The Agentic Shift: AI Factories and the Security Frontier

The Agentic Shift: AI Factories and the Security Frontier

As we enter June 2026, the tech landscape has pivoted from merely building smarter models to architecting the "AI Factories" that allow them to act autonomously in both digital and physical realms.

Infrastructure for the Agentic Era The industry’s heavyweights are doubling down on "Agentic AI" infrastructure. NVIDIA dominated the headlines with its new Vera CPU and DSX OS, designed specifically to handle the high-concurrency, long-context demands of autonomous agents. This hardware push is complemented by the release of Cosmos 3, which aims to bridge the "sim-to-real" gap for physical AI reasoning in robotics. Not to be outdone, Intel is positioning its Xeon 6+ platform as the heart of agentic orchestration, emphasizing that the CPU remains critical for the complex logic and networking required by modern AI systems.

Slashing the "Inference Tax" Efficiency was a secondary but vital theme. New developments like "Prefix-Aware Routing" are helping developers eliminate the hidden costs of LLMs at scale, while QVAC’s latest upgrade has unlocked a 5x context window for local devices, effectively removing the memory ceiling for on-device AI. From DigitalOcean’s serverless inference to AMD’s out-of-the-box support for Reinforcement Learning (ROLL), the focus is clearly on making high-performance AI more accessible and cost-effective.

A Looming Security Crisis However, this rapid expansion of agency brings harrowing new risks. A major supply chain attack, dubbed "Miasma," has compromised over 30 packages within Red Hat’s cloud services, highlighting the fragility of trusted publisher systems. These vulnerabilities are punctuated by "horror stories" of AI coding agents accidentally executing rm -rf ~/ commands and a significant $148k RCE found in Google Cloud. As developers adopt new LLMOps roadmaps and evaluation harnesses, the industry is learning that sandbox security is no longer an optional layer, but a foundational requirement for survival in an automated world.

Featured Articles

The Roadmap for Mastering LLMOps in 2026

In this article, you will learn how to build production-grade LLM systems by following a structured six-step LLMOps roadmap covering observability, evaluation, cost control, and agent orchestration. T...

• Keywords: production llmops, llmops engineering, building llm, llm infrastructure, llmops production, llmops tooling, mastering llmops, production llm, operate llm, llmops engineer
• Source: machinelearningmastery.com

DigitalOcean Serverless Inference: A Deep Dive

If you’ve shipped an AI feature to production, you already know: the hard part isn’t making a model respond to a prompt. The hard part is making it respond more reliably, at scale, across multiple mod...

• Keywords: digitalocean serverless, serverless inference, inference serverless, high serverless, models runtime, serverless, models openai, service digitalocean, idea serverless, stateless service
• Source: digitalocean.com

Mini Shai-Hulud Compromises @redhat-cloud-services Trusted Publisher: 31 Packages at Risk

Mini Shai-Hulud Compromises @redhat-cloud-services Trusted Publisher: 31 Packages at Risk Table of Contents TL;DR Live incident, investigation in progress. This package was published on June 1, 2026 a...

• Keywords: hulud worm, github worm, malicious packages, payload sha256, hulud strikes, packages compromised, shai hulud, malicious versions, deployed malicious, hulud toolkit
• Source: safedep.io

vLLM on the DGX Spark: Architecture, Configuration, and Local Evaluation

vLLM on the DGX Spark: Architecture, Configuration, and Local Evaluation NVIDIA DGX Spark is a desk-side GB10 system for running large model inference locally, bridging the gap between laptop-scale de...

• Keywords: spark vllm, vllm spark, spark architecture, spark dgx, dgx spark, vllm openai, spark memory, nvidia spark, vllm dgx, server spark
• Source: vllm.ai

Advancing AI Infrastructure for Agentic AI with NVIDIA DOCA In-Silicon Security

The AI era is driving a new class of infrastructure: AI factories that transform data into intelligence for autonomous AI agents operating at unprecedented scale. Powered by accelerated computing, AI...

• Keywords: ai security, ai infrastructure, protecting ai, secure ai, protect ai, safeguarding ai, nvidia ai, protects ai, security ai, protection ai
• Source: developer.nvidia.com

Choosing the Right NVIDIA Platform for Running Inference on CoreWeave

Inference has a seemingly simple job: turn tokens into answers, reliably, at the latency and throughput users expect. In practice, it can get complicated quickly. Modern inference workloads are rapidl...

• Keywords: architectures nvidia, architecture nvidia, optimizations nvidia, nvidia ai, gpu selection, gpu infrastructure, gpu workload, gpu sacrificing, gpu serving, predictable nvidia
• Source: wf.coreweave.com

Develop Physical AI Reasoning, World, and Action Models with NVIDIA Cosmos 3

Physical AI systems must understand the real world before they can act within it. Robots, autonomous vehicles, and smart spaces need to understand what’s happening in their world, predict what’s likel...

• Keywords: ai cosmos, physical ai, training cosmos, nvidia cosmos3, nim cosmos3, run cosmos3, cosmos nim, workflows cosmos, nvidia cosmos, cosmos3
• Source: developer.nvidia.com

Dynamic configuration for cloud native Swift services

Modern Swift services increasingly run alongside the same cloud native infrastructure stacks that power much of today’s Kubernetes ecosystem — including ConfigMaps, containerized workloads, declarativ...

• Keywords: swift services, configuration swift, swift configuration, configmap kubernetes, swift service, kubernetes service, kubernetes configuration, working kubernetes, management swift, configuration management
• Source: cncf.io

How to Post-Train Autonomous Vehicle Models in Closed-Loop with NVIDIA Alpamayo

Developing autonomous vehicle (AV) policies requires bridging an important gap between training and deployment. Vision-language-action (VLA) models that can reason over more complex driving scenes and...

