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AI should choose the path. You govern the moment it acts.

Give a runtime a task, context, memory, and a set of tools. It reasons, chooses a capability, observes the result, and decides what to do next. Stacksona Gate stays at the execution boundary so the AI can remain flexible while policy and humans control the actions that matter.

01
Goal, not workflow

Tell the runtime the outcome. Do not predesign every possible route.

02
Tools, not steps

Expose capabilities. The AI chooses what it needs and in what order.

03
Govern execution

Gate the exact side effect, not the AI's reasoning loop.

Runtime architecture

One task. One runtime loop. Gate each action.

The runtime keeps choosing what to do next until the goal is complete.

The runtime loop stays simple

  1. 1
    Reason from the task and current context.

    The runtime decides what it needs next using the goal, prior tool results, memory, and reviewer feedback.

  2. 2
    Choose a tool and build its exact arguments.

    The AI selects from the capabilities you expose. It is not selecting a prebuilt workflow path.

  3. 3
    Gate only the action that is about to execute.

    Allowed actions continue immediately. Reviewable actions wait without breaking the workflow. Requested changes go back to the runtime as new context.

  4. 4
    Observe the result and run the loop again.

    The tool outcome becomes context. If the task is not complete, the runtime reasons again, chooses another capability, and Gate governs that next action.

  5. 5
    Return final output only when the task is complete.

    Intermediate tool results stay inside the runtime loop. The runtime exits only when it determines the goal has been satisfied.

“Learn” here means the runtime can adapt from context and outcomes.

Stacksona does not train the model. Your runtime can use tool results, reviewer feedback, memory, and prior outcomes to make better next-step decisions while Gate keeps governed execution controlled.

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Popular guides

You do not need every Gate feature to start.

Tool-contract resolution, revision events, signed approvals, webhooks, detailed event logging, and advanced decision handling are available when your workflow needs them. Start with the execution check first.

Advanced and reference docs