Charles Jones#Python
3pages on this subject — across the log, the case studies and the documentation.
callcharlie-ops
A governance Model Context Protocol (MCP) server that executes filed protocols rather than restating them — and refuses when the estate has moved since the ruling.
Provenance Engine
Indexes a corpus, computes a Merkle root over the document manifest, and returns a signed, tamper-evident receipt for an AI output: this span matches document X at offset Y, under corpus root R, at time T.
junelife-ops Model Context Protocol server
A Model Context Protocol server for a 388,000-page platform, where the expensive failure was never a bug — it was an agent acting confidently on a stale number, or re-opening a question the owner had already ruled on.