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Prose2Policy: LLM Translates NL Policies to Rego

Prose2Policy: LLM Translates NL Policies to Rego
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🍎Read original on Apple Machine Learning
#policy-as-code#access-control#rego-opaprose2policy-(p2p)prose2policyp2poparegoapple

πŸ’‘Apple's LLM tool auto-converts NL policies to reliable Rego code for OPA security.

⚑ 30-Second TL;DR

What Changed

Translates NLACPs to executable Rego for OPA

Why It Matters

Simplifies policy-as-code adoption for teams using OPA, reducing manual Rego coding. Enhances security in AI/ML deployments by automating enforceable access controls. Valuable for enterprises scaling policy management.

What To Do Next

Test Prose2Policy on your NL access specs to auto-generate and validate Rego policies.

Who should care:Developers & AI Engineers

Key Points

  • β€’Translates NLACPs to executable Rego for OPA
  • β€’Modular pipeline: detection, extraction, validation, linting, compilation, auto-tests
  • β€’Emphasizes deployment reliability and auditability
  • β€’Evaluated on ACRE benchmark
πŸ“°

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Original source: Apple Machine Learning β†—

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