AI’s next competitive frontier is no longer just smarter models—it is faster, safer and dramatically more efficient infrastructure.

Across the stack, developers are rethinking how AI workloads run. Replit’s microVM-based sandbox overhaul and Docker’s guidance on agent isolation reflect growing demand for environments with dedicated kernels, filesystems and Docker daemons. Kubernetes is becoming the control layer: Docker sandboxes can now operate on clusters, NVIDIA introduced NVKE for managed Kubernetes on private GPU infrastructure, and GPU passthrough work is enabling coding agents to benchmark CUDA kernels or fine-tune models securely. Red Hat’s log normalizer operator similarly improves operations by correlating application logs with traces without code changes.

Performance remains the industry’s obsession—but headline metrics can mislead. One analysis found 100% GPU utilization translating to only 39% of an NVIDIA L4’s rated FP16 performance. Other efforts target practical bottlenecks: faster LLM replica startup, Blackwell-optimized FLUX 3 image generation, reinforcement-learning weight resharding and running the full DeepSeek-v4.1-Flash model locally with a 12GB GPU. MLxcel 0.8, meanwhile, turns its attention to AMD’s Strix Halo.

New models and applications are broadening the field. Inkling 2 Small combines 594 billion total parameters with just 17 billion active parameters, image support and variable reasoning effort. DigitalOcean outlined an everyday assistant, Snorkel demonstrated realistic agent simulations, and Mito described orchestrating more than 5,000 AI assets for a World Cup commercial.

Efficiency is also reshaping conventional software. Blender’s mature interface stack is being presented as a cross-language alternative to newer GUI frameworks, while Discord’s reported Rust client sharply reduces memory use compared with Electron. Yet security risks are escalating: a malicious Ruby gem reportedly steals credentials and contaminates AI coding tools—a warning that agent infrastructure must be hardened from installation onward.

Featured Articles

MLxcel 0.8 "Eyes Wide Open" – Eyes on AMD Strix Halo

Nov 6, 2026 Releases MLxcel 0.8 "Eyes Wide Open" – Eyes on AMD Strix Halo Lablup Lablup Jeongkyu Shin Founder / Researcher / CEO Nov 6, 2026 Releases MLxcel 0.8 "Eyes Wide Open" – Eyes on AMD Strix Ha...

Keywords: hardware mlxcelverse, support mlxcelverse, mlxcel supports, mlxcel support, architectures mlxcel, hardware mlxcel, mlxcelverse does, mlxcel architecture, does mlxcelverse, mlxcel v0
Source: backend.ai

Blender's UI and Runtime: Much Faster Than GPUI

Blender's user interface, as a library you can use from Python, Rust, JavaScript/React, C, C++ and Dear ImGui. People spent decades building and optimizing Blender's GUI. It's battery and memory effic...

Keywords: tkinter programs, user interface, blender gui, apis tkinter, tkinter app, guide docs, blender ui, ui library, rust tutorial, docs tkinter
Source: github.com

Replit rebuilt its sandbox engine with microVMs

Agent sandboxes are all the rage. A new sandbox startup is announced every couple of weeks. At Replit, we’ve been running sandboxes for nearly a decade. For years, we’ve run our custom sandbox infrast...

Keywords: agent sandboxes, sandbox infrastructure, keeping sandboxes, sandbox architecture, agent sandbox, sandboxes needed, sandboxing, use sandboxes, microvms sandbox, sandboxes fast
Source: frontier.replit.com

Build an Everyday AI Assistant with DigitalOcean Inference

Build an Everyday AI Assistant with DigitalOcean Inference You finish work with groceries to buy, a kitchen to clean, and a workout you meant to do. A friend wants to meet, too. Writing those things i...

Keywords: ai assistant, offline assistant, assistant digitalocean, api ai, app ai, planning assistant, chores rest, automation, app models, automation reliable
Source: devops-daily.com

Faster LLM inference startup: What you need to know

Adding an inference replica creates capacity only after the new instance can serve requests. Between starting a process and generating a response, an LLM server may need to load weights, initialize GP...

Keywords: workloads kubernetes, container runtimes, containers execution, container runtime, kubernetes implementation, snapshots kubernetes, startup optimizations, kubernetes orchestration, kubernetes enhancement, loads processes
Source: cncf.io

Speed Up Image Generation with FLUX 3 Image Klein on NVIDIA Blackwell GPUs

When deploying diffusion models in design tools, image editors, and visual production workflows, developers must account for inference latency. Generating an image requires multiple sequential passes...

Keywords: visualgen flux, flux3 images, visualgen accelerates, visualgen optimizations, flux3 image, workloads flux, visualgen optimization, optimized nvidia, faster image, trained nvidia
Source: developer.nvidia.com

Running Docker Sandboxes (docker-sbx) on Kubernetes with Agent Sandbox

AI coding agents need somewhere to run that isn’t your laptop and isn’t your production cluster. You want them isolated – their own kernel, their own filesystem, their own Docker daemon, and no line o...

Keywords: sandbox kubernetes, kubernetes sandbox, built kubernetes, kubernetes docker, inside kubernetes, desktop kubernetes, kubernetes native, sandbox kubectl, kubernetes sigs, sandboxes kvm
Source: collabnix.com

Shai-Hulud Descendant Surfaces in Malicious Ruby Gem That Steals Credentials and Poisons AI Tools

Shai-Hulud Descendant Surfaces in Malicious Ruby Gem That Steals Credentials and Poisons AI Tools A malicious Ruby gem runs a credential-stealing worm during installation, poisons AI coding tools, and...

Keywords: malicious rubygems, gem worm, malicious ruby, gem compromised, malicious gems, worm rubygems, tools malicious, malicious packages, malicious package, stolen rubygems
Source: socket.dev

100% GPU Utilization, 39% of Rated FP16

-5b301f10ddcd---4 crawled_date: 2026-11-06T12:55:53.874796+00:00 feed_url: https://itnext.io/feed published: Fri, 06 Nov 2026 12:48:19 GMT

100% GPU Utilization, 39% of Rated FP16 On an NVIDIA L4,...