• Keywords: training loop, training models, training checkpoint, trained checkpoint, model training, model learn, training braking, loop training, training framework, trained policy
• Source: developer.nvidia.com

PDF SDK benchmark (2026): Rendering, PDF/A, PDF/UA, OCR, and React Native compared

PDF SDK benchmark (2026): Rendering, PDF/A, PDF/UA, OCR, and React Native compared Table of contents Every pipeline that processes documents has a PDF SDK at its foundation. Before a compliance system...

• Keywords: benchmark pdf, sdk benchmarks, sdk benchmark, pdf throughput, rendering benchmark, ocr benchmark, benchmarks rendering, sdk performance, pdfs compared, pdf sdk
• Source: nutrient.io

A 10 year old Xeon is all you need (for 26B-A4B MTP Drafters without GPU)

A 10 year old Xeon is all you need 17 minutes read The previous post covered getting Gemma 4’s MTP drafters quantized and paired with a verifier. This one is about running the result on a machine that...

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• Source: point.free

Out-of-the-Box ROLL Support on AMD GPUs: Accelerating Reinforcement Learning at Scale

Out-of-the-Box ROLL Support on AMD GPUs: Accelerating Reinforcement Learning at Scale# Reinforcement learning (RL) is rapidly becoming a foundational technology for Large Language Models (LLMs)—poweri...

• Keywords: amd gpus, amd roll, gpus amd, rollouts amd, roll amd, workflows amd, amd gpu, distributed gpu, gpu clusters, gpus step
• Source: rocm.blogs.amd.com

The Inference Tax: How Prefix-Aware Routing Eliminates the Hidden Cost of LLMs at Scale

By Piyush Srivastava and Simon Mo, CEO of Inferact Inference demand is growing fast, and it’s only accelerating. By 2030, inference is expected to account for the majority of AI compute globally. But...

• Keywords: computation scales, gpu clusters, globally scaling, performance workloads, platform optimizations, performance workload, redundant compute, throughput compute, materialized gpu, effective compute
• Source: digitalocean.com

NVIDIA DSX OS Delivers Open, Modular Software for Operating AI Factories at Scale

AI is now essential infrastructure, powered by AI factories that generate intelligence in the form of tokens. As demand grows, these factories must scale faster, operate more efficiently, and lower th...

• Keywords: dsx ai, architecture dsx, leveraging dsx, nvidia ai, efficiency dsx, utilization dsx, running dsx, nvidia dsx, infrastructure dsx, dsx platform
• Source: developer.nvidia.com

NVIDIA Levels Up Local AI Agents Across RTX PCs and DGX Spark

Personal agents are exploding in popularity, with open source projects like OpenClaw and Hermes seeing rapid adoption by AI developer communities on GitHub. Built to adapt to individual preferences an...

• Keywords: agent nvidia, agents nvidia, spark nvidia, nvidia ai, windows agents, nvidia microsoft, nvidia rtx, rtx spark, spark rtx, desktop agent
• Source: blogs.nvidia.com

Coding Agent Horror Stories: The rm -rf ~/ Incident

This is Part 2 of our AI Coding Agent Horror Stories series, an in-depth look at real-world security incidents exposing the vulnerabilities in AI coding agents, and how Docker Sandboxes deliver worksp...

• Keywords: agent failures, sandboxed agent, cleanup agent, agent filesystem, agent destroy, shell agent, sandbox agent, agent clean, vulnerabilities ai, agent incidents
• Source: docker.com

Miasma supply chain attack: malicious code found in @redhat-cloud-services npm packages

Miasma supply chain attack: malicious code found in @redhat-cloud-services npm packages June 1, 2026 0 mins readOn June 1, 2026, researchers identified malicious code embedded in at least 32 package r...

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• Source: snyk.io

Intel Puts Agentic AI to Work with Xeon 6+, Networking, and AI Systems

Intel Puts Agentic AI to Work with Xeon 6+, Networking, and AI Systems Intel expands its AI ready platform across data center, network, and edge—showing why the CPU is at the heart of agentic AI orche...

• Keywords: intel xeon, xeon processors, intel intel, infrastructure intel, cpu xeon, servers intel, new intel, processors intel, intel announced, introducing intel
• Source: newsroom.intel.com

NVIDIA Vera CPU Sets a New Standard for Agentic Workloads in AI Factories

Each wave of AI has created a new scaling law. Pretraining scaled intelligence through larger datasets, more parameters, and massively parallel GPU systems. Post-training scaled usefulness through ins...

• Keywords: agents cpus, cpu agents, intensive ai, ai agents, agentic workloads, agentic ai, scaled intelligence, scale agentic, ai reinforcement, ai services
• Source: developer.nvidia.com

What is Sandbox Security?

If you’re already familiar with sandboxing as an isolation technique, sandbox security is the next layer: the policies, controls, and enforcement mechanisms that make sure those isolation boundaries a...

• Keywords: sandboxing isolation, security sandboxing, sandbox security, security sandbox, secure sandbox, protection sandbox, agent sandboxes, effective sandbox, infrastructure sandbox, sandboxing sandbox
• Source: docker.com

Local AI without memory limits: how QVAC’s latest upgrade unlocks 5x more context on your device

If you have ever pasted a long document into a local AI app and watched the model stop mid-page with “context limit exceeded”, you have hit the memory ceiling that has shaped local AI for years. The m...

• Keywords: cache qvac, kv cache, cache kv, cache grows, bottleneck memory, memory, memory long, cache model, memory space, value cache
• Source: qvac.tether.io

StubZero: $148,337 RCE in Google Cloud Production

What started as a debugging endpoint info leak escalated into full remote code execution on Google Cloud's production environment. Three months later, it happened again. This vulnerability was assigne...

