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Learn how to give AI agents
real capabilities

Learn how to give AI agents
real capabilities

Practical guides, hands-on comparisons, and original research for connecting Codex, Claude Code, and other AI agents to the Apps, Actions, and Skills they need to get real work done.

Practical guides, hands-on comparisons, and original research for connecting Codex, Claude Code, and other AI agents to the Apps, Actions, and Skills they need to get real work done.

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A luminous social signal passes through a rounded gateway and becomes three clear trend themes.

How to Use Aident Loadout: Your First Task Done in 10 Minutes

Connected circuits representing Claude Code and Codex using real-world business integrations.

How to Connect Claude Code and Codex to Real-World Tools

A luminous social signal passes through a rounded gateway and becomes three clear trend themes.

How to Use Aident Loadout: Your First Task Done in 10 Minutes

Connected circuits representing Claude Code and Codex using real-world business integrations.

How to Connect Claude Code and Codex to Real-World Tools

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A translucent coral sweep fades beside a luminous citron seed held in a broad lilac bowl on cobalt, contrasting transient and retained state.

InMemorySaver vs SqliteSaver: Which Survives an Approval Wait?

InMemorySaver vs SqliteSaver: Which Survives an Approval Wait?

Coral and teal folds overlap while a violet crescent stays distinct, separating intentional overrides from accidental duplicates.

PyYAML Duplicate Keys: Test Merge Overrides Before Rejecting Them

PyYAML Duplicate Keys: Test Merge Overrides Before Rejecting Them

A lilac curved plane admits a tangerine ribbon beside a blue fold and peach oval, representing distinct input policies.

Pydantic Strict Mode: JSON and Python Inputs Are Not Equivalent

Pydantic Strict Mode: JSON and Python Inputs Are Not Equivalent

Vermilion and turquoise folded ribbons retain their distinct forms through a translucent lilac plane on a cream field.

Zero WER Can Hide Speaker Errors: A cpWER Acceptance Test

Zero WER Can Hide Speaker Errors: A cpWER Acceptance Test

Broad amber, cobalt and coral folded planes remain visible through a translucent jade aperture on a warm cream field.

Review a Dependency Upgrade Across Every Skipped Release

Review a Dependency Upgrade Across Every Skipped Release

A turbulent violet form pauses at a translucent amber membrane before emerging as a calm blue shape.

Verify the File Before Your AI Agent Acts on It

Verify the File Before Your AI Agent Acts on It