Keywords: rate dcgm_fi_dev_power_violation, gpu utilization, healthy gpu, dcgm_fi_dev_gpu_util, measures gpu, dcgm_fi_dev_gpu_util number, better gpu, cause gpu, dcgm_fi_dev_power_violation increasing, util dcgm_fi_dev_gpu_util
Source: itnext.io

Docker Sandboxes vs. Containers: Choosing the Right Isolation for AI Agents

If you’ve used Docker for a while, “Docker Sandboxes” might read as “a container with an AI agent inside.” Containers have been the unit of nearly everything Docker ships for over a decade, and a sand...

Keywords: docker sandboxes, sandboxes docker, sandboxes containers, docker ai, sandboxes agent, docker describes, sandboxes autonomous, docker containers, sandbox agent, sandboxes dedicated
Source: docker.com

Nvidia Kubernetes Engine (NVKE)

Run a managed Kubernetes service on your own NVIDIA GPU infrastructure. NVIDIA Kubernetes® Engine (NVKE) provides the management plane that platform teams install to create and operate Kubernetes clus...

Keywords: nvidia kubernetes, kubernetes engine, managed kubernetes, cluster kubernetes, kubernetes cluster, nvke kubernetes, kubernetes clusters, clusters kubernetes, operate kubernetes, kubernetes service
Source: github.com

Making musl and proprietary NVIDIA drivers work together

As you may be aware, one of the limitations of musl-based distributions is that they will not function to their proper extent when used in computers with various NVIDIA graphics cards. This is due to...

Keywords: musl nvidia, architectures nvidia, nvidia hardware, various nvidia, useful nvidia, nvidia general, hardware nvidia, glibc supports, libnvidia gpucomp, nvidia graphics
Source: chimera-linux.org

NVIDIA GPU Passthrough in Docker Sandboxes: VFIO, the Driver Bundle and GPU-Enabled sbx Sandboxes

Coding agents are moving past “edit files and run unit tests”. More teams now ask agents to fine tune a small model, profile a CUDA kernel, or run an inference benchmark before opening a pull request....

Keywords: sandboxes gpu, gpu sandboxes, sandbox gpu, gpu vfio, gpu passthrough, pass gpu, vm gpu, gpu passed, passthrough nvidia, gpu access
Source: collabnix.com

Make Kubernetes logs easier to correlate with traces using the log normalizer operator

The log normalizer operator for Red Hat OpenShift injects a sidecar into selected pods, captures application output without requiring application code changes, detects the input format, reassembles mu...

Keywords: kubernetes logging, kubernetes logs, kubernetes log, trace kubernetes, kubectl logs, log normalizer, klog kubernetes, normalized logs, common logging, structured logging
Source: developers.redhat.com

Nondeterminism in Futhark

Nondeterminism in Futhark Last week I attended IFL2026, which was probably one of the best conference experiences I have ever had. One of the many good presentations was by Michael Haddon, who present...

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Source: futhark-lang.org

Practical guide on out of tree mitigations on Linux

Practical guide on out of tree mitigations on Linux My previous blog post was a quick one and a reader from Gemini sent me an email asking what exactly I did for implementing the mitigations. Thanks f...

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Source: clehaxze.tw

Accelerating Reinforcement Learning Weight Refit with the Reshard Collective

During reinforcement learning (RL) post-training, training trajectories are generated on the fly by running inference with the current policy model. For training efficiency, it is common to run infere...

Keywords: refit training, refit implementations, refit performance, refit achieves, gpus training, weight refit, training gpus, simplifies refit, training parallel, refit challenges
Source: developer.nvidia.com

Inkling 2 Small

Today we are introducing our second model generation with Inkling 2 Small. It is a Mixture-of-Experts model with 594B total parameters, 17B active, and supports image inputs and variable effort. Inkli...

Keywords: benchmarks inkling, weights capabilities, inkling weights, benchmarking inkling, benchmarked inkling, evaluations inkling, capabilities inkling, training inkling, variant inkling, inkling models
Source: thinkingmachines.ai

Scriptable GeoDNS: Leaving AWS for Bunny

Scriptable GeoDNS: leaving AWS for Bunny Vincent Bernat To optimize the performance metrics of this blog, I relied on Amazon CloudFront to serve the assets,1 and Route 53 for the geo-aware DNS2 to dir...

Keywords: bunny dns, dns bunny, bunny geodns, bunnycdn ipv6, bunny cdn, cdn domain, cname bunny, alternative dns, bunnycdn, scriptable geodns
Source: vincent.bernat.ch

The Blueprint: Orchestrating 5,000+ AI assets for a World Cup TV spot

The Blueprint: Orchestrating 5,000+ AI assets for a World Cup TV spot Iñaki Berenguer CEO, Mito Keyvan Akbary Head of Engineering, Mito Welcome back to The Blueprint, a regular feature where we highli...

Keywords: video production, video creation, ai assets, ai cloud, ai video, ai storytelling, video generations, studio mito, global television, launch ai
Source: cloud.google.com

Your AI agent isn’t your model: 3 infrastructure decisions to make separately

Your AI agent isn’t your model: 3 infrastructure decisions to make separately Your agent works perfectly on your laptop: a local model, a Telegram connection, answers in seconds. But then the laptop g...

Keywords: gpu agent, agent runtime, agent infrastructure, overnight runtime, monitoring agent, sleep agent, agent works, agent relies, waits gpu, ai agent
Source: hostinger.com

Optimizing Agentic Remediation for Financial Services with Opik

Incident remediation agents are quickly emerging as one of the most compelling AI use cases for the enterprise. This is particularly true for large financial institutions, where complex infrastructure...

Keywords: remediation agent, remediation agents, remediation_agent, agent investigates, agent evaluation, agent test, test agent, example remediation_agent, agent execution, automated agentic
Source: live-comet-marketing-site.pantheonsite.io

Promethevs: Full DeepSeek-v4.1-Flash-1017, locally, on 12GB of VRAM

The original model, not a smaller copy · 64 GB of RAM and one 12 GB NVIDIA card · free and open source PROMETHEVS runs DeepSeek-V4.1-Flash-1017, one of the strongest open models, from all 510 GB of it...

Keywords: promethevs engine, speed compressed, ram, deepseek model, implementation speeds, model quality, model engine, original model, pc promethevs, ryzen
Source: github.com

Every Windows 11 app should kill Electron, and Discord just showed why: no “Starting” screen and 70% less RAM, even with two accounts signed in

Discord’s new Rust client had its friends list loaded before the current Electron app could get past its loading screen, in a 15-second clip that we found on the X account of Discord co-founder and CT...

Keywords: discord rust, rust discord, electron client, discord client, rust client, ram discord, discord started, discord starting, discord idle, discord windows
Source: windowslatest.com

Snorkel, a frontier AI data lab, develops and validates complex datasets to train and evaluate AI systems. Snorkel’s Agentic Data Platform combines human experts with specialized, continually learning...

Keywords: benchmarks snorkel, snorkel benchmarks, agent benchmarking, inference sandboxes, inference snorkel, snorkel sandboxes, sandboxes snorkel, rigorous benchmarks, runtime snorkel, evaluate ai
Source: modal.com

We've built an open-source feature flag server for 11 years

Unleash is a powerful open-source solution for feature management. It streamlines your development workflow, accelerates software delivery, and empowers teams to control how and when they roll out new...

Keywords: unleash features, unleash developer, feature management, unleash feature, feature flagging, feature flags, unleash deploy, feature flag, unleash enterprise, development unleash
Source: github.com

DiffusionGemma: Hands-On with Google’s Text Model That Writes All at Once

In this article, you will learn what DiffusionGemma is, how its diffusion-based text generation differs from standard autoregressive language models, and how to run it with Hugging Face Transformers a...

Keywords: diffusion text, diffusiongemma images, diffusiongemma chat, diffusiongemma uses, learn diffusiongemma, diffusiongemma vllm, diffusiongemma built, diffusion architecture, diffusion sampling, written diffusiongemma
Source: machinelearningmastery.com

How NVIDIA Open Source Tools Are Helping Researchers Build Next-Generation 6G Networks

A year ago, NVIDIA open sourced its Aerial wireless software, joining Sionna and a broader suite of open source tools for accelerating next-generation 6G network development. Together, they give resea...

Keywords: 6g networks, networks nvidia, aerial nvidia, nvidia ai, 6g network, aerial wireless, ai aerial, wireless software, network simulator, future wireless
Source: blogs.nvidia.com

Prompt to production: building a headless workflows solution

Webflow customers describe a workflow in plain language and get a working one back. This is how we built that on n8n, with no workflow editor and no templates. "When someone submits the contact form,...

Keywords: webflow customers, customer webflow, customer workflows, customers workflow, webflow agentic, webflow customer, workflow webflow, webflow, real workflows, job webflow
Source: webflow.com

HN: CloneGuard – scan a repo for credential-stealing tricks before you run it

Scan a project for malware tricks before you run it. Built after a fake-recruiter "demo app" tried to steal SSH and AWS keys. cloneguard is a small, dependency-free Go command-line tool. It only reads...

Keywords: bin cloneguard, cloneguard, build cloneguard, commands cloneguard, cloneguard quick, keys cloneguard, cloneguard cmd, task cloneguard, cloneguard folder, cloneguard scan
Source: github.com

MoofTCP – A modern replacement for MacTCP on 68k Macs

A modern, memory-lean replacement for MacTCP on 68k Macs running System 6. MoofTCP is a drop-in replacement for Apple's MacTCP. Programs written for MacTCP run on it unchanged, but underneath it is a...

Keywords: memory mactcp, existing mactcp, mactcp ipp, implements mactcp, mactcp programs, replacement mactcp, mactcp run, mactcp, mactcp wonderful, mactcp 68k
Source: github.com

Altera’s Strategy: QuartusIQ and Agilex 2X

Late October was busy for Altera. On October 21, the same day as NVIDIA’s GTC Berlin keynote, the company launched QuartusIQ, an AI companion for its FPGA design software. One week later, at its Innov...

Keywords: fpga altera, fpga expertise, fpgas fpgas, fpgas, fpga engineers, makes fpgas, fpgas fpga, make fpgas, fpgas infrastructure, asics fpgas
Source: moorinsightsstrategy.com

Harnesses and guardrails

Harnesses and guardrails Tame the wild AI models roaming freely Imagine a one-armed bandit. No, not a highwayman with a missing limb, but a slot machine. You pull the lever, the winning 777 combinatio...

Keywords: harness agent, isolation handled, pi isolation, wild ai, isolation, running agent, fully autonomous, independent commands, commands models, autonomous potentially
Source: deadlime.hu

How Infinitas Learning uses ClickHouse Managed Postgres to process billions of events for 1.6M unique learners

Summary

Infinitas Learning, one of Europe’s largest educational publishers, uses ClickHouse to process results for 1.6 million learners and 324 million assignments a year.
Transactional workloads...
Keywords: infinitas learning, educational publishers, learners infinitas, enrolled infinitas, books infinitas, publishers, manager infinitas, dutch publisher, publishers uses, education platforms
Source: clickhouse.com

mpv 4.20 Adds DVD and Blu-ray Menu Support, Wayland HDR, and More

mpv 4.20 Adds DVD and Blu-ray Menu Support, Wayland HDR, and More The latest release of mpv, the open-source media player, adds DVD and Blu-ray menu navigation, Wayland HDR improvements and a range of...

Keywords: mpv supports, features mpv, mpv frontends, release mpv, mpv, hdmv bd, later mpv, mpv open, dvd menus, users mpv
Source: serverhost.com

Semaphore Open Source 1.6: AI Agents in Your CI, and Rerun Only What Failed

Semaphore open source now has a built-in MCP server. AI agents can read your pipelines, find out why a build failed and rerun it, and your CI data stays on your own infrastructure. Semaphore Open Sour...

Keywords: semaphore docs, semaphore version, install semaphore, semaphore cloud, infrastructure semaphore, semaphore community, release semaphore, workflows agents, pipeline docs, semaphore
Source: semaphore.io

ToyBlocks: A controlled world for robot learning and evaluation

ToyBlocks: A controlled world for robot learning and evaluation 💻 Code | 📊 Data | 🤖 Models | 📖 Documentation Robots are learning to fold laundry, sort parts, and handle unfamiliar objects. But those d...

Keywords: needing robotics, physical robots, robot execution, robot toyblocks, studying robotics, robotics specific, robot policies, robotics, instruct robot, robot learned
Source: huggingface.co

CoreWeave ARENA: A Practical Approach to Workload Evaluation

Benchmarks can be useful, but they don’t capture how workloads behave under real operating conditions. A result can be accurate and still miss what actually matters: how your workload performs on GPUs...

