sf identity display --target-org sfdcmarc.dev Practical writing on Salesforce systems, AI-assisted delivery, and the engineering decisions that survive production.
Browse writingAn altitude ladder for agentic engineering, from Apex lines to the software factory, and when to move up or down it.
# inspect, test, validate
sf project retrieve start
sf apex run test
sf project deploy validateA practical architecture for Slack, Salesforce, and GitHub agent coordination using MCP, A2A, explicit approvals, and verified resolution.
A practical Salesforce workflow for using source, the CLI, and AI while keeping schema checks, reviews, and user verification intact.
My work sits between architecture, hands-on engineering, delivery leadership, and the tooling that makes all three more reliable.