AI Agents
14 articles
Microsoft Scout, Explained: The Always-On 'Autopilot' Built on OpenClaw
Microsoft Scout is the first of a new category Microsoft calls 'Autopilots' — a Windows and macOS desktop agent that acts on your files, shell, browser and Microsoft 365, and works autonomously in the background. Here's what's actually confirmed, what isn't, how to get it, and why it's built on the open-source OpenClaw framework.
How to Get Electrician Leads from Facebook Groups in 2026 (Without Getting Banned)
Local Facebook groups are still one of the best free sources of UK electrical work — but posts get buried in hours and the shortcuts people use to scale it get accounts banned. Here's how the channel really works in 2026.
How to Build AI Agents on the Peec AI MCP for AEO and GEO (2026)
In late 2025 Peec AI shipped an official MCP server, which makes its entire AI-search measurement layer — projects, prompts, per-engine brand visibility, full AI answer transcripts, the source/citation graph and scored Actions — directly callable by an LLM agent. That means you can wire a Claude or GPT agent straight to the ground truth of how ChatGPT, Perplexity, Gemini and AI Overviews answer your category, and have it reason over the data and draft the work to close the gaps. The defensible build pattern is a read-only, five-stage loop with a human ship gate: the agent triages and drafts; a person verifies and ships.
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
Alan 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 trialling 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
Matthew 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.