The Help Desk Is a Sensor, Not a Cost Centre
Support demand is not merely overhead. Repeated calls, abandoned forms and unnecessary visits can reveal defects that transaction dashboards never see.
Do Not Make Human–AI Agreement the Goal
Human–AI agreement can hide anchoring or stubbornness. A better workflow preserves both provisional views, examines divergence and records why judgement changed.
Your Backup Needs a Second Reader
A backup can preserve every byte and still fail the person who needs it. A small recovery rehearsal reveals missing permissions, unreadable formats and knowledge trapped in one person's head.
From Reading to Doing: Alkemata’s Capsule Experiment
Alkemata proposes portable capsules that combine ideas, evidence and practical workflows, helping readers use their own LLMs to build projects and return experience to shared knowledge.
The Asylum Interview Is Not a Chatbot
Digital tools can prepare and document asylum interviews, but trained humans must hear consequential accounts, manage ambiguity and remain answerable for credibility judgments.
Status Is a Promise, Not a Coloured Dot
A truthful case tracker shows what happened, who holds responsibility, what the person must do next, the deadline and how to challenge an incorrect state.
Ideas at the Limit: Following a Thought Until It Changes Shape
Alkemata’s new project dossiers take a modest idea, push it to its most consequential form, stress-test its effects, and work backwards towards a practical experiment.
Test the Policy Before It Tests the Public
Digital rules should face transparent synthetic cases, historical edge cases and community-designed scenarios before they change real entitlements or obligations.
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.
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.