Agentic AI

5 articles

Hand-drawn editorial comparison: Microsoft Scout as an always-on autopilot versus Claude Cowork as on-demand delegation, 2026
AI ToolsMicrosoft ScoutClaude Cowork

Microsoft Scout vs Claude Cowork: Autopilot or Delegation?

Two of 2026's biggest agent launches make opposite bets. Microsoft Scout is a desktop autopilot that runs in the background and acts on your behalf; Claude Cowork waits for you to hand it a task, then delivers. One is push, the other pull — here's which fits your team.

Marco Lobo
Marco Lobo·Jun 5, 2026·10 min read
Handdrawn editorial system diagram contrasting a fragile screenshot click loop with Microsoft Webwright's terminal-native browser automation workflow: Microsoft Research and Webwright logo card, Playwright script, disposable browser sessions, logs, screenshots, and reusable tool library on cream paper
AI EngineeringWebwrightMicrosoft Research

What Are Terminal-Native Web Agents? Microsoft Webwright and the End of Click-by-Click Computer Use (2026)

The next reliable web agent will not just click better. Microsoft Webwright points at the real shift: terminal-native agents that turn repeated browser work into Playwright code, logs, screenshots, fresh reruns, and reusable tools.

Marco Lobo
Marco Lobo·May 27, 2026·13 min read
Handdrawn editorial illustration: a capable Claude agent (Anthropic wordmark + symbol legible) straining against heavy scaffolding poles, ropes and bolted-on guard rails labelled "orchestration", "tool wrappers", "fat system prompt"; a lighter, cleaner frame beside it labelled "boundaries that matter"; calm cream background, pen-and-watercolour style
AI EngineeringAgent HarnessHarness Debt

Harness Debt: Your AI Agent Scaffolding Is Quietly Fighting the Model (2026)

Your AI agent is probably worse than the model inside it — and the gap is your own scaffolding. An experimental harness scored over 2x Anthropic's standard one on the same model. The fix isn't a bigger framework; it's deleting the assumptions that went stale the day Claude Opus 4.6 shipped.

Marco Lobo
Marco Lobo·May 23, 2026·11 min read
Retro 80s office showing Microsoft Co-Pilot and Claude Cowork side by side — comparison of two autonomous AI agents in 2026
AI ToolsMicrosoft Copilot CoworkClaude Cowork

Microsoft Copilot Cowork vs Claude Cowork: The Borrowed Brain

Travis had the tab open for forty minutes before he typed a single word. On one screen: Microsoft Copilot Cowork, announced that morning. On the other: Claude Cowork, which he'd been trialing quietly for six weeks. Both run on Claude. Both claim to do the same thing. The difference is the container — and the container turns out to be the entire decision.

Marco Lobo
Marco Lobo·Mar 9, 2026·9 min read
Retro 80s office split between Microsoft Copilot Cowork and Claude Code teams — comparison of two agentic AI tools for enterprise 2026
AI ToolsMicrosoft Copilot CoworkClaude Code

Microsoft Copilot Cowork vs Claude Code: The Two Floors Nobody Automated

Marcus is a CTO watching his engineers ship pull requests on Claude Code — and simultaneously reading Microsoft's Copilot Cowork announcement. His VP of Operations wants to know: should the whole company switch? The question is wrong. There are two floors. There are two tools.

Marco Lobo
Marco Lobo·Mar 9, 2026·10 min read