惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

T
Threatpost
aimingoo的专栏
aimingoo的专栏
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
T
Tailwind CSS Blog
J
Java Code Geeks
博客园_首页
Google Online Security Blog
Google Online Security Blog
Hugging Face - Blog
Hugging Face - Blog
C
CXSECURITY Database RSS Feed - CXSecurity.com
I
Intezer
P
Palo Alto Networks Blog
V
Vulnerabilities – Threatpost
雷峰网
雷峰网
O
OpenAI News
SecWiki News
SecWiki News
小众软件
小众软件
酷 壳 – CoolShell
酷 壳 – CoolShell
美团技术团队
N
News | PayPal Newsroom
Project Zero
Project Zero
Forbes - Security
Forbes - Security
IT之家
IT之家
A
Arctic Wolf
WordPress大学
WordPress大学
Jina AI
Jina AI
T
Tor Project blog
博客园 - 三生石上(FineUI控件)
S
Secure Thoughts
Google DeepMind News
Google DeepMind News
Attack and Defense Labs
Attack and Defense Labs
博客园 - 聂微东
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
P
Privacy International News Feed
Cloudbric
Cloudbric
G
GRAHAM CLULEY
博客园 - 叶小钗
H
Hacker News: Front Page
腾讯CDC
量子位
Help Net Security
Help Net Security
人人都是产品经理
人人都是产品经理
C
Cyber Attacks, Cyber Crime and Cyber Security
月光博客
月光博客
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
宝玉的分享
宝玉的分享
爱范儿
爱范儿
L
Lohrmann on Cybersecurity
Hacker News - Newest:
Hacker News - Newest: "LLM"
Recorded Future
Recorded Future
C
CERT Recently Published Vulnerability Notes

