Blog
Research on AI assistants
Analysis and sources to help you choose.
Articles

How to review an AI-written email before sending
Check the sender, recipient, claims and signature before an agent sends mail.

What happens when an AI agent’s model is unavailable?
Understand model fallbacks, account limits and what to inspect before retrying work.

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.

How to budget for AI agents without guessing
A practical checklist for understanding subscriptions, usage limits and provider charges before running recurring work.

How to try a local model with your AI agent
Check availability and compare one task without assuming the entire workflow is offline.

How to inspect an AI agent skill before importing it
Review instructions and bundled files before adding a reusable procedure.

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.

Where to keep API keys for AI agent integrations
Use named secrets and limit account access without pasting tokens into prompts.

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.

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.