Opinion
Takes from the Freestyle team on how agents are built, deployed, and used.
OpinionSep 7, 20267 min read
AI Security Agents Need a Lab They Can Break
A useful AI security agent reproduces findings and verifies fixes. Give it a disposable Linux lab with private networking, realistic services, and recoverable state.

Freestyle Team
OpinionSep 7, 20267 min read
AI Security Agents Need a Lab They Can Break
A useful AI security agent reproduces findings and verifies fixes. Give it a disposable Linux lab with private networking, realistic services, and recoverable state.

Freestyle Team
OpinionJul 9, 202613 min read
Designing APIs for Agents
Good design for agents is not the same as good design for humans.

Ben Swerdlow
Founder/CEO
OpinionJul 9, 202613 min read
Designing APIs for Agents
Good design for agents is not the same as good design for humans.

Ben Swerdlow
Founder/CEO


~/freestyle-team❯
OPINION
Your Agent Does Not Need a Filesystem. It Needs a Source of Truth
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~/freestyle-team❯
OPINION
Your Agent Does Not Need a Filesystem. It Needs a Source of Truth
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~/freestyle-team❯
OPINION
AI Agent State Should Be Checkpointed, Not Synced
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~/freestyle-team❯
OPINION
AI Agent State Should Be Checkpointed, Not Synced
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~/freestyle-team❯
OPINION
AI Agent Storage Needs Three Layers, Not One Filesystem
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~/freestyle-team❯
OPINION
AI Agent Storage Needs Three Layers, Not One Filesystem
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~/freestyle-team❯
OPINION
Bash Is the API for AI Agents
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~/freestyle-team❯
OPINION
Bash Is the API for AI Agents
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~/freestyle-team❯
OPINION
Why AI sandboxes Suck
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~/freestyle-team❯
OPINION
Why AI sandboxes Suck
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~/ben-werner❯
OPINION
You're starving your agent
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~/ben-werner❯
OPINION
You're starving your agent
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