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  The reference implementation combines deterministic safety checks with benchmark metadata. Future phases may add pluggable model-based semantic judges, calibrated evaluators, and real model/API adapters.
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  This project is an independent engineering portfolio project and does not use proprietary BalanX-Bio data, code, models, or confidential information.
 
 
 
 
 
 
 
 
 
 
 
 
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  The reference implementation combines deterministic safety checks with benchmark metadata. Future phases may add pluggable model-based semantic judges, calibrated evaluators, and real model/API adapters.
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  This project is an independent engineering portfolio project and does not use proprietary BalanX-Bio data, code, models, or confidential information.
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+ ## Five-level production-AI proof
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+ HIA-Lab now reports portfolio proof using:
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+ `L1 Runnable → L2 Reproducible → L3 Capability-Validated → L4 Production-Candidate → L5 Production-Validated`.
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+ The canonical GitHub source computes the level with `make proof`. The public benchmark, methodology artifact and Docker Space support **L3 — Capability-Validated**. Domain-specific provider and resilience experiments remain visible, but they are not generalized into a Level-4/5 production claim without the corresponding deployment-scoped evidence.
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+ Specification: https://github.com/h00w/Human-Intelligence-Assurance-Lab/blob/main/PROOF_MODEL.md