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Research and publication program

LLM-Shield-Proxy is developing an open evidence base for streaming privacy gateways. The public research program separates practical engineering reports from original security research.

Current public artifacts​

Technical series​

  1. When a token boundary becomes a privacy boundary — fragmentation threat model, bounded suffix retention, exhaustive partitions, and SSE fidelity.
  2. Signed does not mean immutable — Ed25519 chain verification, failure semantics, key identity, anchoring, and the WORM boundary.
  3. From vendor benchmark to open conformance lab — seven-domain specification, reproducible reports, and independent replication.

Reproduction and citation​

Independent results, counterexamples, alternative implementations, and spec issues are welcome. A tagged, DOI-backed release and citation metadata will be published when the first stable multi-host report is complete. Until then, cite the exact repository release or commit used and attach the report checksum.

Self-published explainers will use canonical URLs and will remain distinct from manuscripts under peer or editorial review.