Keywords: benchmarks useful, fail benchmarks, benchmarks, benchmarks bottlenecks, benchmark, benchmark shows, 30 benchmark, assessment coreweave, understand performance, infrastructure coreweave
Source: wf.coreweave.com

Firecracker VM Escape: PwnEscape Part 2

Firecracker is supposed to keep untrusted code inside a microVM. We escaped it and achieved code execution as root on the host. We found how it saved registers, changed where it would resume, and made...

Keywords: firecracker microvm, thread kvm_run, kvm_run thread, inside microvm, kvm_run returns, firecracker memory, microvm process, microvm escaped, kvm_run, return kvm_run
Source: pwn.ai

OpenSSH allows long-password logins to * accounts on musl with PAM off

No password guessing. No stolen keys. On an affected Alpine server, a password made of 257 A’s is enough to log in to an account that was never supposed to accept a password. The short version

What:...
Keywords: ssh alpine, passwd alpine, sshd alpine, alpine openssh, password ssh, lock alpine, alpine linux, password risk, password guessing, takes password
Source: nebusec.ai

Pulumi at KubeCon NA 2026: attendee guide

KubeCon is in Salt Lake City this year, and we’ve got a full week planned. Here’s where to find us: booth 200, two talks and a panel from our team, a co-located day we’re sponsoring, and a party on We...

Keywords: kubecon schedule, kubecon cloudnativecon, official kubecon, kubecon, kubecon salt, day kubecon, kubecon register, times kubecon, kubecon talks, kubecon opens
Source: pulumi.com

Webhooks to Kafka: How to Receive Events and Publish Them to Topics

Kafka has no endpoint a webhook provider can call, so something must receive each HTTP POST, check it and produce it to a topic. There are four ways to run that receiver: your own service or an HTTP g...

Keywords: webhooks kafka, webhook kafka, kafka protocol, kafka http, kafka endpoint, kafka delivery, payloads kafka, webhook payloads, kafka integration, kafka client
Source: estuary.dev

Zero Mismatch, Simple Async RL: REINFORCE Zero, DeepSeek-V4.1 and Kimi K3.1

Zero Mismatch, Simple Async RL: REINFORCE Zero, DeepSeek-V4.1 and Kimi K3.1 TL;DR

Asynchronous RL is faster, but it trains on samples generated by older weights.
The rollout-to-learner gap has two...
Keywords: zero reinforce, rl reinforce, zero deepseek, zero training, asynchronous reinforce, reinforce zero, updates learns, synchronous training, k3 reinforce, fast kernels
Source: vllm.ai

Show HN: Agents infer Lego mechanisms from sources, then animate them

Give an LDraw LEGO© model to an AI agent, get back a Blender-animated version of it. The agent will:

Reverse-engineer (infer) the LDraw model's mechanics from its .mpd source code file 🤓
Study the...
Keywords: ldraw creators, manipulate ldraw, ldraw models, ldraw model, ldraw language, ldraw_org model, generation ldraw, ldraw mpd, following ldraw, ldraw lego
Source: github.com

Daily Reading List – November 5, 2026 (#904)

The AI SDLC has been a hot topic this week among our customers. Many people want blueprints, but I’m not sure many general purpose ones exist. Work to do. [blog] How two engineer side projects became...

Keywords: ai agents, agent platform, agents, coding agents, ai sdlc, agents connect, projects agent, agents better, agents counterpoint, agent
Source: seroter.com

Deep Learning Weekly: Issue 480

This week in deep learning, we bring you Gemini 4 Carbon, Trace and Evaluate a Google ADK Agent with Opik, and How I Built the Most AI-Pilled Company in the World. You may also enjoy Mistral Large 4 (...

Keywords: built ai, agents benchmark, new ai, google deepmind, analysis intelligence, ai, global ai, source ai, agents soon, bench ai
Source: deeplearningweekly.com

What happened to Transmeta, the last big dotcom IPO

Transmeta was the last big IPO of the dotcom era, launching Nov 7, 2000. Some analysts call its $273 million IPO the last successful tech IPO until the Google IPO in 2004. Transmeta didn’t completely...

Keywords: ipo dotcom, dotcom era, dotcom ipos, ipos grew, tech ipo, ipos transmeta, technology ipos, ipo wasn, transmeta ended, earlier companies
Source: dfarq.homeip.net

Inside Docker Sandboxes Architecture: Workspace Layouts, Virtiofs Caching, the Host Proxy and Sandbox Lifecycle

Most posts about Docker Sandboxes focus on what an agent can do inside a sandbox. Docker has now published a dedicated Architecture page that explains how a local sandbox actually works under the hood...

Keywords: docker sandboxes, sandboxes sbx, sandbox docker, sandbox sbx, sandboxes architecture, sandboxes mechanism, docker_sandboxes_enable_virtiofs_cache sbx, sandboxes use, docker agent, cloud sandboxes
Source: collabnix.com

Rune: A native GPU-rendered Rust UI framework for macOS, Windows, Linux and web

A native GPU-rendered Rust UI framework for macOS, Windows, Linux and the web, with its own renderer, text, layout and springs. Every app can run headless, so an agent can render to PNG, dump the elem...

Keywords: rust ui, rendered rust, rendering, render, renderer, renderer text, headlessly rendering, text lights, web renderer, ui
Source: github.com

14x HBM Capacity, 3.2TB per XPU: New Answers to the AI Memory Wall

TrendForce 2026 Korea Roadshow takes place in Seoul on November 18. Join us for insights on how advanced packaging is reshaping the foundry industry, the next growth drivers for DRAM and HBM, and the...

Keywords: memory hierarchy, power memory, memory dedicated, memory wall, dram hbm, gpu metrum, hbm emerging, memory, ssd pool, scale memory
Source: insights.trendforce.com

Clojure Distilled

The difficulty in learning Clojure does not stem from its syntax, which happens to be extremely simple, but from having to learn new methods for solving problems. As such, we'll focus on understanding...

