DataMPowered research on judgement, institutional capability, Operational Intelligence and accountable work.
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4 whitepapers tagged with "judgement"
What organisations need to know before 10 December 2026 and how ifCEM could help
From 10 December 2026, APP entities may need to disclose in their privacy policies where computer programs participate in consequential decisions. The disclosure is the visible part. The harder work is operational.
The contest over models is real. A second contest, over where capability and judgement live, is still open.
Stronger AI need not absorb the capability of people and institutions. This essay tests whether a second trajectory is technically credible: models that help people reach capability which stays local, authoritative and replaceable.
Task capability is not role substitutability. Reliability is not authority. And keeping the outputs is not keeping the capability.
AI can increasingly perform the observable tasks of a role while the institution quietly loses the capability the role carried. The more useful question is not which jobs AI will take, but what the institution must still be able to do for itself.
When cognition becomes cheap, what remains scarce?
When machine cognition becomes cheap, productivity depends on more than consuming more AI. This essay examines Australia's productivity puzzle, the economics of cheap cognition, institutional capability, judgement and the unfinished digital transformation.
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