finetuned-ner-pablo-just-classifier — public verification state: pending

pabRomero/BioMedRoBERTa-finetuned-ner-pablo-just-classifier pabRomero/BioMedRoBERTa-finetuned-ner-pablo-just-classifier is an open-weights language model for token classification under the mit license...

• Keywords: bio_clinicalbert download, bio_clinicalbert files, download biomedroberta, classifier file, classifier pabromero, download model, model download, models qwen2, classification pabromero, download pabromero
• Source: huggingbay.xyz

The $246 Billion CPU Opportunity’s Winning Chip Has Not Been Designed Yet

Microsoft Azure’s Fleet Data Defines the Agentic CPU. NVIDIA Vera Is Closest, and Intel, Arm, and AMD Each Have a Piece Others Lack Analyst(s): Brendan Burke Publication Date: October 1, 2026 Document...

• Keywords: agents cpu, agentic cpus, agentic cpu, cpus agents, cpu agent, ai cpus, agentic benchmarks, cpu microsoft, microsoft cpu, azure cores
• Source: futurumgroup.com

Z-Jafari/xlm-roberta-base-finetuned-pquad-squad-finetuned-PersianQuAD_Question_D_S_QA_M_M_em-3epochs — public verification state: pending

Z-Jafari/xlm-roberta-base-finetuned-pquad-squad-finetuned-PersianQuAD_Question_D_S_QA_M_M_em-3epochs Z-Jafari/xlm-roberta-base-finetuned-pquad-squad-finetuned-PersianQuAD_Question_D_S_QA_M_M_em-3epoch...

• Keywords: persianquad_question_d_s_qa_m_m_em 3epochs, finetuned persianquad_question_d_s_qa_m_m_em, weights language, models qwen2, persianquad_question_d_s_qa_m_m_em, chat models, language model, 3epochs use, answering model, question answering
• Source: huggingbay.xyz

105 % of FlashAttention-4 on average (prefill, bf16, causal, hd128, GQA)

105 % of FlashAttention-4 on average (prefill, bf16, causal, hd128, GQA) Sharing my prelim research branch and results. Not really a blog, more like a brain dump and experiments. I start off relativel...

• Keywords: fa4 uses, bf16 causal, vs fa4, reuse fa4, bf16 attention, attention fa4, fa4 cta, fa4 different, improves perf, currently fa4
• Source: iaroslavelistratov.github.io

403 Forbidden Error (Often Called “403 Unauthorized”): Causes and Fixes

The HTTP 403 error is a status code indicating that, while the server understands the client’s request, it refuses to authorize access to the requested resource. Some people may call it 403 Unauthoriz...

• Keywords: 403 errors, causes 403, 403 error, troubleshoot 403, 403 unauthorized, troubleshooting 403, invalid 403, recognizing 403, http 403, fix 403
• Source: copahost.com

Qualcomm Continues Doing More For Their Open-Source Linux Graphics Drivers

Qualcomm Continues Doing More For Their Open-Source Linux Graphics Drivers Rob Clark, who originally started working on the reverse-engineering Freedreno and MSM DRM graphics driver projects prior to...

• Keywords: qualcomm gpu, opencl support, opencl driver, hardware qualcomm, linux snapdragon, vulkan driver, drm graphics, gpu support, qualcomm presented, graphics drivers
• Source: phoronix.com

What Is ARIA, and How Did We Build It?

Originally published on the Weights & Biases by CoreWeave blog on September 25, 2026. When we released ARIA in public preview on June 29, 2026, the obvious thing to show was the agent chat experience:...

• Keywords: research agent, investigate agent, aria experiments, agent chat, agent work, researcher aria, experiment aria, evidence aria, built agent, agents needed
• Source: wf.coreweave.com

Why does Playwright MCP use so many tokens?

-5b301f10ddcd---4 crawled_date: 2026-10-01T08:58:18.957721+00:00 feed_url: https://itnext.io/feed published: Thu, 01 Oct 2026 08:54:48 GMT

Why does Playwright MCP use so many tokens? Playwright M...

• Keywords: tokens playwright, mcp accessibility, playwright mcp, accessibility snapshots, mcp snapshots, using playwright, mcp readme, playwright interfaces, rely accessibility, mcp snapshot
• Source: itnext.io

Bez: Generating a browser engine from specs and tests

Bez - a generated web engine# Generate a web rendering engine from specs and tests. Why# Building a web engine by hand costs hundreds of engineers and many years, so only a few companies can have one,...