Keywords: learning clojure, clojure basics, practice clojure, clojure development, languages clojure, difference clojure, native clojure, clojure uses, clojure lisp, clojure syntax
Source: yogthos.net

Improving Execution Analytics Inside the Working Window with KDB-X GPU Acceleration

Key Takeaways

Execution Services teams can use KDB-X GPU Acceleration for compute-heavy q workloads that exceed fixed research, intraday, or overnight processing windows.
KDB-X moves suitable join...
Keywords: workload benchmark, benchmark workload, execution analytics, analytics workloads, execution insight, benchmark vwap, benchmarks identify, workloads candidates, kdb gpu, cpu tier
Source: kx.com

Best Proxy Providers for AI Agents (2026)

An AI agent needs reliable website access to research products, compare prices, or fill out forms. Its proxy affects which IP the site sees, where the session appears to come from, and whether that IP...

Keywords: proxies ai, choosing proxies, proxy providers, proxies convenient, residential proxies, residential proxy, isp proxies, best proxy, proxies, browser agent
Source: browser-use.com

New Micros, SOMs and Software at electronica 2026

New Micros, SOMs and Software at electronica 2026 It is a busy week at electronica 2026. These are just some of the solutions on display at the show. We chose a mix of micros, modules and software for...

Keywords: rc1 aurix, aurix rc1, infineon aurix, micros soms, core qualcomm, micros modules, microprocessor stmicroelectronics, aurix, processors, microcontroller
Source: electronicdesign.com

Beyond code generation: A developer’s guide to agentic engineering

Beyond code generation: A developer’s guide to agentic engineering Writing code got faster. The work around it didn’t. See how you can plan, write code, review changes, and investigate production issu...

Keywords: github agentic, agentic workflows, github plan, agentic engineering, learn agent, accelerate development, commits github, ideas agent, like github, agents implement
Source: github.blog

How we built Render OIDC

We recently launched OIDC support for third-party service providers such as AWS, GCP, OpenAI, and Anthropic. OIDC is a neat feature which lets your services authenticate to these service providers wit...

Keywords: oidc tokens, oidc token, token oidc, oidc services, oidc service, oidc support, allow oidc, oidc daemon, introducing oidc, provider oidc
Source: render.com

Kafka to ClickHouse: Streaming Ingestion, Duplicates & Tombstones Guide

Kafka topics reach ClickHouse in four ways: ClickHouse's own Kafka table engine, ClickPipes on ClickHouse Cloud, the ClickHouse Kafka Connect sink, or a managed pipeline that runs the consumers for yo...

Keywords: implementing kafka, clickpipes kafka, processing kafka, kafka clickhouse, kafka batches, clickhouse kafka, kafka options, cloud kafka, clickhouse replication, data kafka
Source: estuary.dev

Oracle to ClickHouse: CDC, Batch & Type Mapping Guide

Oracle data reaches ClickHouse in four ways: export files and load them, copy tables on a schedule with a batch tool, run your own change data capture (CDC) through Debezium and Kafka, or use a manage...

Keywords: oracle cdc, oracle replicate, oracle clickhouse, oracle redo, data oracle, rebuild oracle, oracle data, oracle capture, oracle changes, changes oracle
Source: estuary.dev

Unified Meeting Notetaker API: Merge Notes From Many Tools

Unified Meeting Notetaker API: Merge Notes From Many Tools A unified meeting notetaker API turns the output of several notetakers into one schema, so your application reads a single format instead of...

Keywords: notetaker api, notetakers project, meeting notetakers, notetakers schema, separate notetaker, meeting notetaker, project notetakers, notetaker providers, notetaker recording, unified notetaker
Source: meetstream.ai

Unveiled at ROSCon: the easiest way to bring Arduino I/O into ROS 2

Unveiled at ROSCon: the easiest way to bring Arduino I/O into ROS 2 If you’ve ever built a robot with ROS 2, you know the classic architectural split: a powerful computer running Linux handles high-le...

Keywords: arduino ventuno, arduino ros, ros2ino, ventuno ros, robot ros, ventuno board, instantiate ros, familiar ros2ino, directly ros, ros middleware
Source: blog.arduino.cc

What to hand over and what to know about your first AI agent

What to hand over and what to know about your first AI agent AI agent demos often show agents handling complex tasks: booking trips, negotiating deals, or running entire online stores. Impressive as t...

Keywords: basics agents, ai agents, ai agent, agent ai, agents learn, learn agent, know agents, agents tasks, setting ai, agent tasks
Source: hostinger.com

After Binance, check what your signing systems can approve

After Binance, check what your signing systems can approve Binance’s October 2026 security incident raises an operational question for every organization holding user funds: Can your security controls...

Keywords: signatures binance, binance wallets, attacker wallet, theft signatures, signing compromised, approve binance, signatures misuse, funds security, securing wallet, wallet security
Source: blog.trailofbits.com

Dutch 'idealist' bank ASN blocks non-Google Android, including GrapheneOS

Repository navigation Description Is there an existing issue for this?

I have searched the existing issues App name ASN Bank Link to app https://play.google.com/store/apps/details?id=nl.devolksbank....
Keywords: bankieren app, 20bank apps, bank app, banking app, issues app, app updated, apps payments, worked app, apps details, google apps
Source: github.com

Local-first meeting notetaker. On-device transcription, no stored audio, E2E encrypted sync

Local-first AI meeting notetaker How it works A conversation turns into four kinds of data: the audio, the transcript, the notes, and the keys that protect them. Nod is designed so that only one of th...

Keywords: audio transcript, saved audio, meeting notetaker, meeting transcript, transcripts notes, notetaker works, transcript notes, data audio, audio exists, notetaker
Source: hellonod.app

Swarms adds fallback_swarms so multi-agent runs fail loudly instead of silently

swarms on X: "6 / Fallbacks for Multi-Agent Systems: Handling LLM Failures Without Silent Errors Failed swarms now raise, so SwarmRouter fallback_swarms fires. Design retries and fallback models for p...

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Source: x.com

swarms on X: "2 / Using SQLite as Shared Memory for AI Agents Shared memory for AI agents with SQLite: SqliteChannel gives agents and processes one durable, queryable conversation history. Store, shar...

