MULTI-AGENT SYSTEMS · AI DATA ENGINEERING
More agents do not automatically make a team
An agent team emerges from complementary capabilities, controlled messages and verifiable integration—not from additional role labels.
01 · DECOMPOSEAre subtasks genuinely independent, or is a linear process being distributed artificially?
02 · PROTOCOLDo delegations and results carry scope, evidence, uncertainty and state?
03 · INTEGRATEWho checks conflicts, duplication, definitions and the valid overall state?
CORE METHOD
TASK GRAPH + THREE LEDGERS
The Task Ledger controls work, the Evidence Ledger binds claims to support, and the Decision Ledger records direction and rationale.
Build a single-agent workflow first. Add only roles with measurable value and compare quality, cost, time, duplication and review effort.