Zaid Bin Haris Available for new work
All work

AI & agents

Almost every system here has the same shape. Work out what can be decided by rule, decide it by rule, and hand the language model only the part that is genuinely about language.

That is not caution for its own sake. A model that does arithmetic produces confident wrong numbers, a model that resolves a patient or a product identity produces confident wrong matches, and neither is auditable after the fact. Scoping it narrowly is what makes the rest of the system reviewable.