The public record.
Research, code, and protocol contributions from the practice, published where anyone can check them.
From Privacy to Workflow Integrity: Communication-Graph Metadata in Autonomous Agent Interoperability
Analyzes the metadata surface of agent interoperability protocols, including A2A and MCP, and shows that workflow structure leaks even when payloads are encrypted: a classifier recovers task class from communication-graph metadata alone at roughly six times chance. For an enterprise, that means an observer can learn what your agents are doing without reading a single message. This is the class of risk we design client systems against.
Read on arXivopenclaw-simplex
A SimpleX Chat channel plugin for OpenClaw giving agents end-to-end encrypted messaging with contact allowlists, explicit pairing approval, and a documented security review. Running code, not a position paper: the same patterns we apply to securing agent traffic in client systems.
View on GitHubMetadata-private custom binding for A2A
An open proposal to the A2A protocol for a binding that hides who talks to whom: Oblivious HTTP (RFC 9458) relays, constant-rate polling, and anonymous per-interaction tokens. Ships a specification, a reference implementation, and an evaluation dataset. Standards work that keeps client systems ahead of where the protocols are going.
Read the proposal