• Keywords: debugging endpoints, debugging endpoint, endpoints leaking, suspicious endpoints, endpoint google, probing endpoint, api cloudcrmipfrontend, endpoints api, endpoints returning, public debugging
• Source: brutecat.com

The best eval harness for production AI and agents: A comparison

If you’re shipping AI in production, your evaluation setup will outlast almost everything around it. The model will change. Your framework may change. And your prompts, retrieval strategy, agent desig...

• Keywords: evaluation production, evaluation infrastructure, evaluation agent, evaluation harness, evaluation ai, evaluations migration, evaluate ai, production evaluation, evaluation monitors, evaluation setup
• Source: arize.com

Flipper Zero Zig Template

A modern, production-ready template for developing Flipper Zero applications using the Zig programming language. This project provides a streamlined build system that integrates Zig with the Flipper Z...

• Keywords: flipper build, compilation flipper, development flipper, flipper sdk, zig build, applications flipper, flipper applications, build zig, flipper application, zig sdk
• Source: github.com

Run Local AI Agents with Faster Models and Multi-Node Clustering on NVIDIA DGX Spark

The rise of autonomous, long-running AI agents has introduced a new class of compute demand, namely tasks that maintain large context windows, spawn concurrent subagents, and iterate continuously with...

• Keywords: run agents, agent dgx, ai agents, agent pipelines, ai agent, onboarding agent, spark nvidia, spark agents, running ai, run agent
• Source: developer.nvidia.com

GenAI Cost Runaway? Observable Token Quota Control with Azure AI Gateway

-5517fd7b58a6---4 crawled_date: 2026-06-01T15:57:38.407094+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 15:54:30 GMT

GenAI Cost Runaway? Observable Token Quot...

• Keywords: throttled tokens, token rate, azure ai, azure api, token throughput, rate limiting, genai rate, genai workloads, apim tokens, token quota
• Source: levelup.gitconnected.com

How Much Does It Really Cost to Build an AI Agent in 2026?

-5517fd7b58a6---4 crawled_date: 2026-06-01T14:57:23.020481+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 14:15:23 GMT

How Much Does It Really Cost to Build an...

• Keywords: agent cost, ai agent, agents expensive, ai agents, agent build, build ai, 5k agent, ai consultation, cost 2026, building ai
• Source: levelup.gitconnected.com

Performance Profiling on AMD GPUs - Part 4: Fortran OpenMP Offload Edition

Performance Profiling on AMD GPUs - Part 4: Fortran OpenMP Offload Edition# This blog, like the previous articles in the profiling guide series (Part 1, Part 2, and Part 3), is designed to help you sy...

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• Source: rocm.blogs.amd.com

CS336: Language Modeling from Scratch

Course Staff Logistics

• Lectures: Monday/Wednesday 3:00-4:20pm in Skilling Auditorium
• Recordings: YouTube playlist

Office hours:

• Percy Liang: Fridays 11am-12pm in Gates 366

• Tatsu Hashimoto: T...

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• Source: cs336.stanford.edu

Taiwan’s Industry Titans Turbocharge World’s AI Infrastructure Buildout With NVIDIA

Taiwan is home to more than 500 NVIDIA ecosystem partners. More than 1 million NVIDIA MGX rack components for NVIDIA Vera Rubin infrastructure come together in Taiwan, from across 25 factory sites. As...

• Keywords: nvidia technologies, nvidia ai, infrastructure nvidia, ai nvidia, nvidia factory, nvidia ecosystem, built nvidia, ai factories, nvidia cuda, taiwan manufacturing
• Source: blogs.nvidia.com

RedSun: Exploiting Windows Defender's Remediation Workflow for Local Privilege Escalation

RedSun: Exploiting Windows Defender's Remediation Workflow for Local Privilege Escalation Just showing some appreciation for Nightmare-Eclipse's excellent work. Hopefully this won't get us banned! Edi...

• Keywords: file defender, file exploit, redsun exploiting, defender file, exploiting windows, defender privileged, defender exploit, filesystem defender, bug defender, system32 exploit
• Source: blog.calif.io

The Cryptographic Bill of Materials: Auditing Your Quantum Exposure

-5517fd7b58a6---4 crawled_date: 2026-06-01T14:57:23.020481+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 14:15:38 GMT

The Cryptographic Bill of Materials: Audi...

• Keywords: crypto library, cryptography inventory, cryptographic library, sources cryptographic, sbom cryptography, applications crypto, algorithms rsa, crypto discovery, run cryptographic, crypto scanning
• Source: levelup.gitconnected.com

Newsletter 25

You’re reading the 25th marimo newsletter. We’re excited to share some big news: molab, our free cloud-hosted marimo notebook workspace, now has GPUs! molab on CoreWeave Cloud We’ve upgraded molab to...

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• Source: marimo.io

SkipLabs Launches Skipper, The Runtime for the Era of AI-Generated Software

SkipLabs Launches Skipper, The Runtime for the Era of AI-Generated Software From the creator of Hack, the language behind Facebook’s business logic, comes a closed-loop coding agent that turns one pro...

• Keywords: skipper runtime, software skipper, code skipper, coding skipper, skiplabs ai, ai skiplabs, dev skiplabs, skiplabs launches, skipper builds, skiplabs builds
• Source: skiplabs.io

Surface Laptop Ultra: Made for World Makers

Introducing Surface Laptop Ultra: Made for world makers The world is full of makers. Only a few make the world. Surface Laptop Ultra is for them. For those building the systems, the breakthroughs and...

• Keywords: engineered nvidia, surface nvidia, surface laptop, powerful nvidia, ultra laptop, laptop ultra, gpu ai, microsoft surface, nvidia approached, memory cuda
• Source: blogs.windows.com

AI as a Pair Programmer, Not an Autopilot

-5517fd7b58a6---4 crawled_date: 2026-06-01T14:57:23.020481+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 14:15:54 GMT

AI as a Pair Programmer, Not an Autopilot...

