Show HN：Supe – 為您的AI代理賦予大腦，而不僅僅是記憶

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Cognitive memory for AI agents with validation and proof-of-work

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xayhemLLC/supe

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Supe

Your AI agent just mass-deleted files. Can you prove it wasn't supposed to?

Supe is the missing audit layer for AI agents. Validation gates block dangerous operations, proof-of-work creates tamper-evident logs, and persistent memory lets you query what your agent actually did.

Why Supe?

Install

60-Second Example

Core Concepts

Validation Gates

Gates run before (pre) and after (post) every tool execution:

Proof-of-Work

Every execution gets a SHA256 proof that's tamper-evident:

Recall System

Query past executions with keyword search and neural spreading activation:

Real-World Use Cases

Reverse Engineering (Read-Only Mode)

Code Review Bot (No Push to Main)

Compliance/Audit Requirements

Demo

Output:

Architecture

Development

Contributing

See CONTRIBUTING.md. Areas we'd love help with:

License

MIT - see LICENSE

Links: PyPI · GitHub · Issues

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Cognitive memory for AI agents with validation and proof-of-work

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