bounded-inference 0.0.1

Bounded Inference → This package is now `aiir`. Install: pip install aiir

bounded-inference

This package has been consolidated into aiir.

Install the real package

pip install aiir

What is AIIR?

AI Integrity Receipts — lightweight cryptographic commitment records generated during AI inference that bind model identity, sampling configuration, and output tokens into a tamper-evident hash chain.

• Zero external dependencies (Python stdlib only)
• Receipt generation in < 100 µs
• SHA-256 hash chains with O(1) amortized cost
• Works with any model format (GGUF, ONNX, cloud APIs)
• MCP server for Claude / Copilot / ChatGPT integration

Links

• PyPI: aiir
• GitHub: invariant-systems-ai/receipt-action
• Paper: Attestable AI: Cryptographic Receipt-Binding for Local Generative Model Inference

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This package (bounded-inference) exists to redirect users to the canonical aiir package. Installing it will automatically install aiir as a dependency.