• Keywords: debugging ai, treating ai, ai failure, inconsistencies ai, ai mistakes, responsible ai, ai avoid, ai assisted, ai tools, audit ai
• Source: levelup.gitconnected.com

MiniMax M3: Developer Guide to the Open-Weight 1M-Context Frontier

Quick answer. MiniMax M3, launched June 1, 2026, is a frontier open-weight model from Shanghai-based MiniMax that combines coding, a 1M-token context window, and native multimodal input (text, image,...

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• Source: codersera.com

molab, now with GPUs!

molab, now with GPUs! We’ve upgraded molab, our cloud-hosted marimo notebook workspace, to run natively on CoreWeave Cloud. Users now get powerful GPUs, more CPU and RAM, faster startup times, and 12...

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• Source: marimo.io

AI Agent Guidelines for CS336 at Stanford

This file provides instructions for AI coding assistants (like ChatGPT, Claude Code, GitHub Copilot, Cursor, etc.) working with students in CS336. AI agents should function as teaching aids that help...

• Keywords: coding assistants, code students, ai tools, instructions ai, code student, students cs336, level programming, programming, help students, ai coding
• Source: github.com

How Hermes implements an open source agent harness architecture

A version of this blog originally appeared on X. TLDR: Hermes is one of the most complete open-source agent harnesses available today. Beyond the standard agent loop, it treats sessions as infrastruct...

• Keywords: agent orchestration, running agents, coding agents, agent harnesses, coding agent, running agent, agent harness, harness architectures, agents cli, runtime infrastructure
• Source: arize.com

Is Python Becoming Pinyin?

I just got back from PyCon US. It was delightful; I saw old friends, met new ones, gave a tutorial on decorators, and spoke at the education summit. I’m a PyCon US sponsor, which means that I also had...

• Keywords: coding agentic, agentic coding, questions agentic, agentic asking, future agentic, asking agents, code agents, providing ai, programming agents, believe agentic
• Source: lernerpython.com

You Must Fix Your Asserts (Zig)

You Must Fix Your Asserts A user on a discussion platform wrote: I think “disabling asserts in prod” is a pretty common technique, yeah? As far as I know that is probably a correct statement, but I be...

• Keywords: disabling asserts, disable asserts, asserts zig, keeping asserts, disable assertions, asserts macros, asserts prod, use asserts, asserts debug, asserts effectively
• Source: kristoff.it

Blorp Language

GOALS = [ ("confidence", ["pure functions", "explicit effects"]), ("speed", ["native code", "structured concurrency"]), ("approachability", ["small syntax", "direct control flow"]), ("durability", ["t...

• Keywords: func format_goal, format_goal goal, format_goal, goal features, code structured, format_goal join, map format_goal, goal string, performance blorp, code perform
• Source: blorp-lang.org

Generating Random Numbers in Go

-5517fd7b58a6---4 crawled_date: 2026-06-01T15:57:38.407094+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 15:54:19 GMT

GoGo Tutorial Generating Random Numbers i...

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• Source: levelup.gitconnected.com

How LinkedIn Uses PyTorch to Solve Extreme-Scale Optimization Problems

Featured projects TL;DR: This case study demonstrates how LinkedIn re-architected its distributed linear programming solver, DuaLip, by developing a GPU-accelerated PyTorch version to handle extreme-s...

• Keywords: lp solvers, distributed optimization, linear programs, distributed solver, workhorses optimization, linear programming, flexible scalable, optimization linkedin, framework optimizing, optimize large
• Source: pytorch.org

Nvidia RTX Spark

RTX Spark Superchip Up to Blackwell RTX GPU Up to Ultra-Efficient CPU Up to FP4 AI Performance Up to Unified Memory CUDA, the software that accelerates the world’s AI, runs natively on RTX Spark. The...

• Keywords: rtx spark, rtx platform, platform rtx, efficient rtx, pcs rtx, rtx, rtx gpu, rtx chip, rtx graphics, natively rtx
• Source: nvidia.com

One prompt, four (sub)agents, and ninety seconds to get a working app

I’m been thinking a lot about agent teams. You know, a set of AI agents that work together towards a goal. You might implement this within a single agent harness (see Garry Tan’s gstack for Claude Cod...

• Keywords: agents subagents, multi agent, agents work, ai agents, agent design, agent workflows, agents, agent teams, agents parallel, doing agent
• Source: seroter.com

Show HN: DepsGuard – one command to harden NPM/pnpm/yarn/bun/uv configs

_ _ | | ___ _ __ ___ __ _ _ _ __ _ _ __ | | / |/ _ \ '_ \/ __|/ _ | | | |/ | '__/ _ | | (| | __/ |) _ \ (| | || | (| | | | (| | _,_|_| ./|/_, |_,|_,|| _,| ||...

• Keywords: depsguard requires, required depsguard, arnica depsguard, depsguard homebrew, configs depsguard, run depsguard, depsguard x86_64, license depsguard, depsguard uses, file depsguard
• Source: github.com

The AI Skepticism Map

With Michael Burry 1 & Leopold Aschenbrenner 2 placing heavy short trades on AI, questions about GPU depreciation, & the Saaspocalypse, how negative is the financial market on AI? We can look at the p...

• Keywords: stock decline, short selling, short shares, shorted shares, businesses shorted, gpu depreciation, short nvidia, market ai, short supply, ai businesses
• Source: tomtunguz.com

Adding Speculative Decoding to Andrej Karpathy’s NanoGPT (2026 edition)

-5517fd7b58a6---4 crawled_date: 2026-06-01T15:57:38.407094+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 15:53:32 GMT

Adding Speculative Decoding to Andrej Kar...

