OpenAI

A work queue tells the truth A managed-services queue is a better test of an agent system than a polished chat window. The queue contains half-formed requests, old decisions, production risk, impatient users, and work that still has to land. Imagine a request that says an invoice stopped syncing. The useful context sits across a ticket, an integration map, last month’s release notes, a Salesforce baseline, and the memory of the consultant who fixed it before. ...

A plan becomes real when it becomes a repo A good architecture note is still an idea. The work becomes real when another person can clone the repo, run the command, inspect the evidence, and get the same answer. I use Claude while the problem is still fuzzy. I use Codex once the direction needs to become files. For a Salesforce org scan, those files include inventory scripts, structured metadata output, Markdown deliverables, validation checks, tests, CI, deployment notes, rollback steps, and smoke tests. For a business tool, they include the API contract, runtime tools, guardrails, evals, traces, and the product surface that an operator will actually use. ...