Happy to answer questions on the edge architecture or MCP transport layers! Diagrams on https://mcp.undisk.app shows How It Works including:

Every write → immutable version → SHA-256 hash-chained audit entry Any version → restore in <50 ms (metadata flip, no blob copy)

There is also ForgeTrace: A Failure-Aware, Provenance-Native Trajectory Dataset for Software Agents we are working on: https://mcp.undisk.app/forgetrace

RFC for a stricter way to evaluate software agents: not just whether they finish with a correct patch, but whether they can operate safely over persistent state, recover from failure, obey policy, coordinate with other agents, and explain what changed with verifiable provenance.