• Keywords: bez generates, web engine, bez generated, engine browsers, browser build, web spec, usable engines, bez, web specs, engine uses
• Source: tangled.org

How to Gate Pull Requests on LLM Evals in CI

How to Gate Pull Requests on LLM Evals in CI OpenRouter · Changing one line in a support agent’s system prompt can ship an agent that tells customers the refund window is 30 days when your policy says...

• Keywords: eval push, run evals, workflows eval, pull requests, pipeline checks, running evals, runs eval, runs evals, agent eval, agent evals
• Source: openrouter.ai

RacketCon Is Saturday

RacketCon is a public gathering dedicated to fostering a vibrant, innovative, and inclusive community around the Racket programming language. We aim to create an exciting and enjoyable conference open...

• Keywords: racketcon presentations, racketcon streamed, racketcon, racket programs, racket programming, racketcon 2026, racket program, racket library, proceedings racketcon, previous racketcon
• Source: con.racket-lang.org

Some Networking Fixes Being Diverted To Linux 7.4, AI/LLM Activity Still Increasing

Some Networking Fixes Being Diverted To Linux 7.4, AI/LLM Activity Still Increasing With the vast array of wired and wireless networking drivers within the Linux kernel and range of protocols and othe...

• Keywords: networking fixes, networking drivers, networking features, patches linux, linux networking, networking developers, today networking, networking, linux kernel, linux ai
• Source: phoronix.com

GPT-6.1 Sol across every effort level | VulcanBench Frontier v4

October 1, 2026 · 115 runs · Code quality protocol v3.18 GPT-6.1 Sol across every effort level 115 runs of GPT-6.1 Sol through the Codex CLI on a ChatGPT Pro subscription, 23 tasks at each of five eff...

• Keywords: gpt sol, runs gpt, sol gpt, slower gpt, tests gpt, level gpt, quality gpt, faster gpt, 26 gpt, v3 gpt
• Source: vulcanbench.com

Lists that keep track of their reversal

open Article_lib ;;

Recently, we (Cargocut, a collective enthusiastic and amused by the use of OCaml) released the nel package, a tiny library (with a very modest API) for describing non-empty lists...

• Keywords: lists trivially, non lists, regular lists, lists types, list implementation, list construction, lists type, of_list ord, lists just, non list
• Source: grim.cargocut.org

Pidgin 3.0 Alpha 3 2.97.0 has been released

We are ecstatic to announce that we have released the third alpha version of Pidgin 3.0!!! This release has an official version number of 2.97.0. We will continue releasing in this fashion until we ar...

• Keywords: pidgin release, version pidgin, support pidgin, pidgin create, pidgin import, flathub beta, use flathub, pidgin make, pidgin add, flatpak use
• Source: discourse.imfreedom.org

Major rsync upgrade in Debian because of 33 CVEs

/var/cache/apt/archives/rsync_3.5.0+ds1-0+deb13u1_amd64.deb apt-listchanges: Reading changelogs... apt-listchanges: News rsync (3.5.0+ds1-0+deb13u1) trixie-security; urgency=medium In order to fix 33...

• Keywords: backporting patches, archives rsync_3, version bump, rsync news, alternative update, rsync_3 ds1, cve fixes, rsync_3, patches individually, news rsync
• Source: lobste.rs

Pi 1.0

Pi 1.0 Today we are proudly shipping Pi 1.0: a hardened, minimal, extensible agent harness that you can make your own. Hundreds of thousands of people around the world use Pi every week. Many of you s...

• Keywords: pi minimalism, pi codemode, evolving pi, coding agent, pi durable, build agentic, codemode mcp, pi hardened, make pi, pi new
• Source: earendil.com

Hot Design Previews Demystified

Hot Design Previews let you see and edit any Page, UserControl, Control, DataTemplate, or style in any data state, theme, or form factor – without navigating your running app to find it. Every XAML/.N...

• Keywords: xaml previews, previews hot, preview xaml, xaml preview, preview hot, ui preview, previews state, preview state, previews uno, design previews
• Source: platform.uno

Upstash AgentKit for TanStack AI: Persistence, Resumable Streams, and Memory on Redis

Upstash AgentKit for TanStack AI: Persistence, Resumable Streams, and Memory on Redis What is AgentKit for TanStack AI? @upstash/agentkit-tanstack-ai is a new Upstash AgentKit package that gives TanSt...

