Welcome back to the Citrix AI Hotsheet, the monthly conversation between Brian Madden (futurist, Citrix) and Dave Brear (account technology strategist, Citrix) about how AI is actually entering real enterprise environments.

Four topics this month:

OSWorld 2.0. A year ago the OSWorld benchmark measured whether AI could use a computer. Humans scored 72%. The best AI got 45%. Today, even Sonnet-class models beat the median human — the benchmark is saturated. OSWorld 2.0 raises the bar: about 100 tasks, each averaging 90 minutes of real knowledge work, and now cost is a metric too. Current leader is Opus 4.8 at 20%.

Reconciliation maps. Dave adds a new stage to his second brain workflow, one he's needed since bringing his brain into Citrix's corporate walled garden. When you pull context from MCP connections, meeting transcripts, OneDrive, and half a dozen systems of record, they contradict each other. His fix: assemble the sources, run a contradiction check, then create a reconciliation map that becomes the authoritative source before you start thinking. He may have just named the thing on-air.

Treehouse vs. ladder. Brian promised an organizational AI maturity framework. It turns out every major consulting firm has already built one — Gartner, McKinsey, Deloitte. All ladders. All wrong. The shape isn't a ladder, it's a treehouse. Maturity isn't the tools you bought, it's how your organization handles bottom-up change from the workers who race ahead.

The futurist's playbook. Brian's job isn't predicting the future — it's mapping many futures and finding what's common across all of them. He walks through four axes of AI uncertainty (acceleration, diffusion, bubble pop, geopolitics) and lands on what you can do today that pays off in every scenario.

Links mentioned in this episode:

• OSWorld 2.0 (official project page): https://osworld-v2.xlang.ai
• Brian's original OSWorld blog post: https://www.citrix.com/blogs/2025/07/24/what-happens-when-ai-agents-score-100-in-computing-using-benchmarks/
• Brian's "how a futurist reads AI news" blog post: https://www.citrix.com/blogs/2026/06/30/how-a-futurist-reads-ai-news-hint-ignore-most-of-it/

Find us online

Brian Madden

• Articles, Posts, & Talks: https://bmad.com
• LinkedIn: https://www.linkedin.com/in/bmadden/
• Citrix blog: https://www.citrix.com/blogs/?s=bmadden&type=author
• Second brain: https://brianmadden.ai

Dave Brear

• LinkedIn: https://www.linkedin.com/in/davebrear/
• Second brain: https://davebrear.ai

Welcome back to the Citrix AI Hotsheet, where Brian Madden (futurist, Citrix) and Dave Brear (account technology strategist, Citrix) talk about how AI is actually entering large, regulated enterprises, not the way the accelerationists tell it, but the way it's really happening.

Three main topics this episode:

The 7-stage roadmap, 2026 edition. Brian published the original 7-stage roadmap for human-AI collaboration a year ago. The biggest change in the 2026 version: it's not a ladder. Dave introduces a better shape: a tree house.

Why AI automations are the wrong frame. Brian argues that the industry's dominant narrative—audit your tasks, identify automations, and build workflows—is RPA thinking applied to the wrong problem. Knowledge work isn't a collection of repeatable scripted tasks. It's messy, judgment-heavy, and distributed across a dozen different systems. The right move isn't automating the visible 20% of your job. it's connecting your second brain into all the applications and data sources you already have access to, so AI can work the way a human works—through the same front door with the same context.

Dave's glass ceiling. Dave explains what he had before moving his second brain into a sanctioned corporate VDI: a system that could help with 20–30% of his work, e.g. the stuff that was safe to handle personally. The rest was on the other side of a glass ceiling he could see but not touch. Sensitive customer data, CRM records, and support case history were all locked in enterprise systems with no path to a personal AI. Moving into a Citrix VDI with his brain changed everything.

Links mentioned in this episode

• Brian's 7-stage roadmap, 2026 edition (Citrix blog): https://www.citrix.com/blogs/2026/06/10/the-7-stage-roadmap-for-human-ai-collaboration-2026-edition/
• Dave's LinkedIn piece: My second brain just got a security clearance: https://www.linkedin.com/pulse/my-second-brain-just-got-security-clearance-dave-brear-akv9e/)
• Episode 2 — The Last Chapter of EUC: https://www.youtube.com/watch?v=Bgxx4UCtb6k
• Episode 1 — AI agents, second brains, and the enterprise AI gap: https://www.youtube.com/watch?v=55y_XUWGUnQ

Find us online

Brian Madden

• bmad.com: https://bmad.com
• LinkedIn: https://www.linkedin.com/in/bmadden/
• Citrix blog: https://www.citrix.com/blogs/?s=bmadden&type=author
• Second brain: https://brianmadden.ai

Dave Brear

• LinkedIn: https://www.linkedin.com/in/davebrear/
• Second brain: https://davebrear.ai

This is a special edition of the Citrix AI Hotsheet. Instead of the usual conversation between Brian & Dave, this week Brian shares the keynote he gave earlier this month EUC Tech Cruise in Norway: "The Last Chapter of EUC."

The talk lays out where the EUC industry stands in summer 2026 and where AI is taking it from here.

Brian opens by looking at why the AI narrative has flipped (six months ago it was "is AI even worth it?", today it's "AI is too expensive") and argues both miss the real story. AI capabilities keep climbing, but diffusion (how fast individuals, teams, and companies actually absorb those capabilities) is the bottleneck.

From there, he walks through his updated 7 Stages of Human-AI Collaboration roadmap (2026 edition): from using AI as a faster search engine, to a thinking partner, to a cognitive extension (your "second brain" / context vault), to a multi-tool agent, a fleet of AIs, a "pod" (worker + AIs), and finally the "published self".

Finally, it's on to the last chapter of EUC. Brian argues the assumptions underpinning 30 years of end-user computing are changing, but the discipline itself isn't going away—it's getting bigger. He maps VDI, image management, profile management, endpoint management, performance monitoring, and the control plane onto a future built around context vaults, skills, agent workers, cognitive observability, and token routing. His take: AI won't eat all software, (only the shallow layer), and the skills EUC and IT pros have built for decades translate directly into managing this new "cognitive" world.

Links mentioned in the episode:

7 Stages of Human-AI Collaboration roadmap, 2026 edition: https://www.citrix.com/blogs/2026/06/10/the-7-stage-roadmap-for-human-ai-collaboration-2026-edition/

Skills Are All You Need: https://www.citrix.com/blogs/2026/03/12/skills-are-all-you-need/

What's left for humans: https://www.citrix.com/blogs/2026/04/09/whats-left-for-humans/

Brian's LinkedIn post announcing his second brain / context vault: https://www.linkedin.com/pulse/i-built-second-brain-using-ai-its-changed-way-work-future-madden-0tote

OSWorld benchmark: https://os-world.github.io

Find us online:

Brian Madden

bmad.com: https://bmad.com

LinkedIn: https://www.linkedin.com/in/bmadden/

Citrix blog: https://www.citrix.com/blogs/?s=bmadden&type=author

Second brain: https://brianmadden.ai