primus-intelligence is a Python library that performs exact invariant recovery from LLM and agent outputs using held-out verification and refusal mechanisms. It collapses codified surfaces to their minimal generators via minimum description length principles and certifies checkable claims. Designed for developers building reliable AI systems, it supports symbolic regression, sequence induction, and hallucination gating.
primus-intelligence is a Developer Tools product. It focuses on verifying and certifying claims in LLM and agent outputs to reduce hallucinations. It is built as an open-source project for developers. primus-intelligence is open source under the PolyForm-Noncommercial-1.0.0 license. The product ships for the command line.
primus-intelligence first shipped in 2026. Key capabilities include Invariant Recovery, Held-out Verification, and Hallucination Gating.
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primus-intelligence verified by the PulseGate indexer
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