Citrix Blogs

Celebrating the Partners powering Citrix forward – Citrix Blogs What’s left for humans? – Citrix Blogs Why this moment feels different – Citrix Blogs Introducing Citrix Platform for Public Sector – Citrix Blogs how our partnership with Google has matured secure access for the browser era – Citrix Blogs When session recording stops scaling – Citrix Blogs A conversation with Cletis Earle – Citrix Blogs Imprivata Ready Certification validates Citrix Unicon: A practical guide for healthcare IT – Citrix Blogs Skills are all you need – Citrix Blogs UHMC customers now have expanded Citrix Secure Private Access entitlement – Citrix Blogs How CIOs turn post‑merger disorder into a synergy engine – Citrix Blogs why your AI strategy is focused on the wrong layer – Citrix Blogs Securing high privileged admin access doesn’t have to be complicated – Citrix Blogs What will knowledge work be in 18 months? Look at what AI is doing to coding right now. – Citrix Blogs Untangling spaghetti – Citrix Blogs Workers’ “second brains” break every assumption about how we secure knowledge work – Citrix Blogs Taming integration chaos (the core of M&A failure) – Citrix Blogs OpenClaw and Moltbook preview the changes needed with corporate AI governance – Citrix Blogs Three years. Five Use Cases. A Leader: Citrix – Citrix Blogs The hard truths about hospital consolidation: An M&A guide for IT leaders – Citrix Blogs Why Citrix is the most complete EUC platform – Citrix Blogs Sign in once, get more done: Why continuous identity is a strategic advantage – Citrix Blogs Everyone’s worried about the wrong AI security risk – Citrix Blogs Security by design, proven by action with Citrix NetScaler – Citrix Blogs The invisible 80%—what corporate-led AI transformations can’t see – Citrix Blogs speed vs. security – Citrix Blogs AI will be THE interface to knowledge work. Here’s how we’ll get there. – Citrix Blogs Why I joined Citrix — and what it means for healthcare leaders – Citrix Blogs How the most successful CIOs are building successful merger and acquisition approaches – Citrix Blogs IT admits workers control AI. Workers admit they use it to leave at 5. – Citrix Blogs One identity. Every app. Now inside Citrix sessions. – Citrix Blogs Built-in AI intelligence that keeps IT focused – Citrix Blogs Everyone wants to provide your AI. Nobody wants to help you manage it. – Citrix Blogs Certificate lifetimes are shrinking—your business continuity doesn’t have to: Automating SSL/TLS at scale with NetScaler – Citrix Blogs Advancing Zero Trust at the browser – Citrix Blogs Citrix is headed to Microsoft Ignite 2025 as a Partner of the Year Finalist, top sponsor, and more! – Citrix Blogs Three trends reshaping how work happens – Citrix Blogs Our vision for secure access in a browser-first world – Citrix Blogs Will AI need to operate your legacy desktop apps or is direct file manipulation enough? – Citrix Blogs an executive blueprint for streamlined app delivery – Citrix Blogs AI just created 10,000 accidental citizen developers in your company. Welcome to the post-application era! – Citrix Blogs Why healthcare IT leaders are embracing Unicon + Imprivata – Citrix Blogs Windows 10 & IGEL OS 11 end-of-life: How Unicon OS turns deadlines into competitive advantage – Citrix Blogs The bitter lesson of workplace AI: Stop engineering, start enabling – Citrix Blogs If AI is normal technology, boring infrastructure is your best strategy – Citrix Blogs Innovation, efficiency, and the future of licensing – Citrix Blogs Worker-led AI isn’t shadow IT. It’s shadow strategy. – Citrix Blogs Everyone’s wrong about why enterprise AI is failing – Citrix Blogs Citrix Virtual Apps and Desktops 2507 Long Term Service Release is now available: Get current, stay ahead – Citrix Blogs If AI progress stopped today, we can still transform the enterprise with what we have – Citrix Blogs AI agents are the new insider threat. Secure them like human workers. – Citrix Blogs How NetScaler helps prevent a silent data breach decades in the making – Citrix Blogs What happens when AI agents score 100% in computing using benchmarks? – Citrix Blogs Citrix DaaS for Amazon WorkSpaces Core Managed Instances – Citrix Blogs Why AI agents will use the same desktops and apps as human workers – Citrix Blogs Modern applications need modern networking — Here’s what that means for your business – Citrix Blogs Powering your present, readying your future, and now available for all workloads – Citrix Blogs To understand AI’s future impact, check out this playbook from 150 years ago – Citrix Blogs The 7-stage roadmap for human-AI collaboration in the workplace (2025 edition) – Citrix Blogs Secure your business with Citrix and Google Chrome Enterprise Premium – Citrix Blogs AI agents need a secure place to work. The Citrix workspace is ready. – Citrix Blogs What’s New and Next with Citrix: Q&A from our May 2025 webinar – Citrix Blogs What if your CEO never sends the AI-first memo? – Citrix Blogs Your CEO just sent a company-wide “AI-First” memo. Now what? – Citrix Blogs Citrix and Nutanix team up to simplify virtual desktop management – Citrix Blogs eLux + Imprivata coming soon for healthcare and beyond – Citrix Blogs Rising costs. Aging hardware. One smart solution. – Citrix Blogs The desktop has dissolved. Now where does work live in 2025? – Citrix Blogs Citrix Virtual Apps and Desktops 2503 is now generally available – Citrix Blogs What does “AI” mean at Citrix? – Citrix Blogs Making sense of AI in the workplace: A starting point for leaders – Citrix Blogs Control the endpoint, control the experience – Citrix Blogs Why I joined Citrix and what I’m excited about – Citrix Blogs Citrix’s approach to Secure by Design – Citrix Blogs Citrix and NVIDIA partner to deliver AI Virtual Workstations – Citrix Blogs Welcoming Google Chrome Enterprise Premium into the Citrix platform – Citrix Blogs Apple M4 chip delivers another significant performance boost to Citrix VDA for macOS! – Citrix Blogs Updated STIG guidance for highly secure environments – Citrix Blogs It’s time to upgrade your hypervisor to XenServer 8! – Citrix Blogs Furthering our investment in the Citrix platform with the strategic acquisition of Unicon – Citrix Blogs Faster logins, more productivity – Citrix Blogs New optimization for Microsoft Teams in Citrix environments – Citrix Blogs Password spraying attacks on NetScaler/NetScaler Gateway – December 2024 – Citrix Blogs Citrix Secure Private Access delivers ZTNA in hybrid mode – Citrix Blogs Citrix strengthens zero trust security posture with strategic acquisitions of deviceTRUST and Strong Network – Citrix Blogs Ease your virtual machine device management with MCS & Intune – Citrix Blogs Free uberAgent training is now available on Pluralsight – Citrix Blogs Improved security, admin interfaces, and user experiences across the Citrix solution portfolio – Citrix Blogs Citrix ranked highest for all 4 Use Cases in the Gartner® Critical Capabilities for Desktop as a Service Report – Citrix Blogs Join us at Microsoft Ignite – Citrix innovations for the modern workplace – Citrix Blogs Improve user experiences and reliability with new expanded uberAgent entitlements – Citrix Blogs Citrix Secure Private Access now supports multi-session VDI – Citrix Blogs The new Citrix platform experience – Citrix Blogs Citrix Secure Private Access for ZTNA now supports Linux – Citrix Blogs Citrix Workspace app – いつの間に?Citrixへの入口がこんなに進化しました – Citrix Blogs Launch right into your Citrix environment with Desktop Lock – Citrix Blogs Making Policy Management Smarter and Simpler with Citrix Policy Sets – Citrix Blogs Image and Power Management Support for Azure Sovereign Air-gap – Citrix Blogs Think you have what it takes to be a CTP or CTA? Apply today! – Citrix Blogs How Citrix supports financial contact centers 24/7 – Citrix Blogs
Workers don’t want to build automations. They want to delegate. – Citrix Blogs
Brian Madden · 2025-12-18 · via Citrix Blogs

