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Research on AI assistants

Analysis and sources to help you choose.

Articles

An email draft and a magnifying glass.

How to review an AI-written email before sending

Check the sender, recipient, claims and signature before an agent sends mail.

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Model blocks with a detour arrow.

What happens when an AI agent’s model is unavailable?

Understand model fallbacks, account limits and what to inspect before retrying work.

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Two computers connected by a line with a lock between them.

Moving an AI agent to another computer: a backup checklist

Plan an AI agent migration, check what a backup includes, and test the restore before relying on the new machine.

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Stacks of coins, a gauge and a small robot.

How to budget for AI agents without guessing

A practical checklist for understanding subscriptions, usage limits and provider charges before running recurring work.

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A small local computer with model cubes.

How to try a local model with your AI agent

Check availability and compare one task without assuming the entire workflow is offline.

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A folder with a download symbol and magnifying glass.

How to inspect an AI agent skill before importing it

Review instructions and bundled files before adding a reusable procedure.

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A house and computer inside a glowing shield.

Is a local AI agent private? What to check before connecting a model

Understand where an AI agent runs, what leaves your computer and which settings to check before using sensitive material.

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Keys inside a small secure vault.

Where to keep API keys for AI agent integrations

Use named secrets and limit account access without pasting tokens into prompts.

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Connected abstract workspaces surrounding a central workspace.

Manus vs APX: where does agent work happen?

A practical comparison of local and cloud agent workflows, data boundaries and what to test before committing.

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Abstract workspaces connected by sweeping paths.

OpenClaw vs APX: choosing how to organize agent work

Compare project-centered work and agent routing, and run a practical trial before choosing an AI agent setup.

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