Multi-Agent LLM Design Tradeoffs
Splitting one agent into several buys context isolation, parallelism, and separate permissions, and costs tokens, handoff loss, and new failure paths. Measure it against a single-agent baseline.
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Evaluating Agent Actions and Workflow Outcomes
A final reply can be right while the world is wrong. Score agent runs by the effect ledger, constrain the trajectory, test faults and attacks, audit reviewers, and gate releases.