Workers don’t want to build automations. They want to delegate.

All the major AI platforms are loudly pushing “AI automation studios” where rank-and-file knowledge workers can create sophisticated AI-powered workflows across their enterprise workspace environments. These tools are genuinely impressive, as workers can now use plain language to describe what they want and how it should work, while AI handles the triggering, filtering, and decision-making that previously required a programmer’s mindset to build.

These tools are awesome.

But they are NOT the AI-powered future of knowledge work I’ve been writing about.

The automation studio assumption

The pitch behind automation studios (such as Microsoft Copilot Studio or Google Workspace Studio) goes something like this:

  1. Knowledge workers have repetitive workflows they’ve always wanted to automate but couldn’t because they weren’t programmers.
  2. Now AI lowers the barrier.
  3. Give them a visual canvas, connectors into enterprise apps & data sources, and natural language configuration.
  4. They’ll finally build the automations they’ve been dreaming of!

There are two problems with this:

  • Knowledge workers do lots of different things, and most of their work is NOT simple and repetitive enough to automate. The automation studio concept assumes workers have stable, repeatable workflows worth the investment of designing and maintaining. But most knowledge work isn’t like that. It’s fluid, reactive, and different every day.
  • Even for things that could be automated, most knowledge workers don’t have the time, wherewithal, or programmer’s mindset to stop working while they figure out how to build an automation. Most workers think like managers, not programmers. They don’t want to design workflows, they want to hand off tasks.

We’ve been hearing this same automation pitch for decades

Robotic Process Automation (RPA) was sold in part on the premise that workers could finally automate their own workflows without IT involvement. The tools got easier over time and the connectors multiplied. But after years of investment, most enterprises only have a handful of RPA specialists building bots while the vast majority of workers never touch the platform.

The same thing happened with low-code tools, citizen development platforms, and every other “democratize automation” initiative. The 1% of workers who think like programmers build amazing things. The other 99% keep doing their jobs the way they always have.

This isn’t a failure of the tools—they work as they should. Rather the failure comes from thinking knowledge workers will stop working to investigate, experiment, and try to learn those tools.

To be clear, “AI powered automations” will absolutely be a thing. But those automations won’t come from workers building workflows in studios. They’ll come workers interacting with AI, asking it to do things for them.

This is where AI as the interface becomes real. When AI platforms become the primary way workers interact with their digital environment, apps recede into the infrastructure. The automation piece will be part of that same shift.

AI’s “iPhone Moment” is coming

Today’s AI automation studios are powerful, and I love that they exist. My argument isn’t that they’re not useful, rather I’m saying don’t look at these AI studios as “the future”—they’re really more of a stepping stone on the larger path towards true human-AI collaboration at work. They’re the “boring infrastructure” plumbing that AI labs need to put in place now so that future AI agents have all the connectors, access, and context they need to function.

At some point, AI will be good enough that everyone will experience its full potential without having to stop working to learn new tools. This will be similar to how the iPhone changed the world. It was so intuitive your grandparents could use it, while hiding the decades of technical magic that made it possible.

AI will get there too, and everyday workers won’t need to use automation studios.

The bottom line

As I mentioned a few times, I like the AI-powered automation studios, and for the workers who use them, they’re great. But they solve a narrow use case for a narrow segment of workers.

The longer term AI-powered vision is not to turn knowledge workers into automation designers. They’re managers, not programmers. They want to hand off tasks, not build systems. The future isn’t a million workers hunched over workflow designers—it’s workers interacting with AI as a coworker, in the same environment where they’ve always worked, using all the same tools, processes, and workflows they always have.


Read more & connect

Join the conversation and discuss this post on LinkedIn. You can find all my posts on my author page (or via RSS).

Brian Madden

Brian Madden is a VP & futurist at Citrix. He writes about the future of work, AI in the workplace, and the evolution of Citrix.