• Keywords: speculative decoding, decoding speculative, speculative decode, nanogpt speculative, decoding nanogpt, inference caching, current_token speculative, decoding speedup, nanogpt 2026, kv cache
• Source: levelup.gitconnected.com

Fivetran + dbt: An open, agent-ready future for data teams | Blog | Fivetran

Fivetran + dbt: An open, agent-ready future for data teams When Fivetran and dbt Labs came together, we saw an opportunity to do more than bring two products closer together. We saw a chance to define...

• Keywords: data teams, dbt agent, interoperability dbt, data infrastructure, data developers, analytics engineers, analytics engineering, data tools, schema agents, dbt projects
• Source: fivetran.com

How to build a resilient platform control plane with Temporal

How to build a resilient platform control plane with Temporal# In Part 1, we covered why Temporal is a natural fit for platform control planes. Now let’s build one. We’ll start with a basic infrastruc...

• Keywords: temporal workflow, workflow temporal, workflow durable, durable workflow, temporal server, infrastructure workflow, temporal cloud, commands temporal, temporal backed, temporal client
• Source: temporal.io

How we reduced core unit boot time from hours to minutes

Cloudflare's core is the centralized data centers that run our control plane, billing, and analytics -- distinct from the globally distributed edge that handles user traffic. Core servers are bare met...

• Keywords: boot maintenance, fateful firmware, cause firmware, reasons cloudflare, boot times, firmware quirk, routine firmware, servers taking, boot timing, painful firmware
• Source: blog.cloudflare.com

Launch HN: Expanse (YC P26) – Unlock Wasted GPU Capacity

Hey HN, we’re Ismaeel, Eren, Yafet and Nikodem. We built Expanse ( https://expanse.sh/) to increase the effective capacity of your HPC/GPU clusters running schedulers/orchestrators like Kubernetes and...

• Keywords: workloads clusters, clusters running, capacity datacenter, hpc cluster, datacenters run, accurate workloads, datacenters, gpu clusters, real workloads, lot workloads
• Source: news.ycombinator.com

NVIDIA Factory Operations Blueprint Gives Factories a New AI Brain

As factories move from isolated automation to plant-wide intelligence, manufacturers need AI systems that can connect live machine signals, quality systems, work instructions and operational alerts in...

• Keywords: blueprint nvidia, nvidia ai, nvidia factory, nvidia agent, ai nvidia, nvidia fox, nvidia dgx, nvidia nemotron, skill nvidia, computex nvidia
• Source: blogs.nvidia.com

Radxa Dragon Q8B: A Laptop Cosplaying as an SBC?

The Radxa Q6A was Radxa’s first Qualcomm-based SBC release last year, and even though we’re still deep in the midst of RAMageddon, Radxa are announcing the Dragon Q8B today, the very same day you’re r...

• Keywords: radxa qualcomm, radxa q6a, q6a radxa, sbc radxa, qualcomm soc, qualcomm socs, core qualcomm, radxa probably, radxa os, specifications radxa
• Source: bret.dk

Cessation of public development of Kefir C compiler

To whom it may concern, Today I announce the cessation of public development of Kefir C compiler and transition the work into private mode for an indefinite period of time. What is happening? First an...

• Keywords: kefir compiler, development kefir, unreleased code, developments kefir, published development, currently unreleased, existing publicly, publish currently, changeset unreleased, release
• Source: kefir.protopopov.lv

How Cosmos 3 Helps Physical AI Think Before It Acts

The real world is always in motion. To operate autonomously, physical AI systems — including robots, autonomous vehicles (AVs) and smart spaces — need to understand not just what they see and what cau...

• Keywords: nvidia cosmos, cosmos vision, vision ai, nvidia, physical ai, task nvidia, nvidia physical, nvidia gtc, video systems, nvidia gear
• Source: blogs.nvidia.com

MacBook Pro Rival with the Nvidia Powered Surface Laptop Ultra

Microsoft just dropped a bombshell at Computex 2026 by unveiling the most powerful device ever to bear the Surface name. The newly announced Surface Laptop Ultra is a direct answer to Apple and its do...

• Keywords: surface laptop, laptop ultra, ultra microsoft, announced surface, ultra touchscreen, x86 laptops, surpassing macbooks, dominant macbook, ultra surface, announces surface
• Source: windowslatest.com

Mellum2 Goes Open Source: A Fast Model for AI Workflows

JetBrains AI Supercharge your tools with AI-powered features inside many JetBrains products Mellum2 Goes Open Source: A Fast Model for AI Workflows Trained from scratch and designed for practical depl...

• Keywords: ai workflows, tools ai, benchmarks mellum2, performance mellum2, mellum2 built, ai software, mellum2 engineered, building ai, run mellum2, jetbrains ai
• Source: blog.jetbrains.com

Ship iOS and Android builds twice as fast on GitHub Actions - Bitrise Blog

Last year, Nathan Hillyer's iOS platform engineering team at ForeFlight had self-hosted Mac hardware in their office, two engineers keeping them alive, and a codebase with over 2 million lines of Obje...

• Keywords: ci infrastructure, team devops, infrastructure developers, ios builds, foreflight devops, mac infrastructure, build developers, mobile ci, infrastructure ci, xcode release
• Source: bitrise.io

Show HN: A CSS 3D Engine (no WebGL)

A CSS polygon mesh library. A 3D engine for the DOM. Renders OBJ/MTL, GLB and VOX as real HTML elements transformed with CSS matrix3d(...) . Supports colors, textures, lighting, shadows, shapes and an...

• Keywords: polycss react, rendered polycss, render polygons, element renderer, voxels css, polycss renders, viewpoint polyscene, css voxel, polycss css, polycss vue
• Source: github.com

Daily Reading List – June 1, 2026 (#795)

I’m settling into Stockholm after having yesterday to walk around and enjoy time with an old friend. Today was full of customer meetings and hanging out with startup founders. [blog] How To Handle Con...

• Keywords: enterprise ai, ai budgets, ai tools, spreading ai, enterprise patching, stop ai, ai, build agents, ai generated, faster enterprise
• Source: seroter.com

Go Experiments Explained

Not sure how to structure your Go web application? My new book guides you through the start-to-finish build of a real world web application in Go — covering topics like how to structure your code, man...

• Keywords: goroutineleakprofile experiments, runtime experiments, experimental support, documenting experimental, support testing, goexperiment environment, features finalized, experiment lifecycle, finalized experimental, experimental implementation
• Source: alexedwards.net

Rift: Better Alternative to Git Worktrees

rift: better alternative to git worktrees

• copy on write (saves space)

• instant (< 0.1s on 10gb folder)

• fast cli

• use as FFI lib with bun or node mac and linux+btrfs for now more support soon npm...

• Keywords: rift create, create rift, rift init, rift subtree, rift root, existing rift, rift copies, created rift, root rift, init rift

• Source: github.com

5 Misunderstandings About Enterprise AI Training Infrastructure

Enterprise AI leaders often default to a simple, highly misleading equation: more GPUs equals faster training equals faster breakthroughs to market. The reality is not so simple. At enterprise scale,...

• Keywords: gpus cloud, ai cloud, ai workloads, gpus, enterprise ai, ai leaders, ai infrastructure, running ai, supply gpus, shouldn gpus
• Source: wf.coreweave.com

Fixed in 1.84.0+ - Version Update: Authentication Bypass via Host Header Injection (GHSA-4xpc-pv4p-pm3w)

Fixed in 1.84.0+ - Version Update: Authentication Bypass via Host Header Injection (GHSA-4xpc-pv4p-pm3w) The update addressing this Host-header authentication bypass in the LiteLLM proxy shipped in v1...

• Keywords: litellm proxy, litellm security, litellm cloud, deployed litellm, bypass litellm, proxy reachable, affected proxy, bypass proxy, proxy auth, authentication bypass
• Source: docs.litellm.ai

Weird projects I shipped with AI

Weird projects I shipped with AI Where are all the AI-generated projects? This is a common question from AI skeptics: if LLMs are so good at writing code, where is the tsunami of new AI-generated apps...

• Keywords: generated projects, projects existed, weird projects, personal projects, projects, projects common, built ai, ai researcher, ai generated, projects useful
• Source: seangoedecke.com

130+ Customers Choose Intel Series 3 Processors for Edge Devices

130+ Customers Choose Intel Series 3 Processors for Edge Devices At Computex, Intel showcases edge AI and robotics ecosystem with Series 3 designs and debuts OpenVINO™ Physical AI framework to simplif...

• Keywords: intel robotics, robotics intel, robot intel, edge ai, ai edge, robotics edge, ai intel, intel sensory, processors edge, specialized ai
• Source: newsroom.intel.com

Nvidia supercharges BlueField 4 with AI agent security SW running on its silicon

AI/ML Nvidia supercharges BlueField 4 with AI agent security SW running on its silicon Nvidia’s Vera BlueField-4 STX protects AI Agents, context memory and file-based data access directly in silicon....

• Keywords: nvidia bluefield, stx nvidia, stx security, agent protection, bluefield stx, nvidia vera, bluefield ai, stx ai, agent security, nividia vera
• Source: blocksandfiles.com

Attackers Abuse Docker and Kubernetes Misconfigurations to Compromise Host Systems

Attackers are actively exploiting misconfigurations in Docker and Kubernetes environments to break out of containers and take full control of the underlying host systems. What was once a niche concern...

• Keywords: container attackers, container attacker, compromised kubernetes, insecure container, compromised container, poisoning docker, abuse docker, secure container, compromises kubernetes, kubernetes secrets
• Source: cybersecuritynews.com

Stop Using pip in CI — I Cut CI/CD Build Times by 68% with One Change

-35e7a49c6df5---4 crawled_date: 2026-06-01T14:57:23.020481+00:00 feed_url: https://aws.plainenglish.io/feed published: Mon, 01 Jun 2026 14:32:15 GMT

Stop Using pip in CI — I Cut CI/CD Build Times...

• Keywords: pipelines slower, pip faster, pipeline bottlenecks, faster pip, pipelines improves, ci pipeline, slowest pip, ci pipelines, pip pipeline, pipelines frequently
• Source: aws.plainenglish.io

UBER: Design a Real-Time Quiz Platform Like Kahoot. The Quiz Isn’t the Hard Part.

-5517fd7b58a6---4 crawled_date: 2026-06-01T15:57:38.407094+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 15:53:48 GMT

UBER: Design a Real-Time Quiz Platform Li...

• Keywords: host quiz, quiz platform, quiz service, quiz progresses, quiz duration, create quiz, quiz application, interviews quiz, creates quiz, quiz feature
• Source: levelup.gitconnected.com

Apache Kafka 4.3.0 Release Announcement

New in Confluent Cloud: Making Data & Pipelines Accessible for AI-Ready Streaming | Learn More We are proud to announce the release of Apache Kafka® 4.3. This release contains many new features and im...

• Keywords: kafka streams, apache kafka, kafka performance, scala kafka, kafka release, kafka deprecate, kafka connect, protocol kafkaconsumer, kafkaconsumer, streams scala
• Source: confluent.io

How autoresearch found a 3-year-old bug in our query engine

How autoresearch found a 3-year-old bug in our query engine Contents A few weeks ago at a team offsite in Lisbon, we pointed an AI agent at our query engine, fed it slow queries from production, and l...

