Sources checked
Reconcile worker results instead of concatenating them
An original document comparison can give each worker one source and a common evidence format. The coordinator should reconcile conflicting definitions and duplicate claims, rather than just concatenate the outputs.
More workers can repeat the same assumption
More agents can multiply the same mistaken assumption. Compare against a single-worker baseline and inspect the disagreements that the final result hides.
What to remember
Evaluate the combined result.
Sources & further reading
How this story was made
Written by Kristian Kostov with AI assistance and checked against the linked sources. Company performance claims are attributed to the company. Analysis reflects AiLookout’s interpretation; we have not independently tested the products discussed. Cover photography is illustrative and does not depict the specific announcement or product.
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