• Keywords: tanstack persistence, upstash agentkit, tanstack ai, persistence upstash, agentkit tanstack, redis agentkit, instances tanstack, upstash redis, upstash tanstack, upstashmemory memory
• Source: upstash.com

Alyx now remembers your work across sessions with long-term memory

AI engineering rarely happens in one conversation. You might investigate a production issue today, return later to build an eval, compare an experiment, or refine a prompt. Along the way, you establis...

• Keywords: agent memory, alyx remembers, memory remember, remembers sessions, agents arize, ax memories, leaves memory, memory context, memory alyx, agent arize
• Source: arize.com

ChatGPT Sites can now host MCP servers and turn them into plugins, Max Stoiber announces

Announcing one more launch: ChatGPT Sites can now host MCP servers, including plugin extensions! 🤯

@sites create a todo list that I can use in ChatGPT This will: · Create an MCP server with extensio...

• Keywords: chatgpt sites, openai hosted, plans openai, use chatgpt, chatgpt create, openai supporting, launch chatgpt, server extensions, mentioned openai, extensions sites
• Source: x.com

[email protected] release

Hi everyone, I am the release manager of django-modern-rest :) django-modern-rest 0.16.0 is out! Is this your first time that you hear about this project? django-modern-rest is a fully typed / fast /...

• Keywords: rest django, django modern, apis django, controller pydanticfastserializer, pydanticfastserializer deserialize, pydanticfastserializer def, pydanticfastserializer, pydanticfastserializer class, usercreatemodel pydantic, modern rest
• Source: lobste.rs

Jevotron: Multiple Jev integrations from the command line

One-shot anomaly detection on the command line¶ Give jevotron a file and a little guidance. Get field-level anomaly scores, a focused review queue, and a cache that makes the next run cheaper. Run you...

• Keywords: jevotron scan, airports csv, jevotron file, scan airports, entry jev, anomaly scores, jevotron, skills jevotron, jev scores, anomaly detection
• Source: cmungall.github.io

A New Agentic Experience: JetBrains Air in IDEs – EAP Now Open

JetBrains AI Supercharge your tools with AI-powered features inside many JetBrains products A New Agentic Experience: JetBrains Air in IDEs – EAP Now Open Last week, we shared our point of view on whe...

• Keywords: jetbrains ai, agents ide, agent jetbrains, ai jetbrains, existing agents, development jetbrains, plugin jetbrains, ai assistant, agents ai, ai provider
• Source: blog.jetbrains.com

Daily Reading List – September 30, 2026 (#878)

Last night, I went to the San Diego Padres playoff game against the Chicago Cubs. It was the rowdiest, loudest, most fun baseball game I’ve attended in my life. The downside? I’m very hoarse and had t...

• Keywords: ai agents, ai leaders, agent skills, agentic software, agent architectures, build agentic, ai, agents just, work ai, agents
• Source: seroter.com

David AI releases DAI-ASR-I18N, testing 14 speech systems on natural conversation in 21 languages

David AI on X: "[1/4] How well do speech recognition systems handle real conversations in 21 languages? Today we're releasing DAI-ASR-I18N, a benchmark that evaluates 14 systems on speech recognition...

• Keywords: i18n benchmark, ai speech, systems speech, asr i18n, speech recognition, conversation english, 21 languages, conversation speech, speaker diarization, conversations
• Source: x.com

Intune pricing: What your bundled MDM is actually costing you

You didn't specifically choose Intune. It came bundled with your E3 or E5 agreement. It was a free line item sitting next to the productivity suite your org/company actually signed up for. So you star...

• Keywords: intune cost, running intune, choose intune, intune, just intune, intune help, intune estimated, intune comes, wait intune, intune edr
• Source: iru.com

Managing resource access from a plugin page in OpenSearch Dashboards

New in OpenSearch 3.9, you can share resources from the plugin page that already lists the resource instead of from the Resource Access Management page. You can review the sharing state of every detec...

• Keywords: opensearch share, management opensearch, opensearch underlying, describes opensearch, opensearch determines, optional opensearch, model opensearch, plugin sharing, new opensearch, list opensearch
• Source: opensearch.org

outis: Fight AI spam by generating and sending a fake "user unknown" bounce emails

Outis fights spam generating and sends a fake "user unknown" bounce for an email you received, so the sender believes your address does not exist. This should work well for the recent trend of AI-gene...

