Give the Caseworker a Map, Not a Score
Decision-support tools should show caseworkers evidence, provenance, gaps, uncertainty and lawful options—not compress a person into a recommendation score.
A Judge May Use an AI Draft—but Cannot Borrow Its Reasons
AI can assist judicial preparation, but a judge must still verify the record and law, resist anchoring, protect confidentiality and own every material reason.
The Hearing That Should Stay in the Room
Remote hearings can widen access, but cases involving liberty, family life, confidential advice, coercion or vulnerable participation may still require a physical courtroom.
Who Owns the Court Transcript?
Automated court transcripts can improve speed and access, but only certification, traceable corrections and human responsibility can turn probabilistic text into an authoritative record.
The Handoff Is the Legal-Tech Product
Legal self-help succeeds only when it transfers consented context and deadlines to the right human professional—not when it merely generates a form or referral link.
Can Machine Translation Carry a Legal Right?
Machine translation can widen access to courts, but testimony, consent and authoritative legal texts still need accountable human interpretation and a clear path to correction.
The Form That Knows When to Stop
Guided legal forms can make justice easier to enter, but they must recognise uncertainty, urgency and vulnerability—and know when to transfer control to a person.
When Private Vendors Build Public Digital Infrastructure
Private vendors can strengthen public digital services, but rights-critical infrastructure must remain understandable, auditable, operable and genuinely replaceable.
Automate the Appeal Before You Automate the Decision
Automation saves little if one wrong decision forces a person through an opaque maze. Build notification, evidence, tracking and human review as one usable appeal journey.
What Would a Citizen Control Panel for Government Data Actually Require?
Government data control requires more than a dashboard. It must reveal sources, access and decisions, then carry corrections and appeals through every affected service.