AI Agents
11 articles
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.
How to Get Started with Claude Cowork: A Decision Framework for Knowledge Workers (2026)
Claude Cowork is where you delegate a whole task instead of asking a question — point it at your files and apps, describe the outcome, get finished work. The hard part isn't the prompt, it's knowing which tasks to hand it. Here's a 5-signal fit test, the three shapes a Cowork task can take, and how to get your first deliverable in ten minutes.
Agent-First GTM in 2026: The Real Landscape, the Pricing Tell, and the Stage Nobody Owns
Agent-first GTM is no longer a slide. HubSpot, Salesforce and Microsoft are shipping AI agents across the funnel, but the field divides on autonomy, data ownership and the real tell: pricing.
The Company That Remembers
Every business wants an "AI brain." The model was never the hard part — the memory is. A field report on the three schools of AI memory in 2026, the benchmark scandal underneath them, and how a founder should actually choose.
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.
How Claude Managed Agents Actually Work: Dreaming, Outcomes, Multiagent Orchestration, and Webhooks (2026)
Anthropic gave Claude Managed Agents four new mechanics at Code w/ Claude: Dreaming, Outcomes, Multiagent Orchestration, and Webhooks. The one that changes how you build is Outcomes — a separate grader that loops the agent until a rubric is met. Here is how each one works, and when to reach for it.
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.
Building AI Agents in the Enterprise: Implementation Patterns for 2026
Anthropic's playbook is right about the enterprise shape. The missing layer is implementation: governed skills, MCP tools, memory, observability, worktree-safe orchestration, and agent fleets that survive contact with a 1,000-person company.
The House Keys Problem: What OpenClaw and Claude Code Are Really Fighting About
There's a story about the moment OpenClaw clicked for its creator. It involves house keys, a sleeping founder, and an agent that booked a restaurant without being asked. That story still tells you everything you need to know — even now that Claude Code has started asking for a small keyring of its own.
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.
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.