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AI news, tips, and field notes

News, tips, and what I'm using AI for at work right now.

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AI Training Is Not Enough. Your Team Needs a System.

Microsoft's 2026 Work Trend Index shows why AI training is the foundation, and why teams also need manager support, standards, and better systems.

Camila Lima·May 13, 2026·8 min
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Claude Managed Agents: What They Are and Why They Matter for Small Teams

Anthropic just released Managed Agents. Here is the simple breakdown of what they are, who they help, where they fall short today, and what I think comes next.

Camila Lima·May 3, 2026·5 min
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AI Learning Is Not a Straight Path: What the Best Users Do

Harvard Business Review studied 8 months of real employee AI interactions and identified four behaviours that separate the best AI users from casual ones. Here is what they do differently and what teams can learn from it.

Camila Lima·April 30, 2026·6 min
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What Is Context Management in AI? Why It Matters for Agents

Context management in AI means deciding what a model sees, when it sees it, and why that matters for better AI agents and workflows.

Camila Lima·April 22, 2026·8 min
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Which Tasks Are a Better Fit for Cowork Than Chat?

Cowork is built to act, not just answer. The tasks that fit Cowork better than chat are the ones that need tool access, file work, scheduled runs, or cross-tool data. Real worked examples, plus the honest places it still falls short.

Camila Lima·April 16, 2026·7 min
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How I Built My Own AI Agents to Run Parts of My Business

I went from using AI for prompts to building autonomous agents that handle marketing strategy, track AI news, and draft content while I sleep. Here's how, and what I learned along the way.

Camila Lima·April 12, 2026·8 min
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AI Is Moving Fast. You Don't Have to Keep Up With Everything.

AI tools are releasing major updates every few days, and it can feel impossible to keep up. Here is why you don't need to, and what to focus on instead.

Camila Lima·March 28, 2026·7 min
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What Is Claude Cowork and Why It Matters If You're Not a Developer

Claude Cowork lets you automate tasks on your computer, connect to your work tools, and build custom workflows. No terminal, no coding. Here's how I started using it with the marketing team.

Camila Lima·March 21, 2026·6 min
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What I Wish I Knew Before Starting My AI Journey

Starting with AI can feel overwhelming, but it doesn't have to be. Here's what I learned along the way, and what I wish someone had told me from the start.

Camila Lima·March 16, 2026·6 min

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