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# openwalrus

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Plans vs tasks: how AI agents think before they act

Plans vs tasks: how AI agents think before they act

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9 min read
Hermes memory: five layers, one learning loop

Hermes memory: five layers, one learning loop

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9 min read
How AI agents remember: a survey of persistent memory

How AI agents remember: a survey of persistent memory

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10 min read
Async compaction: the race conditions nobody talks about

Async compaction: the race conditions nobody talks about

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8 min read
What should an agent capability bench test?

What should an agent capability bench test?

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13 min read
Tool permissions and the bash bypass problem

Tool permissions and the bash bypass problem

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11 min read
How AI frameworks control model thinking

How AI frameworks control model thinking

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10 min read
Less code, more skills

Less code, more skills

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5 min read
Sandboxing AI agents: beyond Docker and WASM

Sandboxing AI agents: beyond Docker and WASM

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16 min read
Built-in tools: what your agent can reach

Built-in tools: what your agent can reach

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12 min read
Graph + vector: how OpenWalrus agents remember

Graph + vector: how OpenWalrus agents remember

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10 min read
Hermes Agent: what Nous Research built

Hermes Agent: what Nous Research built

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9 min read
SOUL.md: brilliant idea, brittle implementation

SOUL.md: brilliant idea, brittle implementation

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8 min read
Mem0: what three memory scopes actually cost

Mem0: what three memory scopes actually cost

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7 min read
Why we built OpenWalrus

Why we built OpenWalrus

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3 min read
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