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One Cycle: Generate, Verify, Record, Update
One cycle reads stored context, generates a tool or flow, verifies the outcome, records the result, and updates strategy weights.
What are the four steps of a cycle?
Generate, verify, record, update. The result of one cycle is the context of the next.
What is stored between cycles?
Workflow context, memory state, and strategy weights. This stored knowledge forms the basis for the next cycle.
Does every cycle produce a new tool?
No. A cycle may reuse an existing tool, refine a flow, or produce a new tool. The focus is on achieving the verified outcome.
How is a failure handled?
A failed verdict is recorded, the tool is not trusted, and the strategy weights are updated accordingly.
What drives the next cycle?
The updated context, the recorded verdict, and the updated strategy weights drive the next cycle. The kernel learns from every outcome.
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