Keywords: agents sqlite, agents shared, interlink swarms, memory ai, shared memory, sqlite shared, ai agents, latest swarms, build swarms, multi agent
Source: x.com

The Payment System Design Interview That Exposes Weak Staff Engineers

-5517fd7b58a6---4 crawled_date: 2026-11-06T15:56:50.101692+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 06 Nov 2026 15:22:14 GMT

<figure><img alt="" src="https://cdn-imag...

Keywords: payments distributed, architecture failures, distributed architecture, payment architecture, kafka design, distributed systems, payment systems, infrastructure provider, kubernetes distributed, postgresql kafka
Source: levelup.gitconnected.com

Use new models in OpenClaw without an update

When OpenAI shipped GPT-6.1 Sol, people who use OpenClaw with a ChatGPT sign-in could not select it. OpenClaw bundled Codex 0.158.0 but ChatGPT only offers Sol to Codex 0.159.2 and newer, and the only...

Keywords: openclaw release, release openclaw, version openclaw, models openclaw, model openclaw, openclaw models, update openclaw, openclaw package, openclaw bundled, provider openclaw
Source: openclaw.ai

Weekend at Bernie’s II

Six months after Weekend at Bernie’s, 421 of the critical repos that were dead, dormant or unknown in May are active again. In the 1993 sequel, Bernie is brought back by a voodoo ceremony that goes sl...

Keywords: repos critical, critical repos, dead repos, repos dormant, revived repos, dead repo, repos dead, inactive repos, bot commits, repos maintainer
Source: nesbitt.io

Well, That Wasn't Fun: October 16 '26

<div class="lead"><p>October 16, 2026 began like any other day at Fly.io (meaning, we were anticipating only a <em>medium</em> amount of chaos). By that evening, we had patched and rebooted our entire...

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Source: fly.io

AI Gateway credits for all accounts, project recovery in the Console, automatic updates up to 16 CU, and more release - Nov 06, 2026

All accounts can purchase AI Gateway credits The AI Gateway lets you add AI features to your app, like summarizing notes, describing uploaded photos, or answering customer questions. One Neon credenti...

Keywords: purchase ai, ai gateway, billing neon, gateway credits, neon api, gateway recover, credits ai, gateway neon, ai apis, prepaid credits
Source: neon.com

Free Certified Patch for Critical Rails Active Storage Vulnerability

Free Certified Patch for Critical Rails Active Storage Vulnerability Socket has released a free Certified Patch for a critical Rails Active Storage vulnerability, giving developers time to upgrade to...

Keywords: patched rails, vulnerability socket, storage vulnerability, secure rails, rails security, directly vulnerable, security fixes, vulnerabilities fixed, security updates, rails release
Source: socket.dev

Zero-shot predictions in Pandas using the new BigQuery Accessor

Zero-shot predictions in Pandas using the new BigQuery Accessor Shenyang Cai Senior Software Engineer Imagine running advanced machine learning workflows—from forecasting and classification to high-di...

Keywords: bigquery ai, bigquery dataframes, pandas bigframes, df bigquery, forecasts bigquery, bigquery infrastructure, directly pandas, dataframes bigframes, bigquery enterprise, bigquery job
Source: cloud.google.com

🛡️ OpenAI Introduces GPT-6 Cyber

Good Morning! Here's what I have for you in today's newsletter: OpenAI introduces GPT-6 Cyber to find and fix security vulnerabilities Meta brings voice conversations to Muse, its personal AI agent Go...

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Source: simplifyingai.co

Partnering with Hacktron to find vulnerabilities in OpenAI’s systems

Partnering with Hacktron to find vulnerabilities in OpenAI’s systems Today we’re announcing a partnership with Hacktron to find vulnerabilities in OpenAI’s systems. Our engineers and Hacktron’s securi...

Keywords: hacktron vulnerabilities, vulnerabilities openai, hacktron security, partnership hacktron, partnering hacktron, hacktron independent, pursue vulnerabilities, hacktron access, hacktron, vulnerabilities researchers
Source: openai.com

Pushing the Limits with getaddrinfo

An IPv4 address is just a 32-bit number, and glibc will accept it in forms you would never recognize. ⁰𝑋⁴5．🯰３₆。⁵₂₈𝟲🯶 is one of them. Anything that judges an address by how it looks can be walked aroun...

Keywords: iputils ping, real ping, ping iputils, ipv4 ping, ping prints, html ping, prints ping, ping real, characters ping, notice ping
Source: acid.vegas

Move Fast, Pay Later: The Dangers of AI Audit Debt

Key Takeaways

AI audit debt builds when firms deploy AI without preserving the evidence behind its decisions.
In capital markets, accurate replay depends on knowing what data, model, controls and...
Keywords: ai audit, audit debt, evidence ai, markets ai, ai infrastructure, prove ai, ai terms, ai agents, building ai, ai
Source: kx.com

Restaurant Delivery Payment-Skimming Campaign

Scamwich: Inside a Restaurant Delivery Payment-Skimming Campaign InfoHawk research has uncovered a network of 820 suspicious restaurant domains impersonating major US chains, including Jersey Mike's,...

Keywords: suspicious websites, suspicious domain, site scammer, restaurant domains, legitimate website, website attackers, domains impersonating, suspicious restaurant, malicious checkout, fake websites
Source: infohawk.com

Salesforce to S3: Export Objects as Parquet and Capture Changes

Salesforce objects such as Account, Opportunity and custom objects (__c ) can be landed in Amazon S3 as Parquet files and extended with their changes on a schedule. Four approaches are realistic: Amaz...

Keywords: salesforce parquet, s3 parquet, parquet tools, parquet files, parquet data, parquet materialization, tool parquet, writes parquet, parquet integration, materialization parquet
Source: estuary.dev

The Port That Does Not Exist

Port 0 is the port you are not supposed to use, so nobody looks there. So we put an IRC network on it. Then I got curious whether anyone else had, and scanned all of IPv4 for port 0. Turns out we were...

Keywords: tcp port, scan port, port optional, port strange, tcp dport, port asking, port asks, port purpose, ports port, packets port
Source: acid.vegas

What I learned from a month with WalShadow on ClickHouse Managed Postgres

This is a guest post from Hidehiko ASAHI, a database engineer at an IT company in Japan and an AWS Community Builder Note: Everything in this post was tested with WalShadow in Private Preview during S...

