Teach the workflow once. Give agents the same rules, context, and checks. The system advances routine work, holds risky actions for people, and records what happened so its method can improve.
INTERACTIVE MODEL / THREE WORKFLOWS
A local simulation. No production systems or agent services are connected.
Correlate sign-ins, cite the device evidence, and ask an analyst before containing a session.
State holds the information collected in this run. Guarded steps define what may happen next. A durable record keeps the reason, action, and correction available for review.
Gather the records and context this run needs.
Check policy and authority before a consequential action advances.
Keep evidence and decisions so a correction can be reviewed and replayed.
SIGNALS FROM THE FIELD / SELECTED DISCUSSIONS
Independent discussions, selected by Marbell. Our response connects each idea to an executable workflow.
A new agent should meet the same rule as the last one.
Instructions are a last resort.
a “company operating system” or CompanyOS, designed for agent and human collaboration
The rule sits on the step it guards. Every caller meets the check, including a caller that goes straight to the action.
Inspect the payables guardWhen an agent acts, the evidence and the decision have to remain legible.
The model decides what to do next. The log ensures that the runtime can always reconstruct what has already happened.
The run records inputs, decisions, refusals, and effects. The case can be reviewed and resumed from what happened.
Follow the response recordA correction should help the next run without silently changing the rules.
The reasoning model loops until the decision model says the answers meet the thresholds.
Make sure to test your classifiers against human labels and don’t overfit.
A reasoning agent proposes a patch. A decision model judges bounded choices against recorded cases and labels. Code promotes or holds automatically.
Inspect the autonomous rule changeMarbell’s current Operating Code prototype runs a mocked refund workflow with guarded steps, a run record, and correction and replay. The three scenes above extend that method as an interactive model.
Describe your workflow