sf identity display --target-org sfdcmarc.dev Practical writing on Salesforce systems, AI-assisted delivery, and the engineering decisions that survive production.
Browse writingArchitecture decisions behind a Slack assistant connecting team conversations, Google Drive, and Salesforce work.
# inspect, test, validate
sf project retrieve start
sf apex run test
sf project deploy validateAn altitude ladder for agentic engineering, from Apex lines to the software factory, and when to move up or down it.
A practical architecture for Slack, Salesforce, and GitHub agent coordination using MCP, A2A, explicit approvals, and verified resolution.
My work sits between architecture, hands-on engineering, delivery leadership, and the tooling that makes all three more reliable.