The authors state what an agent harness must guarantee, prove it, and build the instrument that measures whether a harness delivers it, characterising two classes that let a sound-looking check pass anything: vacuity, satisfied by the absence of the thing checked, and self-attestation, where the subject supplies the va...
V. Bhardwaj, Garima Singh, Arun Pratap Bhardwaj· 0 citations
We present SuperLocalMemory 4.0, a governed, local-first memory operating system for AI agents, unifying multi-channel retrieval under reciprocal-rank fusion, bi-temporal recall, multi-scope isolation, role-based access, verified erasure, and a hash-chained audit trail. A reliability spine governs the primary write pat...
V. Bhardwaj, Garima Singh, Arun Pratap Bhardwaj· 2 citations· ⚡1
It is proved a bootstrap bound on a fitted model's functional loses coverage of the truth as n grows, the identification gap being O(1) while the bootstrap haircut is O(n^{-1/2}).
V. Bhardwaj, Garima Singh, Arun Pratap Bhardwaj· 1 citation
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