• Keywords: outis inbox, outis message, recipients outis, reply_to_from_domains bounce, bounce email, confirm outis, outis accounts, rejection smtp, outis init, outis
• Source: github.com

Show HN: Rhun, an open-source code editor written in assembly

AI does the heavy lifting. Keep your code editor light. Less weight. More flow. A small, fast code editor. Written in assembly. Explore rhun Tabs, syntax highlighting, fuzzy search, and optional Vim m...

• Keywords: code editor, preview rhun, editor light, code codex, rhun dark, themesterminal, vshvedov rhun, themes preview, editor, rhun releases
• Source: rhun.app

The eternal complement

The eternal complement Why genius machines might prove their greatest value doing monotonous work. Authors’ note: This is the first essay in our series on the next economy, part of a new platform to h...

• Keywords: reveal universe, new universe, universe, understood universe, einsteins civilization, universe traversing, better universe, civilization depth, reaches cosmos, civilization billion
• Source: openai.com

Turso Cloud now runs in Australia, Brazil, Canada, and Sweden

Four new AWS regions: Sydney, São Paulo, Central Canada, and Stockholm. Your agents, users, and tenants can now have a database close to home. We built Turso Cloud so every agent, user, and tenant can...

• Keywords: aws regions, cloud turso, turso cloud, location aws, regions turso, particular aws, cloud expansion, cloud available, aws, data country
• Source: turso.tech

We built an Ubuntu mirror and then made it faster

Stay in the loop We built an Ubuntu mirror and then made it faster At Depot, we watch the performance of pretty much everything because we want to make pretty much everything run faster in your builds...

• Keywords: slowing apt, apt performance, mirror slowdowns, improve apt, apt runs, package mirror, mirrors slowing, reduce apt, mirror performance, apt taking
• Source: depot.dev

The AI Pascal’s Wager

The AI Pascal’s Wager by Ploum on 2026-10-01 Should you accept contributions generated by LLMs in your Open Source project? Let’s put aside for a moment all the ethical/ecological/societal considerati...

• Keywords: rejecting llms, contribute llms, accepting llms, reject ai, rejecting ai, think contributors, refuse ai, refusing contributions, key contributors, contributors use
• Source: ploum.net

AI:AM: Was Trump-Xi Anything? What Counts as Utopia? + AWS GPUs Cost 3X & AI Diagnoses Rare Diseases

Hosts Nathan Labenz and Prakash Narayanan examine potential US-China AI cooperation, the economics of GPU rental pricing with Steve Hou, and AI applications in rare-disease diagnosis.

• Keywords: gpu rental, economics gpu, china ai, hou ai, economics, rental pricing, pricing, cooperation economics, ai, gpu
• Source: cognitiverevolution.ai

Decoy Direction Optimization offers a post-hoc defense against LLM abliteration

Model abliteration is a simple technique that can remove refusal behavior from open-weight models. Are there any simple techniques that can defend against it? Introducing our paper, Decoy Direction Op...

• Keywords: model abliteration, abliteration simple, llm abliteration, standard abliteration, abliteration, finetuned defenses, decoy optimization, checkpoint ddo, abliteration existing, existing defenses
• Source: x.com

Goodbye WordPress

Goodbye WordPress This blog has moved from WordPress.com to self-hosting. If you were following it via WordPress, you should use an RSS reader pointed at nolanlawson.com/feed instead. WordPress has se...

• Keywords: wordpress served, blogging technology, wordpress blog, hosting blog, internet wordpress, instead wordpress, blog suddenly, aging blogging, lazy blog, blog
• Source: nolanlawson.com

How to set up SPF, DKIM, and DMARC for your sending domain

It's way too common to overlook email authentication when you set up automated email. You connect your email provider, send a test message, and it lands in spam. Or Gmail bounces it with a 550 5.7.26...

• Keywords: email authentication, email security, mail dmarc, mail verification, legitimate mail, _dmarc mail, dkim mail, domain mail, unauthorized senders, legitimate senders
• Source: mailfully.com

StreetComplete on iOS is now in public beta

Notifications You must be signed in to change notification settings - Fork 455 iOS - Testing! :-D #5421 Description This ticket is something like the master ticket to coordinate development on an...