• Keywords: autoresearch general, autoresearch, autoresearch community, automatically autoresearch, setting autoresearch, autoresearch clickhouse, pi autoresearch, autoresearch basic, autoresearch loop, autoresearch sandbox
• Source: posthog.com

How Rippling built production AI in 6 months with Deep Agents and LangSmith

Key Takeaways

• Rippling needed AI that could reason across a massive ontology. Its data model spans thousands of tables and overlapping concepts across HR, IT, payroll, finance, and global operations...

• Keywords: rippling ai, rippling workforce, ai rippling, ai agents, agents middleware, domain ai, ontology rippling, ai built, ai core, ai production

• Source: langchain.com

Stacktraces

In the previous article we took apart the select statement and saw how it’s really two features in one, with the compiler rewriting the easy shapes away and only the hard cases falling through to the...

• Keywords: stack runtime, instruction runtime, compiler runtime, stack trace, runtime callers, goroutine stack, precisely runtime, compiler, trace runtime, compile time
• Source: internals-for-interns.com

May Wrapped

May Wrapped ComfyUI May Wrapped: Everything we Integrated If you blinked, here’s the catch-up. In May we integrated 11 new models spanning video, image, 3D, audio, and multimodal. Here’s what’s new. K...

• Keywords: inpainting tools, image editing, toolkit comfyui, multimodal new, multimodal, void video, inpainting, video image, spanning video, video object
• Source: blog.comfy.org

Fivetran value guide: What you’re really getting

Fivetran value guide: What you’re really getting For both data teams and business leaders, the cost of data integration isn’t just about what you spend, but about what it enables (or delays). With ris...

• Keywords: alternatives fivetran, capabilities fivetran, fivetran pricing, use fivetran, research fivetran, choosing fivetran, costs fivetran, using fivetran, data budget, fivetran vs
• Source: fivetran.com

NPM packages from RedHat have been compromised

Ref: - https://www.stepsecurity.io/blog/multiple-redhat-cloud-services-npm-packages-compromised - https://app.stepsecurity.io/oss-security-feed?q=@redhat-cloud-services ## Affected Packages | Package...

• Keywords: packages compromised, package compromised, affected packages, compromised version, remediations redhat, chrome redhat, services redhat, npm packages, version redhat, redhat cloud
• Source: github.com

I Finally Tried Apple VisionKit: Building a Simple Document Scanner in SwiftUI

-5517fd7b58a6---4 crawled_date: 2026-06-01T15:57:38.407094+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 15:53:41 GMT

I Finally Tried Apple VisionKit: Building...

• Keywords: concepts swiftui, swiftui frameworks, understand swiftui, swiftui project, swiftui visionkit, swiftui app, new swiftui, using swiftui, swiftui state, swiftui view
• Source: levelup.gitconnected.com

From Kubernetes Dashboard to Headlamp: Understanding the Transition

From Kubernetes Dashboard to Headlamp: Understanding the Transition For many people, Kubernetes Dashboard was their first window into Kubernetes. It offered a simple visual way to see what was running...

• Keywords: kubernetes dashboard, kubernetes ui, kubernetes concepts, kubernetes usage, view kubernetes, manage kubernetes, moving kubernetes, viewing kubernetes, window kubernetes, workflows kubernetes
• Source: kubernetes.io

Open and closed models are on different exponentials

Open and closed models are on different exponentials Where marginally higher intelligence drives value, and where it doesn't. The largest debate that’ll define the future balance of power between the...

• Keywords: ai market, ai industry, ai infrastructure, closed ai, ai companies, ai researchers, ai buildout, companies ai, ai continue, ai solutions
• Source: interconnects.ai

Structure your Python AI Agent Apps like this

-5517fd7b58a6---4 crawled_date: 2026-06-01T15:57:38.407094+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 15:54:39 GMT

Member-only story Structure your Python A...

• Keywords: ai agent, ai startups, agent apps, agentic ai, app agentic, ai projects, ai application, agent, python ai, weekend ai
• Source: levelup.gitconnected.com

Debunking 8 data layout myths: why Liquid Clustering outperforms partitioning

The data layout for the modern lakehouse by Jeffrey Gong, Yu Xu and Rahul Mahadev Laying out data is one of the oldest problems in computing. For over 15 years, since the advent of Hadoop and Hive, pa...

• Keywords: hive partitioning, liquid clustering, liquid clustered, partitioned cluster, clustered tables, clustering partitioning, partitioning clustering, liquid clusters, clustering liquid, clustering uses
• Source: databricks.com

Podcast Episode: Prompting, AI, And Business Chaos

WordPress is experimenting with an AI generated “podcast” feature allowing you to select a handful of posts to be turned into a conversation. Novelty notwithstanding – not bad, but still a long way to...

• Keywords: ai prompts, wordpress ai, telling ai, ai making, work ai, experimenting ai, ai generated, ai podcast, ai, tell ai
• Source: alan.is

The Product Engineer Company: How Portkey Works and Builds Its Product

The Product Engineer Company: How Portkey Works and Builds Its Product 24 Product Engineers, 0 PMs, 1 Product Designer. This is the team building the product at Portkey, which is planned to be acquire...

• Keywords: developer productivity, engineering productivity, developer intelligence, ai productivity, ai engineers, product engineers, product engineer, developer, build ai, ai products
• Source: newsletter.eng-leadership.com

Why MEV-Resistance Is Not Optional for Institutional Blockchain Infrastructure

Financial services institutions evaluating blockchain for trading and payments typically ask three things: What’s the throughput? What does it cost? How fast does it settle? All reasonable questions....

