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Translating organisational values and user expectations into system constraints.
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Based on SOC occupation classification
Proactively identifying failure modes, misuse, and unintended consequences.
Managing shared context, memory, and state across multiple agents.
Coordinating text, image, voice, and tool-use modalities in a single interaction.
Helping users form warranted trust in the AI — neither overtrust nor undertrust — through deliberate confidence and source signalling.
Reading user emotional state from text signals — caps, punctuation density, repetition, latency — and adapting before the user disengages.
Designing review workflows to surface and mitigate bias in AI outputs.
| name | value-specification |
| description | Translating organisational values and user expectations into system constraints. |
Values are abstract. AI systems need concrete rules. Value specification is the design work of translating organisational principles and user expectations into implementable constraints.
Organisations say things like "be helpful" and "be responsible." These are useless as system constraints because they conflict:
Not all values are equal. Establish a hierarchy:
For each value, derive concrete rules:
Different stakeholders have different value priorities:
