John Mitchell
@whmatrix
Protocol-governed semantic indexing for RAG systems
Start Here
universal-protocol-v4.23
Canonical protocol
semantic-indexing-batch-02
Implementation
whmatrix.github.io
Site source
What I Deliver
RAG-ready vector indices (FAISS IndexFlatIP, FP16)
Audit reports with explicit quality gates
Protocol-governed pipeline rebuilds
Chunk manifests with metadata and provenance
Verification artifacts (checksums, summaries)
Evidence
Deliverable Structure Example
PDF
RAG Readiness Audit
PDF
Sample Audit Report
PDF
RAG-Ready Indexing Example
PDF
Large-Scale Indexing Example
PDF
Operating Principles
GREEN-only deployment
Determinism over throughput
Semantic coherence enforced
Protocol > convenience