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Source: clickhouse.com

Closed AI models dominate the price-performance frontier

Closed AI models now dominate the price-performance frontier Village’s LLM Atlas maps the price-performance frontier: the strongest AI model at every price point. Closed models hold almost every budge...

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Source: village.dev

Introducing the New Auto and Auto Code Routers

Introducing the New Auto and Auto Code Routers Brian Thomas · Today we’re launching the next generation of Auto Router. Taking all we’ve learned from running Auto Router for the past 3 years, we rebui...

Keywords: auto router, router auto, code routers, performance routers, code router, easier router, openrouter auto, auto openrouter, new routers, consistently router
Source: openrouter.ai

Medical record extraction: CMS-1500 and discharge summaries

Medical record extraction: CMS-1500 and discharge summaries Table of contents Structured output with per-field confidence scores through the Nutrient Data Extraction API. Medical records arrive in man...

Keywords: clinical records, clinical documents, clinical document, clinical data, clinical record, record extraction, medical documents, patient document, clinical text, medical data
Source: nutrient.io

Upgrading NetBSD from 11.0 to 11.1

Upgrading NetBSD from 11.0 to 11.1 I successfully upgraded my NetBSD amd64 system (with one hiccup, detailed below) from 11.0 to 11.1: $ uname -v NetBSD 11.1 (GENERIC) #0: Mon Nov 2 16:34:32 UTC 2026...

Keywords: upgrading netbsd, upgraded netbsd, netbsd 11, boot netbsd, netbsd netbsd, netbsd guide, netbsd install, netbsd amd64, netbsd, turned netbsd
Source: dwarmstrong.org

ClickHouse release 26.10

Another month goes by, which means it’s time for another release! The ClickHouse 26.10 release contains 104 new features 🎃 225 performance optimizations 🍂 and 739 bug fixes 🦉. This release brings func...

Keywords: clickhouse uses, clickhouse community, clickhouse use, clickhouse supports, using clickhouse, clickhouse builds, used clickhouse, seeing clickhouse, clickhouse release, clickhouse
Source: clickhouse.com

Devvm.dev: One VM for every project

One VM for every project An isolated sandbox with your project’s toolchain, ready for you or a coding agent to start coding. Quick start

Install devvm, and Lima with it

brew trust --formula devvmhq/...

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Source: devvm.dev

LiteLLM now supports -latest model aliases

LiteLLM now supports -latest model aliases Same model name. Newer models. As providers release smarter, faster, cheaper models, you shouldn't have to update every app by hand. LiteLLM now supports -la...

Keywords: aliases openai, openai gpt, litellm import, openai_api_key, openai_api_key set, model openai, latest openai, names litellm, litellm, litellm installed
Source: docs.litellm.ai

Boson ships a full-duplex 45B MoE that outputs voice and a face with separate tool channels

Strong full-duplex release from Boson:

45B MoE with multi-stream architecture; 160ms chunks
Generates both voice and a face on the output
Frontend model can do both tool-calling and backend dele...
Keywords: voice, generates voice, voice pass, backend delegation, audiomc, delegation tools, strong duplex, duplex release, dynamic delegation, results audiomc
Source: x.com

How to review AI code without reading the code

How to review AI code without reading the code The argument over whether engineers should stop reading code is over, because we already have. Faros AI’s new report shows a 76.3% increase in pull reque...

Keywords: review ai, ai review, ai reviews, reviews ai, code reviews, code review, review code, coding review, reviewing, review skill
Source: aviator.co

Kugelblitz – Mac-Native Google Earth Alternative

Maps Drawn maps on real terrain A library. A spaceship. A time machine. App for macOS The Earth and its neighbors as a 3D globe and atlas for the Mac – maps and open geodata on real terrain. Kugelblit...

Keywords: mac maps, openstreetmap kugelblitz, terrain kugelblitz, globe atlas, map topographic, maps library, map globe, map services, maps, data openstreetmap
Source: apps.metaebene.me

Measuring how AI agents handle everyday wet-lab science

OpenAI introduces BioBasicsBench, a 100-task benchmark measuring how well AI agents interpret raw experimental data and handle everyday wet-lab science.

Keywords: introduces biobasicsbench, ai agents, biobasicsbench, measuring ai, openai introduces, openai, ai, biobasicsbench 100, task benchmark, agents interpret
Source: openai.com

Show HN: Agentic Identity Broker, OAuth Delegation for AI Agents

Agentic Identity Broker manages delegation chains for on-behalf-of flows in Agentic AI, bridges distinct OAuth2 infrastructures, and provides a secure token vault. Deployed within the call path via ga...

Keywords: oauth2 delegations, oauth2 delegation, oauth2 infrastructures, identity broker, management oauth2, authorization servers, oauth2 providers, oidc oauth2, managing oauth2, manage oauth2
Source: github.com

Your 99% accurate model never caught a single fraud

Hi Friends, Welcome to the 198th issue of the Polymathic Engineer newsletter. It's been a long time since we posted our latest machine learning article. In the previous issues, we have seen how to bui...

Keywords: class accuracy, good classifier, performance classification, measuring accuracy, accuracy model, classifier compute, evaluate classifier, classifiers, classifier, build classifiers
Source: newsletter.francofernando.com

Flawless UI-UX Skill 1.0.0

Repository navigation Interactive installation and twelve-agent support Run npx flawless-ui-ux@latest install , pnpm dlx flawless-ui-ux@latest install , or bunx flawless-ui-ux@latest install from your...

Keywords: github copilot, repository navigation, run npx, npx flawless, interactive installation, pnpm dlx, installation agent, development toolchain, copilot cli, cli deepseek
Source: github.com

The Antseed Verification Layer is Live

The Antseed Verification Layer is Live As more software runs on AI, knowing which model is doing the work becomes fundamental to trusting any of it. Today we're introducing the Antseed Verification La...

Keywords: antseed verify, antseed verification, claims antseed, antseed provider, introducing antseed, model antseed, built verification, verification trust, agent antseed, model claims
Source: antseed.com

Doubling down on solar power density with the Arduino® GIGA R1™ WiFi board

Doubling down on solar power density with the Arduino® GIGA R1™ WiFi board As global adoption of solar energy continues to accelerate, researchers and engineers face a fundamental spatial challenge: h...