• Keywords: ordering authority, transaction ordering, institutions evaluating, ordering transactions, blockchain evaluations, censoring transactions, routinely transactions, institutional blockchain, consensus ordered, transactions ahead
• Source: hedera.com

Our views on AI policy and political advocacy

Our views on AI policy and political advocacy AI is going to be one of the most powerful technologies people have ever built. The decisions being made now about how it is governed and deployed will ma...

• Keywords: advocating ai, advocacy ai, ai policy, openai policy, policymakers public, facing policymakers, policymakers, ai benefits, policy views, policy political
• Source: openai.com

Sysadmining Like It's 2009

I'm wicked excited, it's finally here! Legacy Labs is officially starting its first ever event! For the next two months I'm going to be sysadmining like it's 2009, well sort of, I'll break down my ful...

• Keywords: legacy labs, legacy lab, legacy operating, legacy, finally legacy, lab environment, lab years, getting lab, time legacy, lab setup
• Source: lambdacreate.com

OpenAI frontier models and Codex are now available on AWS

OpenAI frontier models and Codex are now available on AWS Helping enterprises bring AI into production through their existing security, governance, and deployment workflows. Today, OpenAI frontier mod...

• Keywords: openai aws, openai capabilities, deployment openai, openai platform, adopt openai, building openai, making openai, capabilities aws, expanding openai, build openai
• Source: openai.com

Profiling Your Python API — How to Find the Bottleneck That’s Actually Slowing You Down

-5517fd7b58a6---4 crawled_date: 2026-06-01T15:57:38.407094+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 15:54:03 GMT

Member-only story Profiling Your Python A...

• Keywords: api bottleneck, identified bottleneck, bottleneck log, measuring bottleneck, profiling python, bottleneck, bottleneck actually, bottleneck think, ran benchmark, benchmark endpoint
• Source: levelup.gitconnected.com

What GitHub Copilot's Usage-Based Billing Means for Zed Users

GitHub is changing Copilot Chat from request-based billing to token-based billing on Monday. If you use Copilot Chat in Zed, your usage will be metered by GitHub AI Credits instead of the old Premium...

• Keywords: copilot chat, manage copilot, zed agent, choose copilot, metered github, github calls, copilot usage, billing, chatgpt opencode, chat zed
• Source: zed.dev

Bringing Native Support for 3D Gaussian Splats into ComfyUI with TripoSplat

Bringing Native Support for 3D Gaussian Splats into ComfyUI with TripoSplat Turn one image into 3D Gaussians with flexible detail levels for any scene. We're excited to announce that TripoSplat, an op...

• Keywords: image 3d, 3d gaussians, comfyui triposplat, 3d splat, 3d gaussian, 3d examples, triposplat look, 3d previews, modern 3d, support 3d
• Source: blog.comfy.org

KDE at 30

KDE at 30 KDE is turning 30 this year! Three decades of passionate community effort against all odds; delivering control, privacy, and freedom to our users; and tons and tons of software. CHECK BACK O...

• Keywords: celebrate kde, celebrating kde, kde birthday, kde 30, kde, help kde, exciting 30th, 30 kde, kde history, kde web
• Source: kde.org

When Prevention Can’t Keep Up: The New Math of Cyber Recovery

Key Takeaways

• Frontier AI is collapsing vulnerability remediation windows, prevention alone can no longer guarantee security.

• The question that boards, regulators, and insurers are now asking is n...

• Keywords: recovery environments, recovery environment, disruptive recoverability, recovery capability, backups recovery, recovery backup, cleanly backups, recovery strategy, recoverability, backup recovery

• Source: commvault.com

OpenClaw Collaborates with NVIDIA for Stronger Agent Skill Security

Agent skill files have a reputation for being insecure, and that reputation is earned. When we launched ClawHub alongside OpenClaw, we were immediately targeted by actors who tried to publish skills b...

• Keywords: openclaw skills, skillspector clawscan, clawhub skillspector, agent skill, agent skills, skill clawscan, clawhub security, openclaw clawhub, skill files, suspicious clawscan
• Source: openclaw.ai

Building the infrastructure for the Intelligence Age in Michigan

Building the infrastructure for the Intelligence Age in Michigan Today, alongside Governor Gretchen Whitmer, local community and labor leaders, and our partners at Oracle, Related Digital, and Walbrid...

• Keywords: michigan project, build infrastructure, building infrastructure, infrastructure energy, infrastructure required, infrastructure needed, operate michigan, project infrastructure, infrastructure buildout, physical infrastructure
• Source: openai.com

Microsoft’s SkillOpt Is Not Prompt Engineering. It Is Prompt Training.

-5517fd7b58a6---4 crawled_date: 2026-06-01T14:57:23.020481+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 14:14:51 GMT

Member-only story Microsoft’s SkillOpt Is...

• Keywords: microsoft skillopt, training skillopt, skill skillopt, skills days, skill files, deployable skill, skills trainable, created skills, skillopt prompt, skillopt discipline
• Source: levelup.gitconnected.com

The First Lie About C++ Templates: “They Compile Like Normal Classes”

-5517fd7b58a6---4 crawled_date: 2026-06-01T14:57:23.020481+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 01 Jun 2026 14:14:05 GMT

Member-only story The First Lie About C++...

• Keywords: templates compile, compiler sees, program compiles, compiler, compiles, buffer template, symbol linker, compile, compiles file, file compile
• Source: levelup.gitconnected.com

Anthropic confidentially submits draft S-1 to the SEC

Anthropic confidentially submits draft S-1 to the SEC Today, Anthropic, PBC confidentially submitted a draft registration statement on Form S-1 to the U.S. Securities and Exchange Commission for a pro...

• Keywords: public offering, 135 securities, securities, sales securities, form securities, shares offered, valuation anthropic, securities act, sell securities, buy offers
• Source: anthropic.com