Joao Wenzel describes using AI agents to bring together organizational information from formal records and informal workplace sourcesContext engineering designs how relevant instructions, evidence, state and tool information are assembled for a model's task..
He compares the system to a state estimator: beliefs are updated from new observations and become less certain as evidence ages.
He discusses evaluating those beliefs against later outcomesEvaluation is the systematic assessment of a system's behaviour or results against explicit criteria. and asking people for corrections when uncertainty and stakes justify it.
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