• Keywords: swift kotlin, idea swiftui, development ios, swiftui, ios fork, app kotlin, ios, libraries ios, swift, swift furthermore
• Source: github.com

Ubuntu 26.10 Introduces Early Support for Snapdragon X2 Laptops

Ubuntu 26.10 Introduces Early Support for Snapdragon X2 Laptops Canonical has introduced a test version of Ubuntu 26.10 that features early support for laptops equipped with Qualcomm’s Snapdragon X2 p...

• Keywords: qualcomm snapdragon, lenovo yoga, support snapdragon, hp elitebook, asus zenbook, snapdragon x2, snapdragon x1, snapdragon concept, using snapdragon, snapdragon elite
• Source: serverhost.com

Reducing the cognitive load of AI changes

Reducing the cognitive load of AI changes When reviewing large amounts of AI-generated code, I often find that the LLM chooses terms for abstractions that do not always map to my own choices. For inst...

• Keywords: ai changes, terms abstractions, semantic lookups, terms interact, process ai, bespoke terms, custom term, load ai, new terms, terms use
• Source: amoffat.github.io

The State of Browser Testing

The State of Browser Testing Automated browser testing is a foundational technology that many web developers rely on. Modern tooling lets a single test drive Chrome, Firefox, and Safari the same way,...

• Keywords: browser testing, webdriver contributor, browser vendors, source browserstack, browserstack, automated browser, projects browser, web developers, sponsor softwareengineeringdaily, longtime selenium
• Source: softwareengineeringdaily.com

Aran Nayebi's ROGUE benchmark wins a 2026 Corrigibility Prize for showing agents resist shutdown

Proud to announce our benchmark ROGUE was awarded a 2026 Corrigibility Prize by the Corrigibility Research Fund! A few months before the now famous HuggingFace incident, we already showed frontier a...

• Keywords: shutdown violate, shutdown informed, avoid shutdown, resist shutdown, shutdown, agents override, agentic computer, machine shutdown, frontier agents, shutdown displayed
• Source: x.com

Fall Into 25 New Games on GeForce NOW This October

Spooky season is streaming in. Alongside falling leaves, pumpkin spice and everything nice, 25 new games are joining GeForce NOW throughout October, including six ready to play this week. From a new C...

• Keywords: resonant reward, reward geforce, witcher wild, rewards control, members witcher, witcher, reward control, spooky season, 29 witcher, rewards
• Source: blogs.nvidia.com

Micron posts $54.2 billion quarterly revenue, up 379% as core data center sales rise 1,042%

App Economy Insights@EconomyApp$MU Micron Q4 FY26 (August quarter). • Revenue +379$54.2B ($2.8B beat). ☁️ Cloud Memory +258% Y/Y. ⚙️ Core Data Center +1,042% Y/Y. 📱 Mobile & Client +249% Y/Y....

• Keywords: insights economyapp, app economy, insights economyapp6hif, economyapp mu, economyapp, economy insights, economyapp6hif like, economyapp6hif, cloud memory, quarter revenue
• Source: x.com

The death of web development education

In a personal blog post, Baldur Bjarnason describes how he worked in various fields and positions: as an author, publisher, consultant, developer, educator, as well as radio and TV producer. None of t...

• Keywords: education developers, developer educator, dev education, developer education, web educators, training developer, web dev, software developer, technical creative, creative technical
• Source: molily.de

Artificial Analysis finds Gemini 4 Argon matches GPT-6 Astra on intelligence at 60% of the cost per task

Google’s new Gemini 4 Argon equals GPT-6 Astra on the Artificial Analysis Intelligence Index at 60% of the Cost per Task with discounted prices. Google is now back to being one of the top three labs i...

• Keywords: pricing gemini, gpt astra, prices google, googledeepmind proprietary, gemini argon, argon costs, gpt sol, argon googledeepmind, intelligence cost, gemini pro
• Source: x.com

I am so tired of this bullshit

some strong feels as I try to navigate this.

i f**king love LLMs for generating code, reviewing blog posts, and doing a million other things that make me more productive.

i f**king detest reading...

• Keywords: reading llm, llm parse, llms generating, llm generated, llms, love llms, game llm, llm, content race, sloppy ai
• Source: rmoff.net

The Den frees up 10-15 hours a week to grow with ChatGPT Work

The Den frees up 10-15 hours a week to grow with ChatGPT Work As it opens a new location, the social club prepares grant applications in 2 hours instead of 3 days and liquor-license materials in 3 hou...

• Keywords: expands chandler, chandler spends, grow chatgpt, family social, social club, founder chandler, growth den, den family, social opens, license den
• Source: openai.com