Keywords: solar tracking, solar farms, solar power, solar energy, maximize solar, photovoltaic prototype, doubling solar, layer solar, shading solar, photovoltaic research
Source: blog.arduino.cc

GitHub Inbox unread count is missing digits

GitHub Inbox unread count is missing digits Have you ever encountered such a glaring UI bug, that you ask how it is possible no one has fixed it yet? GitHub thinks I have two unread notifications. I r...

Keywords: counting inbox, unread count, inbox unread, unread notifications, 2k notifications, repository counts, github inbox, count missing, inbox span, mobile inbox
Source: nlopes.dev

NVIDIA’s AI Factory Operations Agent correlates hardware, telemetry, and Kubernetes failures from chat

We developed an agent to help streamline AI factory operations management. The AI Factory Operations Agent uses specialized agents to detect failures and correlate root causes across hardware, telemet...

Keywords: ai factory, operations agent, management ai, ai, streamline ai, agents, agent uses, agent help, agent, developed agent
Source: x.com

Show HN: AegisKernel – Zero-trust POSIX runtime for AI agents in <0.016ms

Live Threat Interception Sandbox Experience why probabilistic LLM guardrails fail and how deterministic capability boundaries block 100% of autonomous tool hijacking in sub-millisecond time. Attack Ve...

Keywords: aegisshield securitypolicy, protect_tool vulnerable_agent_tool, safe_tool shield, vulnerable_agent_tool 100, aegiskernel protection, shield protect_tool, securitypolicy shield, vulnerable_agent_tool, interception sandbox, protect_tool
Source: adikshatriyag-crypto.github.io

Degraded performance for multiple GitHub services

This incident has been resolved. Thank you for your patience and understanding as we addressed this issue. A detailed root cause analysis will be shared as soon as it is available. Posted Nov 06, 2026...

Keywords: affected git, investigating git, affecting github, git operations, github services, git, issues experiencing, affected services, including git, reports degraded
Source: githubstatus.com

Google has acquired Crusoe's data center site in southeast Wyoming

Crusoe Announces Wyoming Data Center Campus Update Google has acquired Crusoe’s data center site in southeast Wyoming, completing Crusoe’s pre-development work on site selection, governmental approval...

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Source: crusoe.ai

ChatGPT silently passes data between connectors and the bounty wants an ID card

<a href="https://news.ycombinator.com/item?id=50399569">Comments</a>

Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, 50399569 comments, comments, https news, com item, news
Source: community.openai.com

Bug Finding Considered Harmful?

…is a question I’ve been asking for a week now, while developing a new property-based testing (PBT) tool in the meantime if you’re one to appreciate irony. As you know, a title with a question usually...

Keywords: based testing, properties test, testing formal, testing useful, testing research, software testing, testing valuable, testing testing, testing pbt, testing
Source: alperenkeles.com

Data Scaling Laws for End-to-End Autonomous Driving

Data Scaling Laws for End-to-End Autonomous Driving Autonomous vehicle (AV) stacks have traditionally relied on decomposed approaches, with separate modules handling perception, prediction, and planni...

Keywords: driving datasets, driving architecture, autonomous driving, driving autonomous, end driving, driving development, autonomous vehicle, scaling training, end autonomous, prediction planning
Source: research.nvidia.com

Double AI shows LLM coding agents re-architect live networks during training, not just edit weights

1/ What if an LLM could not just edit a model's weights, but re-architect it as it trains? We tried just that. The resulting architectures exit the known territory of transformers: the coding agents s...

Keywords: llm redesign, weights architect, agent modifying, coding agents, llm just, llm, mechanistic intervention, resulting architectures, agents, agents built
Source: x.com

First steps in bare-metal programming using UEFI

First steps in bare-metal programming using UEFI – series index These articles are about using a Linux workstation to develop bare-metal applications for a PC-type computer with UEFI firmware. They ar...

Keywords: uefi articles, uefi, knowledge uefi, uefi firmware, computer uefi, using uefi, uefi series, efi partition, create bootable, linking efi
Source: kevinboone.me

graphify maps your codebase into a local knowledge graph that coding agents query instead of grepping

graphify Turn your codebase into a graph your coding agent queries instead of grepping Type /graphify in Claude Code, Codex or Cursor. It maps code, docs, PDFs and images into a knowledge graph. Code...

Keywords: codebase graph, graphify, graphify labs, type graphify, graph code, com graphify, graph vector, graphify claude, graph coding, knowledge graph
Source: x.com

NVIDIA SimReady Central on Hugging Face adds 3,500+ physics-ready OpenUSD robot assets

If you're building robots, your simulation asset library just got a massive free upgrade, and Lightwheel did the physics behind it. NVIDIA just opened SimReady Central on Hugging Face: 3,500+ open, ph...

Keywords: simulation assets, lightwheel agentic, physics nvidia, robots sim, simulation asset, robots simulation, fidelity robots, shared simulation, real lightwheel, lightwheel
Source: x.com

Oracle publishes a developer guide for SQLcl MCP with Codex, Cursor, Claude, and AI Agent Memory

Oracle Developers on X: "Check out this developer guide to controlled Oracle AI Database workflows with the Oracle SQLcl MCP server, Codex, Cursor, Antigravity, Claude, and Oracle AI Agent Memory. htt...

Keywords: controlled oracle, workflows oracle, oracle ai, oracle sqlcl, oracle developers, oracle, sqlcl mcp, database workflows, sqlcl, codex cursor
Source: x.com

Pwn.college

You have entered the pwn.college DOJO, an education platform for learners to develop and practice core cybersecurity skills in a hands-on fashion. Entering, you receive your "white belt" , signifying...

Keywords: learn cybersecurity, beginning hacker, asu cybersecurity, cybersecurity curriculum, graduating hacking, pwn college, hacking masters, practice hacking, using pwn, hacker life
Source: pwn.college

Visa shopping tests show AI agents failed 42.8% of the time—and often bought anyway

AI agents failed 42.8% of Visa's shopping tests In more than half of those failures, the agent bought something anyway 😳 Which is striking when you consider that six in ten UK adults told YouGov they'...

Keywords: ai shopping, agentic commerce, shopping agent, agents fail, commerce benchmark, ai agents, agent buying, agents failed, agent merchant, shopping tests
Source: x.com